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Re-ran batch validation on all models across all sets
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Ross Wightman
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@ -4,47 +4,56 @@ This folder contains validation results for the models in this collection having
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## Datasets
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There are currently results for the ImageNet validation set and 5 additional test/label sets.
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There are currently results for the ImageNet validation set and 5 additional test / label sets.
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The test set results include rank and top-1/top-5 differences from clean validation. For the "Real Labels", ImageNetV2, and Sketch test sets, the differences were calculated against the full 1000 class ImageNet-1k validation set. For both the Adversarial and Rendition sets, the differences were calculated against 'clean' runs on the ImageNet-1k validation set with the same 200 classes used in each test set respectively.
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### ImageNet Validation - [`results-imagenet.csv`](results-imagenet.csv)
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The standard 50,000 image ImageNet-1k validation set. Model selection during training utilizes this validation set, so it is not a true test set. Question: Does anyone have the official ImageNet-1k test set classification labels now that challenges are done?
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* Source: http://image-net.org/challenges/LSVRC/2012/index
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* Paper: "ImageNet Large Scale Visual Recognition Challenge" - https://arxiv.org/abs/1409.0575
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The standard 50,000 image ImageNet-1k validation set. Model selection during training utilizes this validation set, so it is not a true test set. Question: Does anyone have the official ImageNet-1k test set classification labels now that challenges are done?
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### ImageNetV2 Matched Frequency - [`results-imagenetv2-matched-frequency.csv`](results-imagenetv2-matched-frequency.csv)
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* Source: https://github.com/modestyachts/ImageNetV2
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* Paper: "Do ImageNet Classifiers Generalize to ImageNet?" - https://arxiv.org/abs/1902.10811
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An ImageNet test set of 10,000 images sampled from new images roughly 10 years after the original. Care was taken to replicate the original ImageNet curation/sampling process.
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### ImageNet-Sketch - [`results-sketch.csv`](results-sketch.csv)
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* Source: https://github.com/HaohanWang/ImageNet-Sketch
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* Paper: "Learning Robust Global Representations by Penalizing Local Predictive Power" - https://arxiv.org/abs/1905.13549
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50,000 non photographic (or photos of such) images (sketches, doodles, mostly monochromatic) covering all 1000 ImageNet classes.
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### ImageNet-Adversarial - [`results-imagenet-a.csv`](results-imagenet-a.csv)
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* Source: https://github.com/hendrycks/natural-adv-examples
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* Paper: "Natural Adversarial Examples" - https://arxiv.org/abs/1907.07174
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A collection of 7500 images covering 200 of the 1000 ImageNet classes. Images are naturally occuring adversarial examples that confuse typical ImageNet classifiers. This is a challenging dataset, your typical ResNet-50 will score 0% top-1.
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### ImageNet-Rendition - [`results-imagenet-r.csv`](results-imagenet-r.csv)
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* Source: https://github.com/hendrycks/imagenet-r
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* Paper: "The Many Faces of Robustness" - https://arxiv.org/abs/2006.16241
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Renditions of 200 ImageNet classes resulting in 30,000 images for testing robustness.
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### ImageNet-"Real Labels" - [`results-imagenet-real.csv`](results-imagenet-real.csv)
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The usual ImageNet-1k validation set with a fresh new set of labels intended to improve on mistakes in the original annotation process.
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* Source: https://github.com/google-research/reassessed-imagenet
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* Paper: "Are we done with ImageNet?" - https://arxiv.org/abs/2006.07159
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### ImageNetV2 Matched Frequency - [`results-imagenetv2-matched-frequency.csv`](results-imagenetv2-matched-frequency.csv)
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An ImageNet test set of 10,000 images sampled from new images roughly 10 years after the original. Care was taken to replicate the original ImageNet curation/sampling process.
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* Source: https://github.com/modestyachts/ImageNetV2
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* Paper: "Do ImageNet Classifiers Generalize to ImageNet?" - https://arxiv.org/abs/1902.10811
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### ImageNet-Sketch - [`results-sketch.csv`](results-sketch.csv)
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50,000 non photographic (or photos of such) images (sketches, doodles, mostly monochromatic) covering all 1000 ImageNet classes.
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* Source: https://github.com/HaohanWang/ImageNet-Sketch
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* Paper: "Learning Robust Global Representations by Penalizing Local Predictive Power" - https://arxiv.org/abs/1905.13549
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### ImageNet-Adversarial - [`results-imagenet-a.csv`](results-imagenet-a.csv)
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A collection of 7500 images covering 200 of the 1000 ImageNet classes. Images are naturally occuring adversarial examples that confuse typical ImageNet classifiers. This is a challenging dataset, your typical ResNet-50 will score 0% top-1.
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For clean validation with same 200 classes, see [`results-imagenet-a-clean.csv`](results-imagenet-a-clean.csv)
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* Source: https://github.com/hendrycks/natural-adv-examples
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* Paper: "Natural Adversarial Examples" - https://arxiv.org/abs/1907.07174
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### ImageNet-Rendition - [`results-imagenet-r.csv`](results-imagenet-r.csv)
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Renditions of 200 ImageNet classes resulting in 30,000 images for testing robustness.
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For clean validation with same 200 classes, see [`results-imagenet-r-clean.csv`](results-imagenet-r-clean.csv)
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* Source: https://github.com/hendrycks/imagenet-r
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* Paper: "The Many Faces of Robustness" - https://arxiv.org/abs/2006.16241
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## TODO
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* Explore adding a reduced version of ImageNet-C (Corruptions) and ImageNet-P (Perturbations) from https://github.com/hendrycks/robustness. The originals are huge and image size specific.
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242
results/results-imagenet-a-clean.csv
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results/results-imagenet-a-clean.csv
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
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tf_efficientnet_l2_ns,98.550,1.450,99.820,0.180,480.31,800,0.960,bicubic
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tf_efficientnet_l2_ns_475,98.500,1.500,99.830,0.170,480.31,475,0.936,bicubic
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tf_efficientnet_b7_ns,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic
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tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic
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ig_resnext101_32x48d,97.620,2.380,99.700,0.300,828.41,224,0.875,bilinear
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tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic
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ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear
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swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
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tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic
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tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic
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tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
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tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
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tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic
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tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic
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ig_resnext101_32x16d,96.820,3.180,99.590,0.410,194.03,224,0.875,bilinear
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tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
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tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
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resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
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swsl_resnext101_32x16d,96.600,3.400,99.520,0.480,194.03,224,0.875,bilinear
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resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
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swsl_resnext101_32x4d,96.420,3.580,99.470,0.530,44.18,224,0.875,bilinear
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tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic
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tf_efficientnet_b5,96.350,3.650,99.310,0.690,30.39,456,0.934,bicubic
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ig_resnext101_32x8d,96.320,3.680,99.430,0.570,88.79,224,0.875,bilinear
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tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic
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tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear
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tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic
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swsl_resnext50_32x4d,95.870,4.130,99.250,0.750,25.03,224,0.875,bilinear
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resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
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tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear
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ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear
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tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic
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pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic
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nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
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ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic
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ssl_resnext101_32x8d,95.470,4.530,99.110,0.890,88.79,224,0.875,bilinear
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ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
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tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear
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swsl_resnet50,95.410,4.590,99.290,0.710,25.56,224,0.875,bilinear
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tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
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tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear
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efficientnet_b3a,95.260,4.740,98.930,1.070,12.23,320,1.000,bicubic
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tf_efficientnet_b1_ns,95.170,4.830,99.110,0.890,7.79,240,0.882,bicubic
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ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic
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efficientnet_b3,95.080,4.920,98.980,1.020,12.23,300,0.904,bicubic
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gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic
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tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic
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tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
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resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic
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rexnet_200,94.940,5.060,99.010,0.990,16.37,224,0.875,bicubic
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gluon_seresnext101_64x4d,94.930,5.070,98.830,1.170,88.23,224,0.875,bicubic
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gluon_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic
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gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
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tf_efficientnet_lite4,94.890,5.110,99.020,0.980,13.01,380,0.920,bilinear
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ssl_resnext50_32x4d,94.870,5.130,98.880,1.120,25.03,224,0.875,bilinear
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resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear
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ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
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resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,bicubic
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gluon_resnet152_v1d,94.740,5.260,98.740,1.260,60.21,224,0.875,bicubic
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gluon_resnet101_v1s,94.720,5.280,98.820,1.180,44.67,224,0.875,bicubic
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efficientnet_b2,94.700,5.300,98.670,1.330,9.11,260,0.875,bicubic
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gluon_resnext101_64x4d,94.670,5.330,98.650,1.350,83.46,224,0.875,bicubic
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cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear
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ecaresnet50d,94.630,5.370,98.890,1.110,25.58,224,0.875,bicubic
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efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic
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tresnet_m,94.620,5.380,98.550,1.450,31.39,224,0.875,bilinear
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efficientnet_b2a,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic
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tf_efficientnet_el,94.590,5.410,98.750,1.250,10.59,300,0.904,bicubic
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seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic
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inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
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regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic
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gluon_resnext101_32x4d,94.530,5.470,98.630,1.370,44.18,224,0.875,bicubic
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tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
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regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic
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rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic
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cspresnext50,94.480,5.520,98.680,1.320,20.57,224,0.875,bilinear
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regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
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ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear
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inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic
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tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic
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gluon_seresnext50_32x4d,94.340,5.660,98.610,1.390,27.56,224,0.875,bicubic
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regnety_160,94.340,5.660,98.850,1.150,83.59,224,0.875,bicubic
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dpn107,94.310,5.690,98.480,1.520,86.92,224,0.875,bicubic
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xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic
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gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
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skresnext50_32x4d,94.260,5.740,98.460,1.540,27.48,224,0.875,bicubic
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regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic
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dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
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ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic
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gluon_resnet101_v1d,94.220,5.780,98.550,1.450,44.57,224,0.875,bicubic
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tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear
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mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
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resnext50d_32x4d,94.180,5.820,98.570,1.430,25.05,224,0.875,bicubic
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regnety_080,94.170,5.830,98.680,1.320,39.18,224,0.875,bicubic
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ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
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gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
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regnety_064,94.150,5.850,98.730,1.270,30.58,224,0.875,bicubic
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efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic
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dpn98,94.130,5.870,98.570,1.430,61.57,224,0.875,bicubic
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regnetx_160,94.120,5.880,98.750,1.250,54.28,224,0.875,bicubic
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resnext50_32x4d,94.100,5.900,98.350,1.650,25.03,224,0.875,bicubic
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ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
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gluon_resnet152_v1b,94.080,5.920,98.450,1.550,60.19,224,0.875,bicubic
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dpn131,94.010,5.990,98.720,1.280,79.25,224,0.875,bicubic
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hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear
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resnetblur50,93.960,6.040,98.590,1.410,25.56,224,0.875,bicubic
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dla102x2,93.950,6.050,98.490,1.510,41.28,224,0.875,bilinear
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hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear
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rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic
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tf_efficientnet_cc_b1_8e,93.900,6.100,98.260,1.740,39.72,240,0.882,bicubic
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regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic
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regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic
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regnety_040,93.860,6.140,98.650,1.350,20.65,224,0.875,bicubic
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resnext101_32x8d,93.830,6.170,98.580,1.420,88.79,224,0.875,bilinear
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gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic
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resnet50,93.810,6.190,98.390,1.610,25.56,224,0.875,bicubic
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gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic
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xception65,93.760,6.240,98.370,1.630,39.92,299,0.903,bicubic
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gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic
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res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear
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wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear
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dpn68b,93.690,6.310,98.510,1.490,12.61,224,0.875,bicubic
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tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic
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gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,bicubic
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tf_efficientnet_b0_ns,93.630,6.370,98.640,1.360,5.29,224,0.875,bicubic
|
||||
gluon_resnet50_v1s,93.620,6.380,98.460,1.540,25.68,224,0.875,bicubic
|
||||
regnetx_040,93.560,6.440,98.540,1.460,22.12,224,0.875,bicubic
|
||||
hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear
|
||||
res2net50_26w_8s,93.540,6.460,98.260,1.740,48.40,224,0.875,bilinear
|
||||
hrnet_w32,93.530,6.470,98.450,1.550,41.23,224,0.875,bilinear
|
||||
dla102x,93.520,6.480,98.510,1.490,26.31,224,0.875,bilinear
|
||||
tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
|
||||
hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear
|
||||
tf_efficientnet_em,93.480,6.520,98.440,1.560,6.90,240,0.882,bicubic
|
||||
gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,bicubic
|
||||
xception,93.460,6.540,98.530,1.470,22.86,299,0.897,bicubic
|
||||
mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic
|
||||
xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic
|
||||
res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear
|
||||
regnety_032,93.390,6.610,98.640,1.360,19.44,224,0.875,bicubic
|
||||
dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear
|
||||
resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear
|
||||
tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
|
||||
tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic
|
||||
resnet152,93.300,6.700,98.390,1.610,60.19,224,0.875,bilinear
|
||||
selecsls60b,93.300,6.700,98.280,1.720,32.77,224,0.875,bicubic
|
||||
efficientnet_b1,93.260,6.740,98.170,1.830,7.79,240,0.875,bicubic
|
||||
hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
|
||||
dla60_res2net,93.180,6.820,98.420,1.580,20.85,224,0.875,bilinear
|
||||
dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
|
||||
wide_resnet50_2,93.170,6.830,98.350,1.650,68.88,224,0.875,bilinear
|
||||
efficientnet_es,93.140,6.860,98.420,1.580,5.44,224,0.875,bicubic
|
||||
dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear
|
||||
regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
|
||||
seresnext26t_32x4d,93.070,6.930,98.110,1.890,16.82,224,0.875,bicubic
|
||||
dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear
|
||||
gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic
|
||||
regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
|
||||
rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
|
||||
selecsls60,93.030,6.970,98.300,1.700,30.67,224,0.875,bicubic
|
||||
adv_inception_v3,92.880,7.120,98.140,1.860,23.83,299,0.875,bicubic
|
||||
res2next50,92.840,7.160,98.180,1.820,24.67,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic
|
||||
seresnext26tn_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic
|
||||
resnet101,92.810,7.190,98.250,1.750,44.55,224,0.875,bilinear
|
||||
efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic
|
||||
densenet201,92.750,7.250,98.230,1.770,20.01,224,0.875,bicubic
|
||||
res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear
|
||||
tv_resnext50_32x4d,92.740,7.260,98.270,1.730,25.03,224,0.875,bilinear
|
||||
inception_v3,92.720,7.280,97.970,2.030,23.83,299,0.875,bicubic
|
||||
seresnext26d_32x4d,92.700,7.300,98.150,1.850,16.81,224,0.875,bicubic
|
||||
efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic
|
||||
tf_efficientnet_lite2,92.650,7.350,98.230,1.770,6.09,260,0.890,bicubic
|
||||
tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic
|
||||
tf_efficientnet_cc_b0_4e,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic
|
||||
res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
|
||||
tf_efficientnet_es,92.550,7.450,98.280,1.720,5.44,224,0.875,bicubic
|
||||
gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic
|
||||
densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
|
||||
res2net50_26w_4s,92.500,7.500,98.060,1.940,25.70,224,0.875,bilinear
|
||||
mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic
|
||||
mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
|
||||
skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic
|
||||
tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic
|
||||
hrnet_w18,92.320,7.680,98.240,1.760,21.30,224,0.875,bilinear
|
||||
ese_vovnet19b_dw,92.290,7.710,98.090,1.910,6.54,224,0.875,bicubic
|
||||
selecsls42b,92.280,7.720,98.150,1.850,32.46,224,0.875,bicubic
|
||||
tf_efficientnet_b0,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic
|
||||
dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear
|
||||
tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic
|
||||
regnetx_016,92.170,7.830,98.210,1.790,9.19,224,0.875,bicubic
|
||||
resnet26d,92.070,7.930,97.960,2.040,16.01,224,0.875,bicubic
|
||||
dpn68,92.010,7.990,98.050,1.950,12.61,224,0.875,bicubic
|
||||
densenet169,91.930,8.070,98.100,1.900,14.15,224,0.875,bicubic
|
||||
densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic
|
||||
tv_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear
|
||||
mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
|
||||
mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic
|
||||
regnety_008,91.750,8.250,98.180,1.820,6.26,224,0.875,bicubic
|
||||
resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear
|
||||
densenet121,91.570,8.430,98.030,1.970,7.98,224,0.875,bicubic
|
||||
tf_mixnet_s,91.510,8.490,97.620,2.380,4.13,224,0.875,bicubic
|
||||
regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic
|
||||
mobilenetv3_large_100,91.320,8.680,97.710,2.290,5.48,224,0.875,bicubic
|
||||
semnasnet_100,91.280,8.720,97.560,2.440,3.89,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_100,91.240,8.760,97.660,2.340,5.48,224,0.875,bilinear
|
||||
mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic
|
||||
hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear
|
||||
efficientnet_lite0,91.140,8.860,97.630,2.370,4.65,224,0.875,bicubic
|
||||
resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear
|
||||
resnet26,91.110,8.890,97.740,2.260,16.00,224,0.875,bicubic
|
||||
regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
|
||||
tf_efficientnet_lite0,91.040,8.960,97.590,2.410,4.65,224,0.875,bicubic
|
||||
gluon_resnet34_v1b,90.960,9.040,97.630,2.370,21.80,224,0.875,bicubic
|
||||
mobilenetv2_110d,90.950,9.050,97.550,2.450,4.52,224,0.875,bicubic
|
||||
tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic
|
||||
dla34,90.760,9.240,97.660,2.340,15.74,224,0.875,bilinear
|
||||
fbnetc_100,90.700,9.300,97.210,2.790,5.57,224,0.875,bilinear
|
||||
swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear
|
||||
mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
|
||||
regnety_004,90.500,9.500,97.540,2.460,4.34,224,0.875,bicubic
|
||||
regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic
|
||||
spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
|
||||
ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,bilinear
|
||||
tv_resnet34,89.940,10.060,97.340,2.660,21.80,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear
|
||||
skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic
|
||||
mobilenetv2_100,89.600,10.400,97.140,2.860,3.50,224,0.875,bicubic
|
||||
hrnet_w18_small,89.050,10.950,97.110,2.890,13.19,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_minimal_100,88.970,11.030,96.860,3.140,3.92,224,0.875,bilinear
|
||||
regnetx_004,88.900,11.100,97.120,2.880,5.16,224,0.875,bicubic
|
||||
gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,bicubic
|
||||
resnet18,87.390,12.610,96.290,3.710,11.69,224,0.875,bilinear
|
||||
regnety_002,87.380,12.620,96.590,3.410,3.16,224,0.875,bicubic
|
||||
dla60x_c,86.290,13.710,96.160,3.840,1.32,224,0.875,bilinear
|
||||
regnetx_002,86.190,13.810,95.980,4.020,2.68,224,0.875,bicubic
|
||||
tf_mobilenetv3_small_100,85.190,14.810,95.770,4.230,2.54,224,0.875,bilinear
|
||||
dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear
|
||||
dla46_c,83.650,16.350,94.920,5.080,1.30,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_075,83.520,16.480,94.790,5.210,2.04,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear
|
||||
|
@ -1,239 +1,242 @@
|
||||
model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation
|
||||
tf_efficientnet_l2_ns_475,+1,62.387,-25.847,37.613,87.107,-11.439,12.893,480.31,475,0.936,bicubic
|
||||
tf_efficientnet_l2_ns,-1,62.027,-26.325,37.973,87.960,-10.688,12.040,480.31,800,0.960,bicubic
|
||||
tf_efficientnet_b7_ns,=,45.720,-41.118,54.280,74.200,-23.894,25.800,66.35,600,0.949,bicubic
|
||||
ig_resnext101_32x48d,+2,41.573,-43.869,58.427,66.613,-30.959,33.387,828.41,224,0.875,bilinear
|
||||
tf_efficientnet_b6_ns,-1,40.427,-46.035,59.573,68.840,-29.044,31.160,43.04,528,0.942,bicubic
|
||||
ig_resnext101_32x32d,+5,39.413,-45.679,60.587,63.760,-33.676,36.240,468.53,224,0.875,bilinear
|
||||
tf_efficientnet_b5_ns,-2,39.013,-47.067,60.987,68.040,-29.714,31.960,30.39,456,0.934,bicubic
|
||||
ig_resnext101_32x16d,+9,36.053,-48.123,63.947,59.040,-38.156,40.960,194.03,224,0.875,bilinear
|
||||
swsl_resnext101_32x8d,+5,32.067,-52.227,67.933,59.400,-37.774,40.600,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b4_ns,-1,30.800,-54.358,69.200,59.440,-38.028,40.560,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b8_ap,-3,29.600,-55.768,70.400,56.933,-40.361,43.067,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b8,-5,29.373,-55.997,70.627,57.067,-40.325,42.933,87.41,672,0.954,bicubic
|
||||
ig_resnext101_32x8d,+16,28.707,-53.981,71.293,52.320,-44.312,47.680,88.79,224,0.875,bilinear
|
||||
swsl_resnext101_32x16d,+8,27.947,-55.391,72.053,52.320,-44.532,47.680,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b7_ap,-5,27.813,-57.305,72.187,54.773,-42.479,45.227,66.35,600,0.949,bicubic
|
||||
resnest269e,=,27.613,-56.573,72.387,53.107,-43.815,46.893,110.93,416,0.875,bilinear
|
||||
tresnet_xl_448,+8,26.880,-56.168,73.120,51.093,-45.081,48.907,78.44,448,0.875,bilinear
|
||||
resnest200e,+2,26.427,-57.407,73.573,51.933,-44.905,48.067,70.20,320,0.875,bilinear
|
||||
swsl_resnext101_32x4d,+5,25.347,-57.887,74.653,49.627,-47.129,50.373,44.18,224,0.875,bilinear
|
||||
tf_efficientnet_b7,-8,25.253,-59.679,74.747,51.667,-45.541,48.333,66.35,600,0.949,bicubic
|
||||
tresnet_l_448,+11,24.573,-57.695,75.427,48.600,-47.378,51.400,55.99,448,0.875,bilinear
|
||||
tf_efficientnet_b6_ap,-9,24.347,-60.439,75.653,50.427,-46.711,49.573,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b6,-5,20.373,-63.739,79.627,45.493,-51.391,54.507,43.04,528,0.942,bicubic
|
||||
tresnet_m_448,+15,19.680,-62.032,80.320,42.760,-52.810,57.240,31.39,448,0.875,bilinear
|
||||
tf_efficientnet_b5_ap,-10,19.467,-64.787,80.533,44.720,-52.256,55.280,30.39,456,0.934,bicubic
|
||||
tf_efficientnet_b3_ns,-7,19.413,-64.641,80.587,44.627,-52.285,55.373,12.23,300,0.904,bicubic
|
||||
swsl_resnext50_32x4d,+6,18.067,-64.113,81.933,41.867,-54.361,58.133,25.03,224,0.875,bilinear
|
||||
ssl_resnext101_32x16d,+9,17.213,-64.623,82.787,39.947,-56.147,60.053,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b5,-8,17.067,-66.749,82.933,41.907,-54.843,58.093,30.39,456,0.934,bicubic
|
||||
resnest101e,-3,16.493,-66.397,83.507,40.747,-55.577,59.253,48.28,256,0.875,bilinear
|
||||
swsl_resnet50,+17,15.987,-65.193,84.013,38.853,-57.133,61.147,25.56,224,0.875,bilinear
|
||||
ssl_resnext101_32x8d,+9,15.120,-66.506,84.880,37.720,-58.318,62.280,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b4_ap,-10,13.680,-69.568,86.320,35.920,-60.468,64.080,19.34,380,0.922,bicubic
|
||||
ecaresnet101d,=,13.307,-68.859,86.693,35.533,-60.519,64.467,44.57,224,0.875,bicubic
|
||||
tf_efficientnet_b4,-9,13.307,-69.709,86.693,35.520,-60.778,64.480,19.34,380,0.922,bicubic
|
||||
pnasnet5large,-8,13.080,-69.660,86.920,32.213,-63.827,67.787,86.06,331,0.875,bicubic
|
||||
nasnetalarge,-7,12.573,-69.985,87.427,33.413,-62.623,66.587,88.75,331,0.875,bicubic
|
||||
ssl_resnext101_32x4d,+15,12.120,-68.808,87.880,31.893,-63.835,68.107,44.18,224,0.875,bilinear
|
||||
tf_efficientnet_b2_ns,-8,11.787,-70.593,88.213,32.960,-63.292,67.040,9.11,260,0.890,bicubic
|
||||
gluon_senet154,+7,9.907,-71.317,90.093,26.453,-68.903,73.547,115.09,224,0.875,bicubic
|
||||
resnest50d_4s2x40d,+8,9.787,-71.327,90.213,29.147,-66.421,70.853,30.42,224,0.875,bicubic
|
||||
ssl_resnext50_32x4d,+30,9.667,-70.661,90.333,28.427,-66.977,71.573,25.03,224,0.875,bilinear
|
||||
senet154,+3,9.453,-71.851,90.547,26.440,-69.058,73.560,115.09,224,0.875,bilinear
|
||||
tresnet_xl,-9,9.307,-72.763,90.693,28.413,-67.515,71.587,78.44,224,0.875,bilinear
|
||||
efficientnet_b3a,-9,9.267,-72.607,90.733,28.427,-67.413,71.573,12.23,320,1.000,bicubic
|
||||
efficientnet_b3,-3,8.947,-72.551,91.053,28.213,-67.505,71.787,12.23,300,0.904,bicubic
|
||||
inception_v4,+32,8.920,-71.236,91.080,24.707,-70.267,75.293,42.68,299,0.875,bicubic
|
||||
gluon_seresnext101_64x4d,+7,8.867,-72.023,91.133,27.320,-67.984,72.680,88.23,224,0.875,bicubic
|
||||
tf_efficientnet_b1_ns,-4,8.613,-72.773,91.387,27.280,-68.458,72.720,7.79,240,0.882,bicubic
|
||||
resnest50d_1s4x24d,+1,8.520,-72.470,91.480,26.787,-68.535,73.213,25.68,224,0.875,bicubic
|
||||
ecaresnet50d,+10,8.507,-72.097,91.493,26.267,-69.055,73.733,25.58,224,0.875,bicubic
|
||||
gluon_xception65,+45,8.467,-71.137,91.533,25.133,-69.615,74.867,39.92,299,0.875,bicubic
|
||||
gluon_resnet152_v1d,+11,8.413,-72.057,91.587,23.453,-71.753,76.547,60.21,224,0.875,bicubic
|
||||
inception_resnet_v2,+11,8.160,-72.300,91.840,23.533,-71.777,76.467,55.84,299,0.897,bicubic
|
||||
tf_efficientnet_b3_ap,-17,8.133,-73.695,91.867,26.280,-69.344,73.720,12.23,300,0.904,bicubic
|
||||
gluon_seresnext101_32x4d,-2,8.040,-72.862,91.960,24.733,-70.561,75.267,48.96,224,0.875,bicubic
|
||||
tf_efficientnet_b3,-17,8.013,-73.627,91.987,25.467,-70.255,74.533,12.23,300,0.904,bicubic
|
||||
ens_adv_inception_resnet_v2,+25,7.987,-71.989,92.013,23.827,-71.119,76.173,55.84,299,0.897,bicubic
|
||||
tf_efficientnet_lite4,-17,7.933,-73.595,92.067,25.560,-70.108,74.440,13.01,380,0.920,bilinear
|
||||
tresnet_l,-16,7.880,-73.608,92.120,25.187,-70.441,74.813,55.99,224,0.875,bilinear
|
||||
gluon_resnet152_v1s,-11,7.867,-73.145,92.133,23.173,-72.243,76.827,60.32,224,0.875,bicubic
|
||||
resnest50d,-10,7.747,-73.211,92.253,25.293,-70.089,74.707,27.48,224,0.875,bilinear
|
||||
gluon_resnext101_64x4d,-1,7.707,-72.895,92.293,23.240,-71.754,76.760,83.46,224,0.875,bicubic
|
||||
skresnext50_32x4d,+16,7.080,-73.070,92.920,23.027,-71.617,76.973,27.48,224,0.875,bicubic
|
||||
ssl_resnet50,+45,7.000,-72.228,93.000,23.920,-70.912,76.080,25.56,224,0.875,bilinear
|
||||
regnety_320,-9,6.920,-73.894,93.080,23.040,-72.200,76.960,145.05,224,0.875,bicubic
|
||||
ecaresnet101d_pruned,-9,6.800,-74.008,93.200,24.200,-71.428,75.800,24.88,224,0.875,bicubic
|
||||
ecaresnetlight,-2,6.760,-73.694,93.240,22.560,-72.696,77.440,30.16,224,0.875,bicubic
|
||||
efficientnet_b2a,-9,6.760,-73.848,93.240,23.493,-71.817,76.507,9.11,288,1.000,bicubic
|
||||
seresnext101_32x4d,+7,6.413,-73.823,93.587,21.520,-73.508,78.480,48.96,224,0.875,bilinear
|
||||
efficientnet_b2,-2,6.093,-74.309,93.907,21.933,-73.143,78.067,9.11,260,0.875,bicubic
|
||||
gluon_resnext101_32x4d,-1,6.040,-74.294,93.960,21.133,-73.793,78.867,44.18,224,0.875,bicubic
|
||||
regnetx_320,+3,5.987,-74.259,94.013,19.880,-75.142,80.120,107.81,224,0.875,bicubic
|
||||
ese_vovnet39b,+29,5.973,-73.347,94.027,21.293,-73.417,78.707,24.57,224,0.875,bicubic
|
||||
gluon_resnet101_v1d,-7,5.920,-74.504,94.080,19.947,-75.073,80.053,44.57,224,0.875,bicubic
|
||||
gluon_seresnext50_32x4d,+10,5.787,-74.125,94.213,21.427,-73.391,78.573,27.56,224,0.875,bicubic
|
||||
efficientnet_b3_pruned,-21,5.733,-75.123,94.267,21.360,-73.880,78.640,9.86,300,0.904,bicubic
|
||||
regnety_160,-3,5.640,-74.660,94.360,19.347,-75.615,80.653,83.59,224,0.875,bicubic
|
||||
gluon_inception_v3,+47,5.507,-73.297,94.493,19.947,-74.433,80.053,23.83,299,0.875,bicubic
|
||||
mixnet_xl,-17,5.480,-74.998,94.520,21.093,-73.839,78.907,11.90,224,0.875,bicubic
|
||||
tresnet_m,-22,5.440,-75.356,94.560,19.960,-74.896,80.040,31.39,224,0.875,bilinear
|
||||
regnety_120,-12,5.413,-74.969,94.587,19.853,-75.275,80.147,51.82,224,0.875,bicubic
|
||||
gluon_resnet101_v1s,-9,5.280,-75.020,94.720,19.547,-75.603,80.453,44.67,224,0.875,bicubic
|
||||
hrnet_w64,+16,5.133,-74.339,94.867,19.453,-75.197,80.547,128.06,224,0.875,bilinear
|
||||
regnety_080,+2,5.000,-74.868,95.000,18.600,-76.232,81.400,39.18,224,0.875,bicubic
|
||||
efficientnet_b2_pruned,-2,4.947,-74.971,95.053,19.347,-75.501,80.653,8.31,260,0.890,bicubic
|
||||
dpn107,-9,4.880,-75.284,95.120,17.613,-77.299,82.387,86.92,224,0.875,bicubic
|
||||
gluon_resnet152_v1c,-3,4.867,-75.049,95.133,17.773,-77.069,82.227,60.21,224,0.875,bicubic
|
||||
adv_inception_v3,+76,4.747,-72.833,95.253,17.547,-76.177,82.453,23.83,299,0.875,bicubic
|
||||
dla102x2,+11,4.747,-74.705,95.253,18.960,-75.684,81.040,41.75,224,0.875,bilinear
|
||||
tf_inception_v3,+68,4.747,-73.109,95.253,17.747,-75.897,82.253,23.83,299,0.875,bicubic
|
||||
hrnet_w48,+13,4.720,-74.590,95.280,18.440,-76.078,81.560,77.47,224,0.875,bilinear
|
||||
dpn131,-4,4.640,-75.188,95.360,16.867,-77.837,83.133,79.25,224,0.875,bicubic
|
||||
gluon_resnet152_v1b,=,4.587,-75.105,95.413,16.533,-78.205,83.467,60.19,224,0.875,bicubic
|
||||
ecaresnet50d_pruned,-3,4.547,-75.171,95.453,18.547,-76.343,81.453,19.94,224,0.875,bicubic
|
||||
dpn92,-14,4.493,-75.523,95.507,18.200,-76.638,81.800,37.67,224,0.875,bicubic
|
||||
hrnet_w44,+25,4.493,-74.401,95.507,17.347,-77.023,82.653,67.06,224,0.875,bilinear
|
||||
regnetx_160,-10,4.373,-75.493,95.627,17.093,-77.735,82.907,54.28,224,0.875,bicubic
|
||||
resnext50d_32x4d,-4,4.347,-75.327,95.653,17.773,-77.095,82.227,25.05,224,0.875,bicubic
|
||||
xception,+18,4.347,-74.701,95.653,16.760,-77.632,83.240,22.86,299,0.897,bicubic
|
||||
seresnext50_32x4d,+14,4.280,-74.796,95.720,17.813,-76.621,82.187,27.56,224,0.875,bilinear
|
||||
resnext50_32x4d,-11,4.253,-75.509,95.747,18.387,-76.213,81.613,25.03,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b1_8e,+4,4.240,-75.058,95.760,15.947,-78.417,84.053,39.72,240,0.882,bicubic
|
||||
regnety_064,-11,4.227,-75.485,95.773,17.187,-77.587,82.813,30.58,224,0.875,bicubic
|
||||
tf_efficientnet_el,-38,4.227,-76.221,95.773,18.173,-76.987,81.827,10.59,300,0.904,bicubic
|
||||
inception_v3,+64,4.187,-73.249,95.813,16.293,-77.183,83.707,23.83,299,0.875,bicubic
|
||||
tf_efficientnet_b2_ap,-34,4.173,-76.133,95.827,18.320,-76.708,81.680,9.11,260,0.890,bicubic
|
||||
seresnet152,+24,4.147,-74.511,95.853,15.893,-78.481,84.107,66.82,224,0.875,bilinear
|
||||
resnext101_32x8d,-5,4.133,-75.179,95.867,16.987,-77.539,83.013,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b0_ns,+23,4.133,-74.519,95.867,17.680,-76.688,82.320,5.29,224,0.875,bicubic
|
||||
dpn98,-15,4.080,-75.556,95.920,15.947,-78.647,84.053,61.57,224,0.875,bicubic
|
||||
res2net101_26w_4s,+2,4.000,-75.196,96.000,14.827,-79.613,85.173,45.21,224,0.875,bilinear
|
||||
efficientnet_b1,+17,3.973,-74.725,96.027,15.760,-78.392,84.240,7.79,240,0.875,bicubic
|
||||
tf_efficientnet_lite3,-24,3.933,-75.879,96.067,16.520,-78.394,83.480,8.20,300,0.904,bilinear
|
||||
tf_efficientnet_b2,-34,3.773,-76.317,96.227,16.613,-78.293,83.387,9.11,260,0.890,bicubic
|
||||
regnety_040,-5,3.747,-75.475,96.253,16.400,-78.256,83.600,20.65,224,0.875,bicubic
|
||||
hrnet_w30,+31,3.680,-74.516,96.320,15.573,-78.647,84.427,37.71,224,0.875,bilinear
|
||||
hrnet_w32,+23,3.653,-74.795,96.347,14.787,-79.401,85.213,41.23,224,0.875,bilinear
|
||||
hrnet_w40,+2,3.653,-75.281,96.347,15.440,-79.026,84.560,57.56,224,0.875,bilinear
|
||||
regnetx_120,-22,3.627,-75.963,96.373,15.973,-78.767,84.027,46.11,224,0.875,bicubic
|
||||
seresnext26t_32x4d,+34,3.613,-74.375,96.387,15.893,-77.813,84.107,16.82,224,0.875,bicubic
|
||||
tf_efficientnet_b1_ap,-13,3.547,-75.731,96.453,15.067,-79.241,84.933,7.79,240,0.882,bicubic
|
||||
seresnext26tn_32x4d,+31,3.507,-74.483,96.493,15.760,-77.988,84.240,16.81,224,0.875,bicubic
|
||||
resnest26d,+13,3.493,-74.989,96.507,15.667,-78.623,84.333,17.07,224,0.875,bilinear
|
||||
dla169,+4,3.467,-75.243,96.533,15.333,-79.005,84.667,53.99,224,0.875,bilinear
|
||||
gluon_resnext50_32x4d,-24,3.453,-75.903,96.547,16.120,-78.304,83.880,25.03,224,0.875,bicubic
|
||||
mixnet_l,-7,3.440,-75.536,96.560,15.307,-78.877,84.693,7.33,224,0.875,bicubic
|
||||
seresnext26d_32x4d,+36,3.400,-74.204,96.600,16.160,-77.452,83.840,16.81,224,0.875,bicubic
|
||||
res2net50_26w_8s,-17,3.333,-75.877,96.667,14.040,-80.322,85.960,48.40,224,0.875,bilinear
|
||||
resnetblur50,-22,3.333,-75.957,96.667,15.587,-79.045,84.413,25.56,224,0.875,bicubic
|
||||
dla102x,+4,3.307,-75.201,96.693,15.120,-79.114,84.880,26.77,224,0.875,bilinear
|
||||
gluon_resnet101_v1c,-33,3.307,-76.237,96.693,14.120,-80.466,85.880,44.57,224,0.875,bicubic
|
||||
seresnet101,+10,3.253,-75.143,96.747,15.453,-78.805,84.547,49.33,224,0.875,bilinear
|
||||
densenetblur121d,+55,3.067,-73.509,96.933,14.280,-78.910,85.720,8.00,224,0.875,bicubic
|
||||
dla60_res2next,+5,3.040,-75.408,96.960,14.453,-79.691,85.547,17.33,224,0.875,bilinear
|
||||
regnety_032,-13,3.027,-75.843,96.973,14.240,-80.162,85.760,19.44,224,0.875,bicubic
|
||||
gluon_resnet50_v1d,-21,3.013,-76.061,96.987,14.627,-79.849,85.373,25.58,224,0.875,bicubic
|
||||
wide_resnet101_2,-14,2.960,-75.886,97.040,13.947,-80.337,86.053,126.89,224,0.875,bilinear
|
||||
efficientnet_b1_pruned,+7,2.933,-75.309,97.067,14.413,-79.419,85.587,6.33,240,0.882,bicubic
|
||||
gluon_resnet50_v1s,-12,2.920,-75.792,97.080,13.120,-81.122,86.880,25.68,224,0.875,bicubic
|
||||
tf_efficientnet_b1,-16,2.867,-75.965,97.133,13.507,-80.689,86.493,7.79,240,0.882,bicubic
|
||||
res2net50_26w_6s,-8,2.840,-75.734,97.160,12.600,-81.526,87.400,37.05,224,0.875,bilinear
|
||||
efficientnet_b0,+18,2.813,-74.879,97.187,13.907,-79.625,86.093,5.29,224,0.875,bicubic
|
||||
tf_mixnet_l,-17,2.813,-75.957,97.187,13.040,-80.964,86.960,7.33,224,0.875,bicubic
|
||||
regnetx_064,-28,2.787,-76.279,97.213,13.880,-80.576,86.120,26.21,224,0.875,bicubic
|
||||
dpn68b,+21,2.707,-74.807,97.293,12.640,-81.182,87.360,12.61,224,0.875,bicubic
|
||||
selecsls60b,-5,2.693,-75.725,97.307,13.173,-80.993,86.827,32.77,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_8e,+10,2.680,-75.228,97.320,12.773,-80.883,87.227,24.01,224,0.875,bicubic
|
||||
dla60_res2net,-11,2.640,-75.832,97.360,14.200,-80.004,85.800,21.15,224,0.875,bilinear
|
||||
gluon_resnet101_v1b,-44,2.627,-76.677,97.373,13.573,-80.951,86.427,44.55,224,0.875,bicubic
|
||||
dla60x,-6,2.613,-75.629,97.387,13.333,-80.689,86.667,17.65,224,0.875,bilinear
|
||||
mixnet_m,+25,2.547,-74.709,97.453,12.427,-80.991,87.573,5.01,224,0.875,bicubic
|
||||
skresnet34,+31,2.520,-74.390,97.480,12.773,-80.543,87.227,22.28,224,0.875,bicubic
|
||||
efficientnet_es,-3,2.373,-75.681,97.627,13.880,-80.050,86.120,5.44,224,0.875,bicubic
|
||||
resnet152,-11,2.360,-75.952,97.640,12.200,-81.846,87.800,60.19,224,0.875,bilinear
|
||||
regnetx_080,-43,2.347,-76.851,97.653,12.693,-81.865,87.307,39.57,224,0.875,bicubic
|
||||
swsl_resnet18,+64,2.333,-70.953,97.667,11.213,-80.519,88.787,11.69,224,0.875,bilinear
|
||||
wide_resnet50_2,-19,2.320,-76.148,97.680,11.800,-82.286,88.200,68.88,224,0.875,bilinear
|
||||
seresnext26_32x4d,+20,2.293,-74.807,97.707,12.440,-80.870,87.560,16.79,224,0.875,bicubic
|
||||
hrnet_w18,+26,2.267,-74.489,97.733,11.853,-81.589,88.147,21.30,224,0.875,bilinear
|
||||
dla102,-9,2.253,-75.773,97.747,12.120,-81.830,87.880,33.73,224,0.875,bilinear
|
||||
resnet50,-43,2.227,-76.805,97.773,11.333,-83.051,88.667,25.56,224,0.875,bicubic
|
||||
regnety_016,-3,2.173,-75.679,97.827,11.440,-82.276,88.560,11.20,224,0.875,bicubic
|
||||
regnetx_040,-28,2.160,-76.326,97.840,11.800,-82.442,88.200,22.12,224,0.875,bicubic
|
||||
resnest14d,+36,2.147,-73.357,97.853,10.400,-82.114,89.600,10.61,224,0.875,bilinear
|
||||
selecsls60,-10,2.080,-75.902,97.920,12.840,-80.992,87.160,30.67,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_4e,+6,2.080,-75.224,97.920,10.973,-82.359,89.027,13.31,224,0.875,bicubic
|
||||
res2next50,-21,2.067,-76.175,97.933,11.453,-82.439,88.547,24.67,224,0.875,bilinear
|
||||
seresnet50,-7,2.067,-75.569,97.933,12.267,-81.485,87.733,28.09,224,0.875,bilinear
|
||||
densenet161,+2,1.973,-75.375,98.027,10.587,-83.061,89.413,28.68,224,0.875,bicubic
|
||||
tf_efficientnet_b0_ap,+9,1.960,-75.124,98.040,10.800,-82.454,89.200,5.29,224,0.875,bicubic
|
||||
regnetx_032,-23,1.920,-76.246,98.080,10.947,-83.133,89.053,15.30,224,0.875,bicubic
|
||||
tf_efficientnet_em,-42,1.813,-76.885,98.187,11.627,-82.693,88.373,6.90,240,0.882,bicubic
|
||||
tf_mixnet_m,+8,1.813,-75.137,98.187,10.547,-82.609,89.453,5.01,224,0.875,bicubic
|
||||
tf_efficientnet_lite2,-6,1.800,-75.660,98.200,11.147,-82.599,88.853,6.09,260,0.890,bicubic
|
||||
res2net50_14w_8s,-26,1.787,-76.365,98.213,10.347,-83.495,89.653,25.06,224,0.875,bilinear
|
||||
res2net50_26w_4s,-20,1.773,-76.173,98.227,10.440,-83.412,89.560,25.70,224,0.875,bilinear
|
||||
mobilenetv3_large_100,+18,1.760,-74.008,98.240,10.293,-82.247,89.707,5.48,224,0.875,bicubic
|
||||
densenet121,+20,1.733,-73.841,98.267,10.853,-81.803,89.147,7.98,224,0.875,bicubic
|
||||
tf_efficientnet_b0,+5,1.693,-75.147,98.307,9.733,-83.493,90.267,5.29,224,0.875,bicubic
|
||||
tv_resnext50_32x4d,-18,1.680,-75.938,98.320,10.600,-83.098,89.400,25.03,224,0.875,bilinear
|
||||
mobilenetv3_rw,+16,1.667,-73.961,98.333,10.733,-81.977,89.267,5.48,224,0.875,bicubic
|
||||
resnet101,-12,1.667,-75.707,98.333,9.813,-83.733,90.187,44.55,224,0.875,bilinear
|
||||
mobilenetv2_120d,-10,1.640,-75.654,98.360,10.453,-83.049,89.547,5.83,224,0.875,bicubic
|
||||
mixnet_s,+9,1.587,-74.401,98.413,10.253,-82.541,89.747,4.13,224,0.875,bicubic
|
||||
densenet201,-11,1.547,-75.743,98.453,9.627,-83.851,90.373,20.01,224,0.875,bicubic
|
||||
gluon_resnet50_v1c,-34,1.547,-76.463,98.453,10.613,-83.375,89.387,25.58,224,0.875,bicubic
|
||||
semnasnet_100,+14,1.547,-73.909,98.453,9.320,-83.272,90.680,3.89,224,0.875,bicubic
|
||||
selecsls42b,-11,1.467,-75.709,98.533,10.440,-82.952,89.560,32.46,224,0.875,bicubic
|
||||
tf_efficientnet_lite1,-2,1.453,-75.185,98.547,9.707,-83.525,90.293,5.42,240,0.882,bicubic
|
||||
regnety_008,=,1.427,-74.887,98.573,8.947,-84.115,91.053,6.26,224,0.875,bicubic
|
||||
ssl_resnet18,+32,1.387,-71.213,98.613,8.160,-83.256,91.840,11.69,224,0.875,bilinear
|
||||
dla60,-12,1.347,-75.677,98.653,9.467,-83.841,90.533,22.33,224,0.875,bilinear
|
||||
dpn68,-2,1.347,-74.959,98.653,8.813,-84.157,91.187,12.61,224,0.875,bicubic
|
||||
res2net50_48w_2s,-27,1.307,-76.207,98.693,8.920,-84.628,91.080,25.29,224,0.875,bilinear
|
||||
tf_mixnet_s,+1,1.280,-74.368,98.720,8.747,-83.889,91.253,4.13,224,0.875,bicubic
|
||||
mobilenetv2_140,-7,1.253,-75.271,98.747,9.107,-83.883,90.893,6.11,224,0.875,bicubic
|
||||
fbnetc_100,+8,1.227,-73.893,98.773,8.747,-83.639,91.253,5.57,224,0.875,bilinear
|
||||
resnet26d,-12,1.227,-75.453,98.773,9.280,-83.886,90.720,16.01,224,0.875,bicubic
|
||||
densenet169,-5,1.187,-74.725,98.813,8.320,-84.704,91.680,14.15,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_100,-1,1.187,-74.329,98.813,7.947,-84.653,92.053,5.48,224,0.875,bilinear
|
||||
gluon_resnet50_v1b,-36,1.160,-76.418,98.840,9.027,-84.691,90.973,25.56,224,0.875,bicubic
|
||||
seresnet34,+8,1.120,-73.688,98.880,7.400,-84.726,92.600,21.96,224,0.875,bilinear
|
||||
tf_efficientnet_es,-28,1.120,-76.144,98.880,8.600,-85.000,91.400,5.44,224,0.875,bicubic
|
||||
spnasnet_100,+11,1.107,-72.973,98.893,8.253,-83.579,91.747,4.42,224,0.875,bilinear
|
||||
tf_efficientnet_lite0,+4,1.107,-73.735,98.893,7.493,-84.677,92.507,4.65,224,0.875,bicubic
|
||||
regnetx_016,-24,1.093,-75.837,98.907,8.627,-84.791,91.373,9.19,224,0.875,bicubic
|
||||
dla34,+6,1.080,-73.556,98.920,7.693,-84.371,92.307,15.78,224,0.875,bilinear
|
||||
regnety_006,-5,1.053,-74.207,98.947,8.400,-84.128,91.600,6.06,224,0.875,bicubic
|
||||
regnety_004,+7,1.013,-73.013,98.987,7.333,-84.415,92.667,4.34,224,0.875,bicubic
|
||||
resnet34,-4,0.987,-74.125,99.013,7.533,-84.755,92.467,21.80,224,0.875,bilinear
|
||||
mobilenetv2_110d,-4,0.933,-74.119,99.067,8.107,-84.073,91.893,4.52,224,0.875,bicubic
|
||||
gluon_resnet34_v1b,+2,0.893,-73.687,99.107,6.600,-85.388,93.400,21.80,224,0.875,bicubic
|
||||
hrnet_w18_small_v2,-9,0.893,-74.233,99.107,7.387,-85.029,92.613,15.60,224,0.875,bilinear
|
||||
regnetx_008,-6,0.893,-74.129,99.107,6.907,-85.437,93.093,7.26,224,0.875,bicubic
|
||||
skresnet18,+6,0.880,-72.164,99.120,7.387,-83.791,92.613,11.96,224,0.875,bicubic
|
||||
mnasnet_100,-4,0.867,-73.789,99.133,7.867,-84.259,92.133,4.38,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_075,+1,0.867,-72.575,99.133,6.720,-84.632,93.280,3.99,224,0.875,bilinear
|
||||
regnetx_006,-1,0.760,-73.102,99.240,6.493,-85.187,93.507,6.20,224,0.875,bicubic
|
||||
tf_mobilenetv3_small_100,+13,0.747,-67.171,99.253,4.667,-82.995,95.333,2.54,224,0.875,bilinear
|
||||
seresnet18,+7,0.720,-71.038,99.280,6.027,-84.307,93.973,11.78,224,0.875,bicubic
|
||||
regnetx_004,+3,0.693,-71.713,99.307,5.507,-85.323,94.493,5.16,224,0.875,bicubic
|
||||
tv_densenet121,-11,0.680,-74.072,99.320,6.907,-85.245,93.093,7.98,224,0.875,bicubic
|
||||
regnety_002,+6,0.667,-69.615,99.333,5.533,-84.007,94.467,3.16,224,0.875,bicubic
|
||||
tf_mobilenetv3_small_075,+11,0.627,-65.091,99.373,4.173,-81.963,95.827,2.04,224,0.875,bilinear
|
||||
resnet26,-23,0.600,-74.692,99.400,6.880,-85.690,93.120,16.00,224,0.875,bicubic
|
||||
tv_resnet34,-7,0.600,-72.714,99.400,5.520,-85.900,94.480,21.80,224,0.875,bilinear
|
||||
mobilenetv2_100,-5,0.533,-72.445,99.467,6.187,-84.829,93.813,3.50,224,0.875,bicubic
|
||||
dla46_c,+8,0.520,-64.358,99.480,4.187,-82.099,95.813,1.31,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_minimal_100,-3,0.480,-71.764,99.520,4.880,-85.756,95.120,3.92,224,0.875,bilinear
|
||||
dla60x_c,+3,0.467,-67.441,99.533,5.213,-83.221,94.787,1.34,224,0.875,bilinear
|
||||
hrnet_w18_small,-6,0.453,-71.889,99.547,4.840,-85.832,95.160,13.19,224,0.875,bilinear
|
||||
dla46x_c,+2,0.413,-65.567,99.587,4.440,-82.540,95.560,1.08,224,0.875,bilinear
|
||||
gluon_resnet18_v1b,-5,0.387,-70.443,99.613,4.787,-84.969,95.213,11.69,224,0.875,bicubic
|
||||
tf_mobilenetv3_small_minimal_100,+3,0.360,-62.538,99.640,2.867,-81.363,97.133,2.04,224,0.875,bilinear
|
||||
resnet18,-5,0.293,-69.465,99.707,4.040,-85.038,95.960,11.69,224,0.875,bilinear
|
||||
regnetx_002,-5,0.227,-68.527,99.773,3.987,-84.561,96.013,2.68,224,0.875,bicubic
|
||||
tv_resnet50,-45,0.000,-76.130,100.000,2.893,-89.969,97.107,25.56,224,0.875,bilinear
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
|
||||
tf_efficientnet_l2_ns,84.760,15.240,96.147,3.853,480.31,800,0.960,bicubic,-13.790,-3.673,0
|
||||
tf_efficientnet_l2_ns_475,83.373,16.627,95.453,4.547,480.31,475,0.936,bicubic,-15.127,-4.377,0
|
||||
tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,0
|
||||
tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,0
|
||||
ig_resnext101_32x48d,61.013,38.987,83.347,16.653,828.41,224,0.875,bilinear,-36.607,-16.353,0
|
||||
tf_efficientnet_b5_ns,60.320,39.680,84.493,15.507,30.39,456,0.934,bicubic,-37.180,-15.137,0
|
||||
ig_resnext101_32x32d,58.093,41.907,80.653,19.347,468.53,224,0.875,bilinear,-39.267,-19.027,0
|
||||
ig_resnext101_32x16d,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.753,-22.683,+7
|
||||
tf_efficientnet_b4_ns,51.213,48.787,79.187,20.813,19.34,380,0.922,bicubic,-45.737,-20.393,+5
|
||||
swsl_resnext101_32x8d,51.187,48.813,78.240,21.760,88.79,224,0.875,bilinear,-46.013,-21.330,-2
|
||||
tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.260,-1
|
||||
resnest269e,48.187,51.813,74.333,25.667,110.93,416,0.928,bicubic,-48.333,-25.017,+8
|
||||
tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-2
|
||||
swsl_resnext101_32x16d,46.200,53.800,72.200,27.800,194.03,224,0.875,bilinear,-50.400,-27.320,+5
|
||||
tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.327,-6
|
||||
ig_resnext101_32x8d,45.320,54.680,70.867,29.133,88.79,224,0.875,bilinear,-51.000,-28.563,+8
|
||||
resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+1
|
||||
tresnet_xl_448,43.480,56.520,72.453,27.547,78.44,448,0.875,bilinear,-52.490,-26.677,+8
|
||||
tf_efficientnet_b7,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-6
|
||||
swsl_resnext101_32x4d,41.560,58.440,71.760,28.240,44.18,224,0.875,bilinear,-54.860,-27.710,+1
|
||||
tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.993,-9
|
||||
tresnet_l_448,40.200,59.800,69.893,30.107,55.99,448,0.875,bilinear,-55.660,-29.227,+8
|
||||
tf_efficientnet_b3_ns,35.520,64.480,67.773,32.227,12.23,300,0.904,bicubic,-60.870,-31.577,-1
|
||||
tf_efficientnet_b6,35.213,64.787,67.720,32.280,43.04,528,0.942,bicubic,-61.457,-31.650,-7
|
||||
tf_efficientnet_b5_ap,34.787,65.213,67.493,32.507,30.39,456,0.934,bicubic,-61.893,-31.967,-9
|
||||
tresnet_m_448,34.107,65.893,64.493,35.507,31.39,448,0.875,bilinear,-60.883,-34.487,+22
|
||||
swsl_resnext50_32x4d,33.013,66.987,65.067,34.933,25.03,224,0.875,bilinear,-62.857,-34.183,+1
|
||||
ssl_resnext101_32x16d,32.600,67.400,64.000,36.000,194.03,224,0.875,bilinear,-63.200,-35.180,+3
|
||||
tf_efficientnet_b5,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-6
|
||||
resnest101e,31.413,68.587,64.360,35.640,48.28,256,0.875,bilinear,-64.447,-34.850,-1
|
||||
swsl_resnet50,29.867,70.133,63.853,36.147,25.56,224,0.875,bilinear,-65.543,-35.437,+8
|
||||
ssl_resnext101_32x8d,29.040,70.960,60.973,39.027,88.79,224,0.875,bilinear,-66.430,-38.137,+4
|
||||
tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-6
|
||||
tf_efficientnet_b4_ap,26.240,73.760,60.227,39.773,19.34,380,0.922,bicubic,-69.920,-39.053,-9
|
||||
ecaresnet101d,26.027,73.973,58.987,41.013,44.57,224,0.875,bicubic,-69.503,-40.143,0
|
||||
ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,+1
|
||||
tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-5
|
||||
nasnetalarge,23.493,76.507,55.027,44.973,88.75,331,0.911,bicubic,-72.187,-43.903,-4
|
||||
pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-6
|
||||
resnest50d_4s2x40d,20.387,79.613,52.800,47.200,30.42,224,0.875,bicubic,-74.573,-46.270,+9
|
||||
ssl_resnext50_32x4d,20.000,80.000,53.613,46.387,25.03,224,0.875,bilinear,-74.870,-45.267,+14
|
||||
tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.917,-4
|
||||
gluon_senet154,19.307,80.693,47.533,52.467,115.09,224,0.875,bicubic,-75.613,-51.227,+9
|
||||
rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.713,-46.290,+6
|
||||
gluon_seresnext101_64x4d,18.907,81.093,49.187,50.813,88.23,224,0.875,bicubic,-76.023,-49.643,+6
|
||||
tf_efficientnet_b1_ns,18.693,81.307,51.667,48.333,7.79,240,0.882,bicubic,-76.477,-47.443,-4
|
||||
efficientnet_b3,18.693,81.307,52.347,47.653,12.23,300,0.904,bicubic,-76.387,-46.633,-1
|
||||
efficientnet_b3a,18.600,81.400,51.640,48.360,12.23,320,1.000,bicubic,-76.660,-47.290,-6
|
||||
ecaresnet50d,18.227,81.773,51.893,48.107,25.58,224,0.875,bicubic,-76.403,-46.997,+15
|
||||
tf_efficientnet_lite4,18.133,81.867,50.707,49.293,13.01,380,0.920,bilinear,-76.757,-48.313,+4
|
||||
resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+7
|
||||
gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.437,+1
|
||||
resnest50d,17.373,82.627,50.707,49.293,27.48,224,0.875,bilinear,-77.457,-48.173,+3
|
||||
inception_v4,17.267,82.733,45.920,54.080,42.68,299,0.875,bicubic,-77.113,-52.660,+25
|
||||
tf_efficientnet_b3_ap,17.187,82.813,49.680,50.320,12.23,300,0.904,bicubic,-78.133,-49.220,-15
|
||||
tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.643,-9
|
||||
xception71,17.000,83.000,45.520,54.480,42.34,299,0.903,bicubic,-77.280,-53.120,+27
|
||||
gluon_resnext101_64x4d,16.853,83.147,44.213,55.787,83.46,224,0.875,bicubic,-77.817,-54.437,+4
|
||||
tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.690,-49.090,-18
|
||||
inception_resnet_v2,16.573,83.427,44.960,55.040,55.84,299,0.897,bicubic,-77.967,-53.830,+8
|
||||
gluon_resnet152_v1s,16.573,83.427,44.533,55.467,60.32,224,0.875,bicubic,-78.467,-54.397,-15
|
||||
gluon_resnet152_v1d,16.573,83.427,44.280,55.720,60.21,224,0.875,bicubic,-78.167,-54.460,-1
|
||||
gluon_xception65,16.440,83.560,46.027,53.973,39.92,299,0.903,bicubic,-77.820,-52.543,+22
|
||||
ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-54.960,+31
|
||||
xception65,16.027,83.973,43.773,56.227,39.92,299,0.903,bicubic,-77.733,-54.597,+53
|
||||
ssl_resnet50,15.960,84.040,49.467,50.533,25.56,224,0.875,bilinear,-78.490,-49.453,+12
|
||||
regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-54.023,+4
|
||||
ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.953,-24
|
||||
skresnext50_32x4d,15.373,84.627,44.493,55.507,27.48,224,0.875,bicubic,-78.887,-53.967,+17
|
||||
ecaresnetlight,15.160,84.840,45.827,54.173,30.16,224,0.875,bicubic,-79.610,-52.973,-13
|
||||
rexnet_150,14.720,85.280,46.907,53.093,9.73,224,0.875,bicubic,-79.760,-51.903,+4
|
||||
efficientnet_b2a,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-5
|
||||
seresnet50,14.147,85.853,45.467,54.533,28.09,224,0.875,bicubic,-80.403,-53.283,-4
|
||||
gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.663,-56.977,-2
|
||||
gluon_seresnext50_32x4d,13.600,86.400,43.760,56.240,27.56,224,0.875,bicubic,-80.740,-54.850,+6
|
||||
ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+26
|
||||
efficientnet_b2,13.307,86.693,44.440,55.560,9.11,260,0.875,bicubic,-81.393,-54.230,-16
|
||||
regnetx_320,13.307,86.693,40.720,59.280,107.81,224,0.875,bicubic,-81.153,-58.020,-1
|
||||
efficientnet_b3_pruned,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.547,-14
|
||||
gluon_resnet101_v1d,13.160,86.840,41.493,58.507,44.57,224,0.875,bicubic,-81.060,-57.057,+10
|
||||
mixnet_xl,13.120,86.880,43.253,56.747,11.90,224,0.875,bicubic,-81.070,-55.087,+11
|
||||
gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.820,-58.077,+53
|
||||
tresnet_m,12.600,87.400,41.893,58.107,31.39,224,0.875,bilinear,-82.020,-56.657,-17
|
||||
regnety_120,12.427,87.573,42.200,57.800,51.82,224,0.875,bicubic,-82.053,-56.480,-10
|
||||
regnety_160,12.200,87.800,41.320,58.680,83.59,224,0.875,bicubic,-82.140,-57.530,-3
|
||||
hrnet_w64,12.027,87.973,40.787,59.213,128.06,224,0.875,bilinear,-81.983,-57.823,+19
|
||||
cspdarknet53,12.013,87.987,43.253,56.747,27.64,256,0.887,bilinear,-82.647,-55.547,-24
|
||||
gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-28
|
||||
dpn92,11.627,88.373,40.267,59.733,37.67,224,0.875,bicubic,-82.603,-58.463,-1
|
||||
xception41,11.600,88.400,39.133,60.867,26.97,299,0.903,bicubic,-81.830,-59.297,+48
|
||||
dla102x2,11.573,88.427,41.293,58.707,41.28,224,0.875,bilinear,-82.377,-57.197,+16
|
||||
regnety_080,11.413,88.587,40.613,59.387,39.18,224,0.875,bicubic,-82.757,-58.067,+2
|
||||
efficientnet_b2_pruned,11.360,88.640,42.027,57.973,8.31,260,0.890,bicubic,-82.780,-56.503,+5
|
||||
gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,+2
|
||||
dpn107,11.080,88.920,38.693,61.307,86.92,224,0.875,bicubic,-83.230,-59.787,-12
|
||||
hrnet_w48,11.080,88.920,40.320,59.680,77.47,224,0.875,bilinear,-82.840,-58.290,+12
|
||||
ecaresnet50d_pruned,11.027,88.973,41.947,58.053,19.94,224,0.875,bicubic,-83.193,-56.783,-8
|
||||
adv_inception_v3,11.013,88.987,36.720,63.280,23.83,299,0.875,bicubic,-81.867,-61.420,+63
|
||||
tf_efficientnet_el,10.960,89.040,41.773,58.227,10.59,300,0.904,bicubic,-83.630,-56.977,-31
|
||||
tf_efficientnet_b0_ns,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+25
|
||||
tf_inception_v3,10.840,89.160,36.853,63.147,23.83,299,0.875,bicubic,-82.480,-61.177,+42
|
||||
resnext50_32x4d,10.800,89.200,40.307,59.693,25.03,224,0.875,bicubic,-83.300,-58.043,-1
|
||||
dpn131,10.787,89.213,37.200,62.800,79.25,224,0.875,bicubic,-83.223,-61.520,+1
|
||||
tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-31
|
||||
resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.767,-58.837,-12
|
||||
rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,+3
|
||||
hrnet_w44,10.320,89.680,39.507,60.493,67.06,224,0.875,bilinear,-83.230,-59.193,+21
|
||||
resnext101_32x8d,10.187,89.813,37.827,62.173,88.79,224,0.875,bilinear,-83.643,-60.753,+6
|
||||
regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.750,-9
|
||||
dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.997,-61.983,-11
|
||||
cspresnext50,10.120,89.880,40.373,59.627,20.57,224,0.875,bilinear,-84.360,-58.417,-35
|
||||
inception_v3,10.027,89.973,35.213,64.787,23.83,299,0.875,bicubic,-82.693,-62.757,+58
|
||||
xception,9.987,90.013,38.027,61.973,22.86,299,0.897,bicubic,-83.473,-60.503,+23
|
||||
regnety_064,9.947,90.053,39.067,60.933,30.58,224,0.875,bicubic,-84.203,-59.663,-17
|
||||
dpn68b,9.787,90.213,38.053,61.947,12.61,224,0.875,bicubic,-83.903,-60.457,+7
|
||||
gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.383,-13
|
||||
tf_efficientnet_lite3,9.667,90.333,39.000,61.000,8.20,300,0.904,bilinear,-84.533,-59.640,-26
|
||||
tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-38
|
||||
tf_efficientnet_cc_b1_8e,9.573,90.427,36.773,63.227,39.72,240,0.882,bicubic,-84.327,-61.487,-9
|
||||
res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,0
|
||||
seresnext26t_32x4d,9.347,90.653,37.520,62.480,16.82,224,0.875,bicubic,-83.723,-60.590,+34
|
||||
hrnet_w40,9.227,90.773,36.893,63.107,57.56,224,0.875,bilinear,-84.263,-61.687,+11
|
||||
regnetx_120,9.187,90.813,37.200,62.800,46.11,224,0.875,bicubic,-85.053,-61.450,-36
|
||||
seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+47
|
||||
efficientnet_b1,9.120,90.880,37.360,62.640,7.79,240,0.875,bicubic,-84.140,-60.810,+22
|
||||
resnest26d,9.080,90.920,37.853,62.147,17.07,224,0.875,bilinear,-84.250,-60.777,+16
|
||||
regnety_040,9.000,91.000,37.053,62.947,20.65,224,0.875,bicubic,-84.860,-61.597,-14
|
||||
gluon_resnext50_32x4d,8.947,91.053,36.333,63.667,25.03,224,0.875,bicubic,-84.863,-62.077,-13
|
||||
rexnet_100,8.893,91.107,36.373,63.627,4.80,224,0.875,bicubic,-84.137,-61.817,+30
|
||||
seresnext26tn_32x4d,8.893,91.107,36.907,63.093,16.81,224,0.875,bicubic,-83.927,-61.463,+34
|
||||
mixnet_l,8.853,91.147,36.187,63.813,7.33,224,0.875,bicubic,-84.597,-62.033,+6
|
||||
dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.560,+9
|
||||
hrnet_w30,8.613,91.387,37.040,62.960,37.71,224,0.875,bilinear,-84.587,-61.370,+15
|
||||
tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-11
|
||||
resnetblur50,8.240,91.760,37.400,62.600,25.56,224,0.875,bicubic,-85.720,-61.190,-29
|
||||
dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.497,-5
|
||||
hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.943,-7
|
||||
res2net50_26w_8s,8.000,92.000,33.853,66.147,48.40,224,0.875,bilinear,-85.540,-64.407,-9
|
||||
gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-15
|
||||
gluon_resnet50_v1d,7.920,92.080,35.000,65.000,25.58,224,0.875,bicubic,-85.850,-63.390,-23
|
||||
dla60_res2next,7.787,92.213,34.987,65.013,17.03,224,0.875,bilinear,-85.393,-63.423,+9
|
||||
densenetblur121d,7.720,92.280,34.733,65.267,8.00,224,0.875,bicubic,-84.190,-63.337,+53
|
||||
regnety_032,7.680,92.320,34.227,65.773,19.44,224,0.875,bicubic,-85.710,-64.413,-3
|
||||
dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.793,+5
|
||||
efficientnet_b1_pruned,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.507,+21
|
||||
wide_resnet101_2,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.360,-64.393,-25
|
||||
regnetx_064,7.333,92.667,34.373,65.627,26.21,224,0.875,bicubic,-86.557,-64.257,-36
|
||||
gluon_resnet101_v1b,7.227,92.773,32.773,67.227,44.55,224,0.875,bicubic,-86.523,-65.607,-29
|
||||
efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+23
|
||||
gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-24
|
||||
tf_mixnet_l,7.147,92.853,31.613,68.387,7.33,224,0.875,bicubic,-86.163,-66.417,-7
|
||||
tf_efficientnet_b1,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.320,-20
|
||||
tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.393,+10
|
||||
ese_vovnet19b_dw,6.733,93.267,33.413,66.587,6.54,224,0.875,bicubic,-85.557,-64.677,+32
|
||||
selecsls60b,6.733,93.267,33.267,66.733,32.77,224,0.875,bicubic,-86.567,-65.013,-9
|
||||
efficientnet_es,6.707,93.293,33.840,66.160,5.44,224,0.875,bicubic,-86.433,-64.580,-4
|
||||
res2net50_26w_6s,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.717,-66.627,-18
|
||||
mixnet_m,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+23
|
||||
skresnet34,6.480,93.520,31.547,68.453,22.28,224,0.875,bicubic,-85.910,-66.603,+24
|
||||
dla60x,6.427,93.573,34.080,65.920,17.35,224,0.875,bilinear,-86.693,-64.430,-7
|
||||
regnetx_080,6.307,93.693,32.320,67.680,39.57,224,0.875,bicubic,-87.563,-66.200,-49
|
||||
swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+57
|
||||
resnet152,6.040,93.960,32.053,67.947,60.19,224,0.875,bilinear,-87.260,-66.337,-18
|
||||
wide_resnet50_2,6.000,94.000,32.147,67.853,68.88,224,0.875,bilinear,-87.170,-66.203,-13
|
||||
regnetx_040,5.973,94.027,31.547,68.453,22.12,224,0.875,bicubic,-87.587,-66.993,-38
|
||||
tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.617,-68.480,+9
|
||||
resnet50,5.933,94.067,29.093,70.907,25.56,224,0.875,bicubic,-87.877,-69.297,-51
|
||||
dla102,5.880,94.120,32.707,67.293,33.27,224,0.875,bilinear,-87.180,-65.833,-12
|
||||
regnety_016,5.680,94.320,30.413,69.587,11.20,224,0.875,bicubic,-87.350,-67.947,-11
|
||||
selecsls60,5.653,94.347,32.507,67.493,30.67,224,0.875,bicubic,-87.377,-65.793,-10
|
||||
res2next50,5.627,94.373,30.867,69.133,24.67,224,0.875,bilinear,-87.213,-67.313,-9
|
||||
tf_efficientnet_em,5.520,94.480,32.173,67.827,6.90,240,0.882,bicubic,-87.960,-66.267,-38
|
||||
hrnet_w18,5.493,94.507,30.960,69.040,21.30,224,0.875,bilinear,-86.827,-67.280,+12
|
||||
resnest14d,5.480,94.520,28.547,71.453,10.61,224,0.875,bilinear,-86.240,-69.323,+26
|
||||
tf_efficientnet_lite2,5.360,94.640,30.907,69.093,6.09,260,0.890,bicubic,-87.290,-67.323,-2
|
||||
tf_efficientnet_b0_ap,5.307,94.693,28.813,71.187,5.29,224,0.875,bicubic,-86.893,-69.207,+14
|
||||
densenet121,5.293,94.707,29.907,70.093,7.98,224,0.875,bicubic,-86.277,-68.123,+24
|
||||
res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.340,-68.700,+2
|
||||
tf_mixnet_m,5.080,94.920,28.147,71.853,5.01,224,0.875,bicubic,-87.250,-69.743,+5
|
||||
mobilenetv3_large_100,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.253,-69.523,+24
|
||||
tf_efficientnet_b0,5.067,94.933,28.800,71.200,5.29,224,0.875,bicubic,-87.183,-69.200,+7
|
||||
res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-14
|
||||
mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.287,+15
|
||||
mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+23
|
||||
gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-28
|
||||
regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-32
|
||||
tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.900,-67.963,-18
|
||||
resnet101,4.707,95.293,29.333,70.667,44.55,224,0.875,bilinear,-88.103,-68.917,-23
|
||||
densenet161,4.693,95.307,29.547,70.453,28.68,224,0.875,bicubic,-87.807,-68.743,-10
|
||||
selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.563,-3
|
||||
tf_efficientnet_lite1,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.693,-17
|
||||
mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-10
|
||||
fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.567,-71.277,+25
|
||||
densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-27
|
||||
gluon_resnet50_v1b,4.120,95.880,26.933,73.067,25.56,224,0.875,bicubic,-88.420,-71.237,-17
|
||||
resnet26d,4.040,95.960,28.520,71.480,16.01,224,0.875,bicubic,-88.030,-69.440,-4
|
||||
semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.320,-70.613,+8
|
||||
tf_mixnet_s,3.880,96.120,25.253,74.747,4.13,224,0.875,bicubic,-87.630,-72.367,+4
|
||||
dpn68,3.867,96.133,26.080,73.920,12.61,224,0.875,bicubic,-88.143,-71.970,-6
|
||||
regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.937,-71.047,-1
|
||||
dla60,3.773,96.227,27.933,72.067,22.04,224,0.875,bilinear,-88.457,-70.177,-12
|
||||
ssl_resnet18,3.747,96.253,25.427,74.573,11.69,224,0.875,bilinear,-86.473,-72.123,+22
|
||||
mobilenetv2_140,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-70.943,-6
|
||||
densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-10
|
||||
regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.543,-71.917,-14
|
||||
res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.963,-71.467,-30
|
||||
spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+16
|
||||
tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-2
|
||||
regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-6
|
||||
tf_efficientnet_es,3.427,96.573,27.493,72.507,5.44,224,0.875,bicubic,-89.123,-70.787,-33
|
||||
efficientnet_lite0,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.887,-71.763,-2
|
||||
dla34,3.227,96.773,23.573,76.427,15.74,224,0.875,bilinear,-87.533,-74.087,+5
|
||||
regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.300,-74.887,+8
|
||||
mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.777,-72.963,+1
|
||||
mnasnet_100,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,+5
|
||||
tf_efficientnet_lite0,3.080,96.920,22.907,77.093,4.65,224,0.875,bicubic,-87.960,-74.683,-3
|
||||
skresnet18,3.013,96.987,22.800,77.200,11.96,224,0.875,bicubic,-86.647,-74.430,+10
|
||||
resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-8
|
||||
tf_mobilenetv3_large_075,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,+7
|
||||
hrnet_w18_small_v2,2.720,97.280,23.693,76.307,15.60,224,0.875,bilinear,-88.470,-74.207,-12
|
||||
gluon_resnet34_v1b,2.667,97.333,21.680,78.320,21.80,224,0.875,bicubic,-88.293,-75.950,-7
|
||||
regnetx_008,2.653,97.347,22.453,77.547,7.26,224,0.875,bicubic,-88.397,-75.257,-10
|
||||
tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-7
|
||||
regnetx_006,2.507,97.493,20.653,79.347,6.20,224,0.875,bicubic,-87.843,-76.777,-2
|
||||
resnet26,2.480,97.520,22.987,77.013,16.00,224,0.875,bicubic,-88.630,-74.753,-14
|
||||
regnety_002,2.147,97.853,18.880,81.120,3.16,224,0.875,bicubic,-85.233,-77.710,+7
|
||||
mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.453,-77.233,+2
|
||||
tf_mobilenetv3_small_100,2.013,97.987,15.867,84.133,2.54,224,0.875,bilinear,-83.177,-79.903,+9
|
||||
tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.977,+11
|
||||
regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,+1
|
||||
tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.073,-77.340,-6
|
||||
dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+6
|
||||
tf_mobilenetv3_large_minimal_100,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.343,-79.740,-3
|
||||
dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,+1
|
||||
gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-3
|
||||
hrnet_w18_small,1.533,98.467,18.120,81.880,13.19,224,0.875,bilinear,-87.517,-78.990,-7
|
||||
dla46_c,1.520,98.480,15.267,84.733,1.30,224,0.875,bilinear,-82.130,-79.653,+2
|
||||
regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-2
|
||||
resnet18,1.160,98.840,16.213,83.787,11.69,224,0.875,bilinear,-86.230,-80.077,-6
|
||||
tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,+1
|
||||
tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-83.587,-45
|
||||
|
||||
|
242
results/results-imagenet-r-clean.csv
Normal file
242
results/results-imagenet-r-clean.csv
Normal file
@ -0,0 +1,242 @@
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
|
||||
tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic
|
||||
tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic
|
||||
tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic
|
||||
ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear
|
||||
tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic
|
||||
ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear
|
||||
tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic
|
||||
ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic
|
||||
swsl_resnext101_32x16d,96.270,3.730,99.500,0.500,194.03,224,0.875,bilinear
|
||||
swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear
|
||||
resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic
|
||||
tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic
|
||||
tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
|
||||
resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic
|
||||
swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear
|
||||
tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic
|
||||
ig_resnext101_32x8d,95.930,4.070,99.380,0.620,88.79,224,0.875,bilinear
|
||||
swsl_resnext50_32x4d,95.620,4.380,99.440,0.560,25.03,224,0.875,bilinear
|
||||
tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic
|
||||
resnest101e,95.570,4.430,99.270,0.730,48.28,256,0.875,bilinear
|
||||
tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic
|
||||
tresnet_xl_448,95.510,4.490,99.340,0.660,78.44,448,0.875,bilinear
|
||||
tf_efficientnet_b4_ap,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic
|
||||
tresnet_l_448,95.410,4.590,99.300,0.700,55.99,448,0.875,bilinear
|
||||
ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear
|
||||
pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic
|
||||
ssl_resnext101_32x8d,95.340,4.660,99.320,0.680,88.79,224,0.875,bilinear
|
||||
swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear
|
||||
ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic
|
||||
ssl_resnext101_32x4d,95.160,4.840,99.300,0.700,44.18,224,0.875,bilinear
|
||||
nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic
|
||||
efficientnet_b3a,95.120,4.880,99.120,0.880,12.23,320,1.000,bicubic
|
||||
tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear
|
||||
tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic
|
||||
efficientnet_b3,94.960,5.040,99.200,0.800,12.23,300,0.904,bicubic
|
||||
tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic
|
||||
tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
|
||||
tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
|
||||
tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic
|
||||
gluon_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic
|
||||
gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic
|
||||
resnest50d_4s2x40d,94.710,5.290,99.130,0.870,30.42,224,0.875,bicubic
|
||||
ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear
|
||||
rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic
|
||||
tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear
|
||||
gluon_seresnext101_64x4d,94.650,5.350,98.980,1.020,88.23,224,0.875,bicubic
|
||||
resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
|
||||
efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic
|
||||
regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic
|
||||
ecaresnet101d_pruned,94.450,5.550,99.100,0.900,24.88,224,0.875,bicubic
|
||||
gluon_seresnext101_32x4d,94.450,5.550,99.090,0.910,48.96,224,0.875,bicubic
|
||||
tf_efficientnet_el,94.450,5.550,99.080,0.920,10.59,300,0.904,bicubic
|
||||
gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,bicubic
|
||||
resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic
|
||||
inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic
|
||||
efficientnet_b2a,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic
|
||||
gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic
|
||||
efficientnet_b2,94.340,5.660,99.100,0.900,9.11,260,0.875,bicubic
|
||||
inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,bicubic
|
||||
ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear
|
||||
regnetx_120,94.270,5.730,99.190,0.810,46.11,224,0.875,bicubic
|
||||
rexnet_150,94.270,5.730,99.080,0.920,9.73,224,0.875,bicubic
|
||||
tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic
|
||||
mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic
|
||||
regnetx_320,94.210,5.790,99.050,0.950,107.81,224,0.875,bicubic
|
||||
tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic
|
||||
dpn92,94.190,5.810,98.930,1.070,37.67,224,0.875,bicubic
|
||||
ecaresnet50d,94.190,5.810,99.020,0.980,25.58,224,0.875,bicubic
|
||||
gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic
|
||||
gluon_resnet101_v1d,94.170,5.830,98.940,1.060,44.57,224,0.875,bicubic
|
||||
gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic
|
||||
ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
|
||||
regnety_064,94.140,5.860,99.030,0.970,30.58,224,0.875,bicubic
|
||||
ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic
|
||||
tf_efficientnet_lite3,94.130,5.870,98.960,1.040,8.20,300,0.904,bilinear
|
||||
gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic
|
||||
regnety_160,94.120,5.880,99.020,0.980,83.59,224,0.875,bicubic
|
||||
cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear
|
||||
seresnet50,94.080,5.920,98.970,1.030,28.09,224,0.875,bicubic
|
||||
tresnet_m,94.070,5.930,98.830,1.170,31.39,224,0.875,bilinear
|
||||
gluon_resnet152_v1b,94.030,5.970,98.740,1.260,60.19,224,0.875,bicubic
|
||||
hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear
|
||||
regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic
|
||||
gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic
|
||||
dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear
|
||||
dpn107,93.960,6.040,98.840,1.160,86.92,224,0.875,bicubic
|
||||
skresnext50_32x4d,93.950,6.050,98.820,1.180,27.48,224,0.875,bicubic
|
||||
dpn98,93.940,6.060,98.920,1.080,61.57,224,0.875,bicubic
|
||||
regnety_080,93.890,6.110,99.000,1.000,39.18,224,0.875,bicubic
|
||||
xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic
|
||||
gluon_resnet152_v1c,93.880,6.120,98.800,1.200,60.21,224,0.875,bicubic
|
||||
regnetx_160,93.880,6.120,99.090,0.910,54.28,224,0.875,bicubic
|
||||
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
|
||||
resnext50_32x4d,93.840,6.160,98.830,1.170,25.03,224,0.875,bicubic
|
||||
hrnet_w64,93.830,6.170,98.930,1.070,128.06,224,0.875,bilinear
|
||||
ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
|
||||
resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic
|
||||
efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
|
||||
dla169,93.800,6.200,98.840,1.160,53.39,224,0.875,bilinear
|
||||
regnetx_080,93.790,6.210,98.910,1.090,39.57,224,0.875,bicubic
|
||||
resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear
|
||||
cspresnext50,93.760,6.240,98.840,1.160,20.57,224,0.875,bilinear
|
||||
dpn131,93.760,6.240,98.800,1.200,79.25,224,0.875,bicubic
|
||||
gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic
|
||||
xception65,93.760,6.240,98.860,1.140,39.92,299,0.903,bicubic
|
||||
tf_efficientnet_b0_ns,93.740,6.260,98.980,1.020,5.29,224,0.875,bicubic
|
||||
wide_resnet101_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear
|
||||
hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
|
||||
resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
|
||||
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
|
||||
gluon_resnet101_v1c,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic
|
||||
regnetx_040,93.680,6.320,98.940,1.060,22.12,224,0.875,bicubic
|
||||
rexnet_130,93.670,6.330,98.710,1.290,7.56,224,0.875,bicubic
|
||||
gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic
|
||||
xception,93.640,6.360,98.770,1.230,22.86,299,0.897,bicubic
|
||||
regnetx_064,93.630,6.370,99.050,0.950,26.21,224,0.875,bicubic
|
||||
tf_efficientnet_b1_ap,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic
|
||||
dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic
|
||||
hrnet_w44,93.620,6.380,98.960,1.040,67.06,224,0.875,bilinear
|
||||
regnety_040,93.620,6.380,98.950,1.050,20.65,224,0.875,bicubic
|
||||
gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic
|
||||
res2net50_26w_6s,93.590,6.410,98.750,1.250,37.05,224,0.875,bilinear
|
||||
dla60_res2next,93.570,6.430,98.800,1.200,17.03,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic
|
||||
gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic
|
||||
dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear
|
||||
gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic
|
||||
res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear
|
||||
selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic
|
||||
xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic
|
||||
tf_efficientnet_em,93.470,6.530,98.750,1.250,6.90,240,0.882,bicubic
|
||||
regnety_032,93.460,6.540,98.950,1.050,19.44,224,0.875,bicubic
|
||||
resnet50,93.460,6.540,98.600,1.400,25.56,224,0.875,bicubic
|
||||
wide_resnet50_2,93.460,6.540,98.950,1.050,68.88,224,0.875,bilinear
|
||||
res2net50_26w_8s,93.450,6.550,98.700,1.300,48.40,224,0.875,bilinear
|
||||
dla60_res2net,93.380,6.620,98.860,1.140,20.85,224,0.875,bilinear
|
||||
hrnet_w30,93.370,6.630,98.830,1.170,37.71,224,0.875,bilinear
|
||||
dla102,93.260,6.740,98.780,1.220,33.27,224,0.875,bilinear
|
||||
mixnet_l,93.260,6.740,98.700,1.300,7.33,224,0.875,bicubic
|
||||
regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,bicubic
|
||||
resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear
|
||||
resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear
|
||||
tf_inception_v3,93.200,6.800,98.480,1.520,23.83,299,0.875,bicubic
|
||||
dla60x,93.190,6.810,98.710,1.290,17.35,224,0.875,bilinear
|
||||
res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear
|
||||
res2next50,93.150,6.850,98.660,1.340,24.67,224,0.875,bilinear
|
||||
efficientnet_b1,93.060,6.940,98.540,1.460,7.79,240,0.875,bicubic
|
||||
tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic
|
||||
res2net50_14w_8s,93.030,6.970,98.700,1.300,25.06,224,0.875,bilinear
|
||||
adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic
|
||||
selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic
|
||||
regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic
|
||||
efficientnet_b1_pruned,92.980,7.020,98.530,1.470,6.33,240,0.882,bicubic
|
||||
seresnext26t_32x4d,92.960,7.040,98.480,1.520,16.82,224,0.875,bicubic
|
||||
hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
|
||||
efficientnet_es,92.910,7.090,98.690,1.310,5.44,224,0.875,bicubic
|
||||
gluon_resnet50_v1c,92.910,7.090,98.710,1.290,25.58,224,0.875,bicubic
|
||||
inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic
|
||||
tv_resnext50_32x4d,92.900,7.100,98.720,1.280,25.03,224,0.875,bilinear
|
||||
densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,bicubic
|
||||
resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic
|
||||
rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,bicubic
|
||||
seresnext26tn_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic
|
||||
res2net50_48w_2s,92.790,7.210,98.470,1.530,25.29,224,0.875,bilinear
|
||||
hrnet_w18,92.760,7.240,98.660,1.340,21.30,224,0.875,bilinear
|
||||
densenet201,92.690,7.310,98.650,1.350,20.01,224,0.875,bicubic
|
||||
dla60,92.670,7.330,98.630,1.370,22.04,224,0.875,bilinear
|
||||
mobilenetv2_120d,92.610,7.390,98.510,1.490,5.83,224,0.875,bicubic
|
||||
tf_efficientnet_b0_ap,92.610,7.390,98.370,1.630,5.29,224,0.875,bicubic
|
||||
tf_efficientnet_lite2,92.590,7.410,98.550,1.450,6.09,260,0.890,bicubic
|
||||
skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic
|
||||
gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic
|
||||
tf_efficientnet_es,92.550,7.450,98.510,1.490,5.44,224,0.875,bicubic
|
||||
regnetx_016,92.540,7.460,98.550,1.450,9.19,224,0.875,bicubic
|
||||
efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic
|
||||
selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic
|
||||
seresnext26d_32x4d,92.440,7.560,98.540,1.460,16.81,224,0.875,bicubic
|
||||
densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic
|
||||
tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
|
||||
tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic
|
||||
densenet169,92.300,7.700,98.590,1.410,14.15,224,0.875,bicubic
|
||||
mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic
|
||||
dpn68,92.240,7.760,98.610,1.390,12.61,224,0.875,bicubic
|
||||
resnet26d,92.230,7.770,98.450,1.550,16.01,224,0.875,bicubic
|
||||
tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic
|
||||
tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear
|
||||
mobilenetv2_140,92.030,7.970,98.250,1.750,6.11,224,0.875,bicubic
|
||||
ese_vovnet19b_dw,92.010,7.990,98.510,1.490,6.54,224,0.875,bicubic
|
||||
densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic
|
||||
regnety_008,91.900,8.100,98.420,1.580,6.26,224,0.875,bicubic
|
||||
mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic
|
||||
tf_mixnet_s,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic
|
||||
semnasnet_100,91.660,8.340,98.270,1.730,3.89,224,0.875,bicubic
|
||||
regnety_006,91.570,8.430,98.430,1.570,6.06,224,0.875,bicubic
|
||||
mobilenetv3_rw,91.550,8.450,98.270,1.730,5.48,224,0.875,bicubic
|
||||
mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic
|
||||
resnet26,91.440,8.560,98.280,1.720,16.00,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_100,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear
|
||||
tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic
|
||||
mobilenetv2_110d,91.350,8.650,98.190,1.810,4.52,224,0.875,bicubic
|
||||
tf_efficientnet_lite0,91.300,8.700,98.090,1.910,4.65,224,0.875,bicubic
|
||||
fbnetc_100,91.270,8.730,97.830,2.170,5.57,224,0.875,bilinear
|
||||
efficientnet_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,bicubic
|
||||
dla34,91.240,8.760,98.180,1.820,15.74,224,0.875,bilinear
|
||||
mnasnet_100,91.200,8.800,98.050,1.950,4.38,224,0.875,bicubic
|
||||
resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear
|
||||
regnetx_008,91.180,8.820,98.380,1.620,7.26,224,0.875,bicubic
|
||||
hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear
|
||||
resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear
|
||||
gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic
|
||||
swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear
|
||||
regnety_004,90.780,9.220,98.080,1.920,4.34,224,0.875,bicubic
|
||||
regnetx_006,90.760,9.240,98.100,1.900,6.20,224,0.875,bicubic
|
||||
ssl_resnet18,90.700,9.300,98.020,1.980,11.69,224,0.875,bilinear
|
||||
spnasnet_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_075,90.320,9.680,97.870,2.130,3.99,224,0.875,bilinear
|
||||
tv_resnet34,90.290,9.710,97.980,2.020,21.80,224,0.875,bilinear
|
||||
skresnet18,90.160,9.840,97.780,2.220,11.96,224,0.875,bicubic
|
||||
hrnet_w18_small,89.880,10.120,97.900,2.100,13.19,224,0.875,bilinear
|
||||
mobilenetv2_100,89.830,10.170,97.830,2.170,3.50,224,0.875,bicubic
|
||||
regnetx_004,89.460,10.540,97.770,2.230,5.16,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_minimal_100,89.180,10.820,97.320,2.680,3.92,224,0.875,bilinear
|
||||
gluon_resnet18_v1b,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic
|
||||
regnety_002,88.200,11.800,97.430,2.570,3.16,224,0.875,bicubic
|
||||
resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear
|
||||
regnetx_002,87.380,12.620,96.990,3.010,2.68,224,0.875,bicubic
|
||||
dla60x_c,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_100,85.960,14.040,96.400,3.600,2.54,224,0.875,bilinear
|
||||
dla46x_c,85.480,14.520,96.440,3.560,1.07,224,0.875,bilinear
|
||||
dla46_c,84.660,15.340,96.200,3.800,1.30,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_minimal_100,82.670,17.330,95.000,5.000,2.04,224,0.875,bilinear
|
||||
|
242
results/results-imagenet-r.csv
Normal file
242
results/results-imagenet-r.csv
Normal file
@ -0,0 +1,242 @@
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
|
||||
ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+4
|
||||
ig_resnext101_32x32d,79.457,20.543,89.183,10.817,468.53,224,0.875,bilinear,-17.323,-10.347,+5
|
||||
ig_resnext101_32x16d,78.837,21.163,88.480,11.520,194.03,224,0.875,bilinear,-17.603,-11.060,+9
|
||||
tf_efficientnet_l2_ns_475,76.480,23.520,88.653,11.347,480.31,475,0.936,bicubic,-21.270,-11.167,-2
|
||||
swsl_resnext101_32x16d,76.303,23.697,87.733,12.267,194.03,224,0.875,bilinear,-19.967,-11.767,+11
|
||||
ig_resnext101_32x8d,75.813,24.187,86.200,13.800,88.79,224,0.875,bilinear,-20.117,-13.180,+18
|
||||
swsl_resnext101_32x8d,75.590,24.410,86.937,13.063,88.79,224,0.875,bilinear,-20.650,-12.653,+10
|
||||
tf_efficientnet_l2_ns,74.650,25.350,87.543,12.457,480.31,800,0.960,bicubic,-23.130,-12.347,-7
|
||||
swsl_resnext101_32x4d,72.660,27.340,85.157,14.843,44.18,224,0.875,bilinear,-23.390,-14.373,+13
|
||||
swsl_resnext50_32x4d,68.977,31.023,82.810,17.190,25.03,224,0.875,bilinear,-26.643,-16.630,+15
|
||||
swsl_resnet50,68.297,31.703,83.313,16.687,25.56,224,0.875,bilinear,-26.903,-16.077,+24
|
||||
tf_efficientnet_b7_ns,67.510,32.490,81.383,18.617,66.35,600,0.949,bicubic,-29.690,-18.317,-9
|
||||
tf_efficientnet_b6_ns,65.587,34.413,79.553,20.447,43.04,528,0.942,bicubic,-31.433,-20.157,-9
|
||||
tf_efficientnet_b5_ns,63.047,36.953,77.777,22.223,30.39,456,0.934,bicubic,-33.823,-21.863,-8
|
||||
tf_efficientnet_b4_ns,61.230,38.770,76.173,23.827,19.34,380,0.922,bicubic,-35.480,-23.467,-7
|
||||
tf_efficientnet_b8_ap,57.830,42.170,72.957,27.043,87.41,672,0.954,bicubic,-38.720,-26.583,-5
|
||||
tf_efficientnet_b3_ns,57.417,42.583,72.387,27.613,12.23,300,0.904,bicubic,-38.683,-27.093,+2
|
||||
tf_efficientnet_b5_ap,53.870,46.130,69.160,30.840,30.39,456,0.934,bicubic,-42.210,-30.380,+2
|
||||
tf_efficientnet_b2_ns,53.600,46.400,70.270,29.730,9.11,260,0.890,bicubic,-41.920,-29.070,+9
|
||||
tf_efficientnet_b6_ap,53.560,46.440,68.550,31.450,43.04,528,0.942,bicubic,-42.810,-31.000,-7
|
||||
tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-12
|
||||
tf_efficientnet_b7_ap,53.260,46.740,68.873,31.127,66.35,600,0.949,bicubic,-43.090,-30.717,-8
|
||||
tf_efficientnet_b4_ap,53.090,46.910,68.210,31.790,19.34,380,0.922,bicubic,-42.400,-31.180,+7
|
||||
tf_efficientnet_b7,52.393,47.607,68.233,31.767,66.35,600,0.949,bicubic,-44.187,-31.277,-14
|
||||
swsl_resnet18,52.327,47.673,70.480,29.520,11.69,224,0.875,bilinear,-38.763,-27.730,+195
|
||||
tf_efficientnet_b1_ns,50.883,49.117,67.910,32.090,7.79,240,0.882,bicubic,-43.977,-31.340,+20
|
||||
ssl_resnext101_32x16d,50.257,49.743,66.033,33.967,194.03,224,0.875,bilinear,-45.153,-33.267,+5
|
||||
resnest269e,50.153,49.847,64.670,35.330,110.93,416,0.928,bicubic,-45.967,-34.850,-10
|
||||
tf_efficientnet_b3_ap,50.057,49.943,65.210,34.790,12.23,300,0.904,bicubic,-44.913,-33.900,+12
|
||||
resnest200e,49.873,50.127,64.743,35.257,70.20,320,0.909,bicubic,-46.197,-34.737,-9
|
||||
tf_efficientnet_b5,49.510,50.490,65.657,34.343,30.39,456,0.934,bicubic,-46.470,-33.793,-8
|
||||
resnest101e,49.367,50.633,65.587,34.413,48.28,256,0.875,bilinear,-46.203,-33.683,-5
|
||||
ssl_resnext101_32x8d,49.067,50.933,65.480,34.520,88.79,224,0.875,bilinear,-46.273,-33.840,+1
|
||||
ecaresnet101d,48.527,51.473,64.100,35.900,44.57,224,0.875,bicubic,-46.633,-35.130,+2
|
||||
resnest50d_4s2x40d,47.483,52.517,63.807,36.193,30.42,224,0.875,bicubic,-47.227,-35.323,+14
|
||||
efficientnet_b3_pruned,47.447,52.553,62.793,37.207,9.86,300,0.904,bicubic,-47.133,-36.277,+19
|
||||
tf_efficientnet_b6,47.213,52.787,63.110,36.890,43.04,528,0.942,bicubic,-49.077,-36.410,-22
|
||||
ssl_resnext101_32x4d,47.177,52.823,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,-1
|
||||
tf_efficientnet_b4,47.083,52.917,62.867,37.133,19.34,380,0.922,bicubic,-48.507,-36.463,-13
|
||||
gluon_seresnext101_64x4d,46.677,53.323,61.303,38.697,88.23,224,0.875,bicubic,-47.973,-37.677,+13
|
||||
tresnet_xl,46.283,53.717,61.943,38.057,78.44,224,0.875,bilinear,-48.777,-37.317,-1
|
||||
resnest50d_1s4x24d,46.083,53.917,62.377,37.623,25.68,224,0.875,bicubic,-48.307,-36.693,+19
|
||||
tf_efficientnet_b0_ns,46.047,53.953,63.253,36.747,5.29,224,0.875,bicubic,-47.693,-35.727,+70
|
||||
resnest50d,45.937,54.063,62.623,37.377,27.48,224,0.875,bilinear,-48.683,-36.407,+10
|
||||
gluon_seresnext101_32x4d,45.590,54.410,61.143,38.857,48.96,224,0.875,bicubic,-48.860,-37.947,+13
|
||||
gluon_resnet152_v1d,45.430,54.570,60.077,39.923,60.21,224,0.875,bicubic,-49.010,-38.933,+14
|
||||
ssl_resnext50_32x4d,45.407,54.593,62.047,37.953,25.03,224,0.875,bilinear,-49.293,-37.193,+3
|
||||
tresnet_xl_448,45.223,54.777,61.437,38.563,78.44,448,0.875,bilinear,-50.287,-37.903,-19
|
||||
nasnetalarge,45.210,54.790,57.883,42.117,88.75,331,0.911,bicubic,-49.940,-41.247,-11
|
||||
tf_efficientnet_b3,45.107,54.893,60.650,39.350,12.23,300,0.904,bicubic,-49.803,-38.460,-7
|
||||
rexnet_200,45.047,54.953,62.317,37.683,16.37,224,0.875,bicubic,-49.613,-36.773,0
|
||||
ecaresnetlight,44.890,55.110,60.770,39.230,30.16,224,0.875,bicubic,-49.250,-38.180,+27
|
||||
tf_efficientnet_b2_ap,44.700,55.300,60.680,39.320,9.11,260,0.890,bicubic,-49.570,-38.270,+17
|
||||
ens_adv_inception_resnet_v2,44.393,55.607,58.117,41.883,55.84,299,0.897,bicubic,-49.737,-40.673,+27
|
||||
tresnet_l,44.363,55.637,59.953,40.047,55.99,224,0.875,bilinear,-50.537,-39.077,-11
|
||||
gluon_resnext101_32x4d,44.290,55.710,59.090,40.910,44.18,224,0.875,bicubic,-49.830,-39.840,+27
|
||||
cspresnext50,44.147,55.853,60.533,39.467,20.57,224,0.875,bilinear,-49.613,-38.307,+52
|
||||
gluon_resnet152_v1s,44.073,55.927,58.703,41.297,60.32,224,0.875,bicubic,-50.647,-40.357,-11
|
||||
ssl_resnet50,44.010,55.990,61.887,38.113,25.56,224,0.875,bilinear,-50.300,-37.263,+8
|
||||
inception_resnet_v2,44.003,55.997,57.907,42.093,55.84,299,0.897,bicubic,-50.337,-40.893,+6
|
||||
pnasnet5large,43.950,56.050,56.730,43.270,86.06,331,0.911,bicubic,-51.410,-42.400,-28
|
||||
gluon_resnext101_64x4d,43.877,56.123,58.710,41.290,83.46,224,0.875,bicubic,-50.473,-40.170,+2
|
||||
ecaresnet50d,43.750,56.250,60.387,39.613,25.58,224,0.875,bicubic,-50.440,-38.633,+12
|
||||
ecaresnet101d_pruned,43.737,56.263,59.607,40.393,24.88,224,0.875,bicubic,-50.713,-39.493,-7
|
||||
rexnet_150,43.690,56.310,60.897,39.103,9.73,224,0.875,bicubic,-50.580,-38.183,+4
|
||||
efficientnet_b3a,43.677,56.323,59.897,40.103,12.23,320,1.000,bicubic,-51.443,-39.223,-27
|
||||
efficientnet_b3,43.597,56.403,59.810,40.190,12.23,300,0.904,bicubic,-51.363,-39.390,-25
|
||||
gluon_resnet101_v1d,43.440,56.560,58.613,41.387,44.57,224,0.875,bicubic,-50.730,-40.397,+9
|
||||
gluon_resnet101_v1s,43.363,56.637,58.503,41.497,44.67,224,0.875,bicubic,-50.807,-40.407,+9
|
||||
cspdarknet53,43.357,56.643,59.430,40.570,27.64,256,0.887,bilinear,-50.733,-39.550,+15
|
||||
dpn68b,43.287,56.713,58.673,41.327,12.61,224,0.875,bicubic,-50.333,-40.027,+54
|
||||
resnest26d,43.140,56.860,60.623,39.377,17.07,224,0.875,bilinear,-50.100,-38.227,+76
|
||||
dpn131,43.047,56.953,57.440,42.560,79.25,224,0.875,bicubic,-50.713,-41.360,+37
|
||||
tf_efficientnet_lite4,42.967,57.033,57.620,42.380,13.01,380,0.920,bilinear,-51.903,-41.470,-29
|
||||
gluon_resnet152_v1b,42.903,57.097,57.750,42.250,60.19,224,0.875,bicubic,-51.127,-40.990,+13
|
||||
dpn107,42.857,57.143,57.367,42.633,86.92,224,0.875,bicubic,-51.103,-41.473,+17
|
||||
tf_efficientnet_b1_ap,42.803,57.197,58.813,41.187,7.79,240,0.882,bicubic,-50.827,-39.987,+47
|
||||
gluon_resnet152_v1c,42.800,57.200,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+20
|
||||
gluon_xception65,42.793,57.207,58.820,41.180,39.92,299,0.903,bicubic,-51.217,-40.210,+12
|
||||
tresnet_l_448,42.753,57.247,58.947,41.053,55.99,448,0.875,bilinear,-52.657,-40.463,-49
|
||||
tresnet_m,42.687,57.313,58.153,41.847,31.39,224,0.875,bilinear,-51.383,-40.677,+6
|
||||
gluon_seresnext50_32x4d,42.683,57.317,58.710,41.290,27.56,224,0.875,bicubic,-51.487,-40.230,-6
|
||||
resnext101_32x8d,42.557,57.443,58.317,41.683,88.79,224,0.875,bilinear,-51.213,-40.633,+25
|
||||
seresnet50,42.510,57.490,58.667,41.333,28.09,224,0.875,bicubic,-51.570,-40.303,+2
|
||||
dpn98,42.280,57.720,56.880,43.120,61.57,224,0.875,bicubic,-51.660,-42.040,+10
|
||||
tf_efficientnet_cc_b1_8e,42.233,57.767,58.420,41.580,39.72,240,0.882,bicubic,-51.337,-40.270,+45
|
||||
tf_efficientnet_b2,42.120,57.880,58.197,41.803,9.11,260,0.890,bicubic,-52.090,-40.833,-14
|
||||
gluon_resnext50_32x4d,42.043,57.957,57.667,42.333,25.03,224,0.875,bicubic,-51.607,-41.023,+33
|
||||
resnet50,42.013,57.987,56.000,44.000,25.56,224,0.875,bicubic,-51.447,-42.600,+51
|
||||
ecaresnet50d_pruned,41.953,58.047,58.217,41.783,19.94,224,0.875,bicubic,-51.867,-40.783,+13
|
||||
efficientnet_b2a,41.933,58.067,58.300,41.700,9.11,288,1.000,bicubic,-52.437,-40.750,-28
|
||||
dla102x2,41.647,58.353,57.967,42.033,41.28,224,0.875,bilinear,-52.353,-41.063,0
|
||||
hrnet_w64,41.637,58.363,57.130,42.870,128.06,224,0.875,bilinear,-52.193,-41.800,+9
|
||||
efficientnet_b2,41.627,58.373,58.033,41.967,9.11,260,0.875,bicubic,-52.713,-41.067,-29
|
||||
gluon_senet154,41.627,58.373,56.373,43.627,115.09,224,0.875,bicubic,-53.083,-42.597,-47
|
||||
inception_v4,41.577,58.423,55.383,44.617,42.68,299,0.875,bicubic,-52.803,-43.437,-34
|
||||
tf_efficientnet_cc_b0_8e,41.487,58.513,57.377,42.623,24.01,224,0.875,bicubic,-51.383,-41.083,+72
|
||||
resnext50_32x4d,41.443,58.557,56.997,43.003,25.03,224,0.875,bicubic,-52.397,-41.833,+3
|
||||
resnet152,41.327,58.673,57.520,42.480,60.19,224,0.875,bilinear,-51.913,-41.230,+50
|
||||
xception71,41.270,58.730,55.873,44.127,42.34,299,0.903,bicubic,-52.620,-43.077,-3
|
||||
dpn92,41.267,58.733,56.333,43.667,37.67,224,0.875,bicubic,-52.923,-42.597,-27
|
||||
adv_inception_v3,41.263,58.737,56.317,43.683,23.83,299,0.875,bicubic,-51.747,-42.173,+55
|
||||
resnetblur50,41.053,58.947,57.077,42.923,25.56,224,0.875,bicubic,-52.657,-41.733,+13
|
||||
gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+30
|
||||
gluon_inception_v3,40.907,59.093,55.617,44.383,23.83,299,0.875,bicubic,-52.633,-43.213,+27
|
||||
ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,-6
|
||||
regnety_320,40.813,59.187,56.117,43.883,145.05,224,0.875,bicubic,-53.707,-43.053,-51
|
||||
xception,40.763,59.237,56.387,43.613,22.86,299,0.897,bicubic,-52.877,-42.383,+14
|
||||
skresnext50_32x4d,40.700,59.300,56.023,43.977,27.48,224,0.875,bicubic,-53.250,-42.797,-15
|
||||
gluon_resnet101_v1b,40.683,59.317,56.117,43.883,44.55,224,0.875,bicubic,-53.077,-42.583,+1
|
||||
hrnet_w40,40.660,59.340,56.753,43.247,57.56,224,0.875,bilinear,-53.050,-42.047,+4
|
||||
tf_efficientnet_lite3,40.563,59.437,56.477,43.523,8.20,300,0.904,bilinear,-53.567,-42.483,-30
|
||||
tresnet_m_448,40.530,59.470,56.700,43.300,31.39,448,0.875,bilinear,-54.130,-42.450,-61
|
||||
dla169,40.493,59.507,57.263,42.737,53.39,224,0.875,bilinear,-53.307,-41.647,-8
|
||||
regnetx_320,40.443,59.557,55.660,44.340,107.81,224,0.875,bicubic,-53.767,-43.390,-43
|
||||
skresnet34,40.397,59.603,56.737,43.263,22.28,224,0.875,bicubic,-52.173,-41.783,+64
|
||||
efficientnet_b2_pruned,40.383,59.617,56.537,43.463,8.31,260,0.890,bicubic,-53.417,-42.303,-12
|
||||
wide_resnet101_2,40.360,59.640,55.780,44.220,126.89,224,0.875,bilinear,-53.370,-43.030,-4
|
||||
tf_efficientnet_b0_ap,40.337,59.663,56.787,43.213,5.29,224,0.875,bicubic,-52.273,-41.583,+59
|
||||
xception65,40.273,59.727,55.283,44.717,39.92,299,0.903,bicubic,-53.487,-43.577,-8
|
||||
regnetx_160,40.270,59.730,56.050,43.950,54.28,224,0.875,bicubic,-53.610,-43.040,-22
|
||||
densenet201,40.267,59.733,56.710,43.290,20.01,224,0.875,bicubic,-52.423,-41.940,+53
|
||||
resnext50d_32x4d,40.170,59.830,55.487,44.513,25.05,224,0.875,bicubic,-53.640,-43.253,-19
|
||||
hrnet_w48,40.093,59.907,56.640,43.360,77.47,224,0.875,bilinear,-53.937,-42.400,-35
|
||||
hrnet_w30,40.030,59.970,57.093,42.907,37.71,224,0.875,bilinear,-53.340,-41.737,+19
|
||||
regnetx_080,40.000,60.000,55.977,44.023,39.57,224,0.875,bicubic,-53.790,-42.933,-19
|
||||
tf_efficientnet_b1,39.977,60.023,56.137,43.863,7.79,240,0.882,bicubic,-53.733,-42.663,-10
|
||||
gluon_resnet101_v1c,39.953,60.047,55.300,44.700,44.57,224,0.875,bicubic,-53.737,-43.460,-10
|
||||
res2net101_26w_4s,39.717,60.283,54.550,45.450,45.21,224,0.875,bilinear,-53.803,-44.050,+6
|
||||
regnetx_120,39.687,60.313,55.633,44.367,46.11,224,0.875,bicubic,-54.583,-43.557,-62
|
||||
hrnet_w44,39.677,60.323,55.333,44.667,67.06,224,0.875,bilinear,-53.943,-43.627,-5
|
||||
densenet161,39.620,60.380,56.133,43.867,28.68,224,0.875,bicubic,-53.280,-42.587,+35
|
||||
mixnet_xl,39.617,60.383,55.887,44.113,11.90,224,0.875,bicubic,-54.613,-42.933,-62
|
||||
xception41,39.610,60.390,55.037,44.963,26.97,299,0.903,bicubic,-53.870,-43.713,+3
|
||||
res2net50_26w_8s,39.603,60.397,54.550,45.450,48.40,224,0.875,bilinear,-53.847,-44.150,+7
|
||||
tf_efficientnet_el,39.563,60.437,55.310,44.690,10.59,300,0.904,bicubic,-54.887,-43.770,-77
|
||||
dla102x,39.553,60.447,56.323,43.677,26.31,224,0.875,bilinear,-53.977,-42.527,-4
|
||||
rexnet_130,39.487,60.513,56.640,43.360,7.56,224,0.875,bicubic,-54.183,-42.070,-18
|
||||
hrnet_w32,39.463,60.537,56.123,43.877,41.23,224,0.875,bilinear,-53.487,-42.717,+23
|
||||
regnety_064,39.403,60.597,55.773,44.227,30.58,224,0.875,bicubic,-54.737,-43.257,-60
|
||||
densenetblur121d,39.380,60.620,56.640,43.360,8.00,224,0.875,bicubic,-53.020,-41.770,+46
|
||||
regnety_120,39.347,60.653,55.277,44.723,51.82,224,0.875,bicubic,-54.663,-43.743,-52
|
||||
resnet101,39.307,60.693,55.803,44.197,44.55,224,0.875,bilinear,-53.573,-42.857,+25
|
||||
regnety_160,39.260,60.740,55.433,44.567,83.59,224,0.875,bicubic,-54.860,-43.587,-60
|
||||
tf_inception_v3,39.237,60.763,54.300,45.700,23.83,299,0.875,bicubic,-53.963,-44.180,+5
|
||||
gluon_resnet50_v1s,39.233,60.767,55.010,44.990,25.68,224,0.875,bicubic,-54.357,-43.830,-18
|
||||
densenet169,39.167,60.833,55.843,44.157,14.15,224,0.875,bicubic,-53.133,-42.747,+43
|
||||
efficientnet_b1_pruned,39.010,60.990,55.647,44.353,6.33,240,0.882,bicubic,-53.970,-42.883,+12
|
||||
inception_v3,38.960,61.040,53.853,46.147,23.83,299,0.875,bicubic,-53.940,-44.957,+16
|
||||
dpn68,38.933,61.067,54.933,45.067,12.61,224,0.875,bicubic,-53.307,-43.677,+42
|
||||
regnety_080,38.917,61.083,55.213,44.787,39.18,224,0.875,bicubic,-54.973,-43.787,-55
|
||||
dla102,38.833,61.167,55.323,44.677,33.27,224,0.875,bilinear,-54.427,-43.457,-7
|
||||
regnety_040,38.820,61.180,55.557,44.443,20.65,224,0.875,bicubic,-54.800,-43.393,-26
|
||||
densenet121,38.783,61.217,56.273,43.727,7.98,224,0.875,bicubic,-53.157,-42.007,+44
|
||||
res2net50_14w_8s,38.710,61.290,54.077,45.923,25.06,224,0.875,bilinear,-54.320,-44.623,+1
|
||||
regnetx_040,38.703,61.297,55.340,44.660,22.12,224,0.875,bicubic,-54.977,-43.600,-37
|
||||
res2net50_26w_6s,38.687,61.313,53.743,46.257,37.05,224,0.875,bilinear,-54.903,-45.007,-28
|
||||
regnetx_032,38.680,61.320,55.157,44.843,15.30,224,0.875,bicubic,-54.570,-43.573,-11
|
||||
wide_resnet50_2,38.637,61.363,54.467,45.533,68.88,224,0.875,bilinear,-54.823,-44.483,-18
|
||||
selecsls60,38.623,61.377,55.630,44.370,30.67,224,0.875,bicubic,-54.387,-43.200,-2
|
||||
dla60x,38.617,61.383,55.383,44.617,17.35,224,0.875,bilinear,-54.573,-43.327,-10
|
||||
tf_efficientnet_b0,38.600,61.400,55.957,44.043,5.29,224,0.875,bicubic,-53.800,-42.513,+26
|
||||
dla60_res2net,38.590,61.410,54.560,45.440,20.85,224,0.875,bilinear,-54.790,-44.300,-20
|
||||
selecsls60b,38.573,61.427,55.307,44.693,32.77,224,0.875,bicubic,-54.927,-43.533,-28
|
||||
dla60_res2next,38.450,61.550,54.950,45.050,17.03,224,0.875,bilinear,-55.120,-43.850,-35
|
||||
regnetx_064,38.430,61.570,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-43
|
||||
tf_efficientnet_cc_b0_4e,38.413,61.587,55.150,44.850,13.31,224,0.875,bicubic,-54.427,-43.290,+4
|
||||
gluon_resnet50_v1b,38.407,61.593,54.833,45.167,25.56,224,0.875,bicubic,-54.153,-43.717,+13
|
||||
hrnet_w18,38.277,61.723,55.643,44.357,21.30,224,0.875,bilinear,-54.483,-43.017,+5
|
||||
regnety_032,38.170,61.830,54.367,45.633,19.44,224,0.875,bicubic,-55.290,-44.583,-31
|
||||
mixnet_l,38.160,61.840,54.757,45.243,7.33,224,0.875,bicubic,-55.100,-43.943,-25
|
||||
efficientnet_b1,37.843,62.157,53.640,46.360,7.79,240,0.875,bicubic,-55.217,-44.900,-18
|
||||
gluon_resnet50_v1c,37.843,62.157,54.123,45.877,25.58,224,0.875,bicubic,-55.067,-44.587,-9
|
||||
res2net50_26w_4s,37.827,62.173,53.073,46.927,25.70,224,0.875,bilinear,-55.353,-45.597,-22
|
||||
efficientnet_es,37.770,62.230,54.967,45.033,5.44,224,0.875,bicubic,-55.140,-43.723,-12
|
||||
resnest14d,37.767,62.233,56.470,43.530,10.61,224,0.875,bilinear,-53.363,-41.860,+42
|
||||
tv_resnext50_32x4d,37.750,62.250,54.113,45.887,25.03,224,0.875,bilinear,-55.150,-44.217,-11
|
||||
res2next50,37.477,62.523,52.853,47.147,24.67,224,0.875,bilinear,-55.673,-45.807,-25
|
||||
resnet34,37.443,62.557,54.297,45.703,21.80,224,0.875,bilinear,-53.757,-43.943,+36
|
||||
tf_efficientnet_em,37.283,62.717,54.220,45.780,6.90,240,0.882,bicubic,-56.187,-44.530,-42
|
||||
res2net50_48w_2s,37.117,62.883,53.333,46.667,25.29,224,0.875,bilinear,-55.673,-45.137,-8
|
||||
dla60,37.073,62.927,54.200,45.800,22.04,224,0.875,bilinear,-55.597,-44.430,-6
|
||||
rexnet_100,37.063,62.937,54.020,45.980,4.80,224,0.875,bicubic,-55.787,-44.600,-13
|
||||
regnety_016,37.017,62.983,54.093,45.907,11.20,224,0.875,bicubic,-55.983,-44.587,-25
|
||||
tf_mixnet_l,36.987,63.013,52.583,47.417,7.33,224,0.875,bicubic,-56.053,-45.957,-30
|
||||
tv_densenet121,36.810,63.190,54.033,45.967,7.98,224,0.875,bicubic,-54.590,-44.217,+22
|
||||
tf_efficientnet_lite2,36.807,63.193,53.320,46.680,6.09,260,0.890,bicubic,-55.783,-45.230,-8
|
||||
mobilenetv2_120d,36.780,63.220,54.047,45.953,5.83,224,0.875,bicubic,-55.830,-44.463,-11
|
||||
tf_efficientnet_lite1,36.737,63.263,53.590,46.410,5.42,240,0.882,bicubic,-55.573,-44.900,0
|
||||
regnetx_016,36.683,63.317,53.297,46.703,9.19,224,0.875,bicubic,-55.857,-45.253,-7
|
||||
efficientnet_b0,36.600,63.400,53.497,46.503,5.29,224,0.875,bicubic,-55.880,-45.183,-7
|
||||
skresnet18,36.320,63.680,54.197,45.803,11.96,224,0.875,bicubic,-53.840,-43.583,+35
|
||||
tv_resnet50,36.177,63.823,52.803,47.197,25.56,224,0.875,bilinear,-55.963,-45.617,+2
|
||||
tv_resnet34,36.087,63.913,53.533,46.467,21.80,224,0.875,bilinear,-54.203,-44.447,+32
|
||||
mobilenetv2_140,36.000,64.000,53.943,46.057,6.11,224,0.875,bicubic,-56.030,-44.307,+1
|
||||
tf_efficientnet_lite0,35.930,64.070,53.480,46.520,4.65,224,0.875,bicubic,-55.370,-44.610,+14
|
||||
selecsls42b,35.813,64.187,52.487,47.513,32.46,224,0.875,bicubic,-56.667,-45.953,-12
|
||||
gluon_resnet34_v1b,35.763,64.237,52.187,47.813,21.80,224,0.875,bicubic,-55.337,-45.993,+21
|
||||
dla34,35.643,64.357,52.783,47.217,15.74,224,0.875,bilinear,-55.597,-45.397,+14
|
||||
mixnet_m,35.640,64.360,52.430,47.570,5.01,224,0.875,bicubic,-56.630,-45.920,-9
|
||||
efficientnet_lite0,35.620,64.380,53.657,46.343,4.65,224,0.875,bicubic,-55.640,-44.593,+11
|
||||
ssl_resnet18,35.597,64.403,53.740,46.260,11.69,224,0.875,bilinear,-55.103,-44.280,+21
|
||||
tf_efficientnet_es,35.563,64.437,52.790,47.210,5.44,224,0.875,bicubic,-56.987,-45.720,-21
|
||||
mobilenetv3_rw,35.547,64.453,53.713,46.287,5.48,224,0.875,bicubic,-56.003,-44.557,0
|
||||
mobilenetv2_110d,35.293,64.707,52.830,47.170,4.52,224,0.875,bicubic,-56.057,-45.360,+4
|
||||
tf_mixnet_m,35.180,64.820,50.987,49.013,5.01,224,0.875,bicubic,-57.020,-47.433,-12
|
||||
hrnet_w18_small_v2,35.173,64.827,52.440,47.560,15.60,224,0.875,bilinear,-55.997,-45.900,+10
|
||||
ese_vovnet19b_dw,34.840,65.160,52.030,47.970,6.54,224,0.875,bicubic,-57.170,-46.480,-11
|
||||
regnety_008,34.807,65.193,51.743,48.257,6.26,224,0.875,bicubic,-57.093,-46.677,-10
|
||||
mobilenetv3_large_100,34.603,65.397,52.860,47.140,5.48,224,0.875,bicubic,-56.877,-45.460,-5
|
||||
seresnext26d_32x4d,34.543,65.457,51.543,48.457,16.81,224,0.875,bicubic,-57.897,-46.997,-25
|
||||
seresnext26tn_32x4d,34.540,65.460,51.377,48.623,16.81,224,0.875,bicubic,-58.280,-47.183,-40
|
||||
resnet26d,34.273,65.727,51.687,48.313,16.01,224,0.875,bicubic,-57.957,-46.763,-20
|
||||
fbnetc_100,34.253,65.747,51.180,48.820,5.57,224,0.875,bilinear,-57.017,-46.650,-3
|
||||
seresnext26t_32x4d,34.210,65.790,51.460,48.540,16.82,224,0.875,bicubic,-58.750,-47.020,-54
|
||||
regnety_006,34.150,65.850,51.277,48.723,6.06,224,0.875,bicubic,-57.420,-47.153,-13
|
||||
tf_mobilenetv3_large_100,33.950,66.050,51.490,48.510,5.48,224,0.875,bilinear,-57.470,-46.770,-10
|
||||
regnetx_008,33.770,66.230,50.547,49.453,7.26,224,0.875,bicubic,-57.410,-47.833,-2
|
||||
mnasnet_100,33.763,66.237,51.170,48.830,4.38,224,0.875,bicubic,-57.437,-46.880,-5
|
||||
semnasnet_100,33.520,66.480,50.787,49.213,3.89,224,0.875,bicubic,-58.140,-47.483,-18
|
||||
resnet26,33.500,66.500,50.927,49.073,16.00,224,0.875,bicubic,-57.940,-47.353,-15
|
||||
mixnet_s,33.480,66.520,50.997,49.003,4.13,224,0.875,bicubic,-58.300,-47.303,-22
|
||||
spnasnet_100,33.477,66.523,51.267,48.733,4.42,224,0.875,bilinear,-57.133,-46.683,+1
|
||||
regnetx_006,33.157,66.843,50.250,49.750,6.20,224,0.875,bicubic,-57.603,-47.850,-2
|
||||
resnet18,33.067,66.933,51.170,48.830,11.69,224,0.875,bilinear,-55.083,-45.950,+9
|
||||
hrnet_w18_small,32.667,67.333,50.587,49.413,13.19,224,0.875,bilinear,-57.213,-47.313,+2
|
||||
mobilenetv2_100,32.523,67.477,50.800,49.200,3.50,224,0.875,bicubic,-57.307,-47.030,+2
|
||||
regnetx_004,32.517,67.483,49.343,50.657,5.16,224,0.875,bicubic,-56.943,-48.427,+2
|
||||
gluon_resnet18_v1b,32.407,67.593,49.727,50.273,11.69,224,0.875,bicubic,-56.253,-47.373,+3
|
||||
regnety_004,32.333,67.667,49.453,50.547,4.34,224,0.875,bicubic,-58.447,-48.627,-9
|
||||
tf_mixnet_s,32.183,67.817,48.493,51.507,4.13,224,0.875,bicubic,-59.497,-49.747,-30
|
||||
tf_mobilenetv3_large_075,31.867,68.133,49.110,50.890,3.99,224,0.875,bilinear,-58.453,-48.760,-7
|
||||
tf_mobilenetv3_large_minimal_100,31.597,68.403,49.337,50.663,3.92,224,0.875,bilinear,-57.583,-47.983,-2
|
||||
regnety_002,29.687,70.313,46.787,53.213,3.16,224,0.875,bicubic,-58.513,-50.643,-1
|
||||
regnetx_002,28.860,71.140,45.420,54.580,2.68,224,0.875,bicubic,-58.520,-51.570,0
|
||||
dla60x_c,28.447,71.553,46.193,53.807,1.32,224,0.875,bilinear,-58.663,-50.947,0
|
||||
tf_mobilenetv3_small_100,27.297,72.703,44.420,55.580,2.54,224,0.875,bilinear,-58.663,-51.980,0
|
||||
dla46x_c,26.217,73.783,43.780,56.220,1.07,224,0.875,bilinear,-59.263,-52.660,0
|
||||
tf_mobilenetv3_small_075,26.200,73.800,43.637,56.363,2.04,224,0.875,bilinear,-58.330,-52.253,+1
|
||||
dla46_c,25.490,74.510,43.800,56.200,1.30,224,0.875,bilinear,-59.170,-52.400,-1
|
||||
tf_mobilenetv3_small_minimal_100,25.087,74.913,42.930,57.070,2.04,224,0.875,bilinear,-57.583,-52.070,0
|
||||
|
242
results/results-imagenet-real.csv
Normal file
242
results/results-imagenet-real.csv
Normal file
@ -0,0 +1,242 @@
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
|
||||
tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.211,+0.129,0
|
||||
tf_efficientnet_l2_ns_475,90.537,9.463,98.710,1.290,480.31,475,0.936,bicubic,+2.303,+0.164,0
|
||||
tf_efficientnet_b7_ns,90.100,9.900,98.614,1.386,66.35,600,0.949,bicubic,+3.260,+0.520,0
|
||||
tf_efficientnet_b6_ns,89.782,10.218,98.510,1.490,43.04,528,0.942,bicubic,+3.330,+0.628,0
|
||||
tf_efficientnet_b5_ns,89.651,10.349,98.482,1.518,30.39,456,0.934,bicubic,+3.563,+0.730,0
|
||||
tf_efficientnet_b8_ap,89.581,10.419,98.305,1.695,87.41,672,0.954,bicubic,+4.211,+1.011,+2
|
||||
tf_efficientnet_b7_ap,89.429,10.571,98.347,1.653,66.35,600,0.949,bicubic,+4.309,+1.095,+3
|
||||
tf_efficientnet_b8,89.355,10.645,98.303,1.697,87.41,672,0.954,bicubic,+3.985,+0.913,-1
|
||||
tf_efficientnet_b6_ap,89.342,10.658,98.281,1.719,43.04,528,0.942,bicubic,+4.554,+1.143,+4
|
||||
tf_efficientnet_b4_ns,89.305,10.694,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,-1
|
||||
ig_resnext101_32x48d,89.120,10.880,98.130,1.870,828.41,224,0.875,bilinear,+3.692,+0.558,-5
|
||||
ig_resnext101_32x32d,89.111,10.889,98.181,1.819,468.53,224,0.875,bilinear,+4.017,+0.743,-1
|
||||
tf_efficientnet_b7,89.086,10.914,98.183,1.817,66.35,600,0.949,bicubic,+4.150,+0.979,-1
|
||||
tf_efficientnet_b5_ap,88.938,11.062,98.164,1.836,30.39,456,0.934,bicubic,+4.686,+1.190,+2
|
||||
ig_resnext101_32x16d,88.834,11.166,98.049,1.951,194.03,224,0.875,bilinear,+4.664,+0.853,+2
|
||||
swsl_resnext101_32x8d,88.770,11.230,98.147,1.853,88.79,224,0.875,bilinear,+4.486,+0.971,-1
|
||||
tf_efficientnet_b6,88.761,11.239,98.064,1.937,43.04,528,0.942,bicubic,+4.651,+1.177,+1
|
||||
resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.041,-4
|
||||
resnest200e,88.432,11.568,98.042,1.958,70.20,320,0.909,bicubic,+4.600,+1.148,+1
|
||||
tf_efficientnet_b3_ns,88.426,11.574,98.029,1.971,12.23,300,0.904,bicubic,+4.378,+1.119,-1
|
||||
tf_efficientnet_b4_ap,88.349,11.651,97.893,2.107,19.34,380,0.922,bicubic,+5.101,+1.501,+2
|
||||
tf_efficientnet_b5,88.321,11.679,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-1
|
||||
ig_resnext101_32x8d,88.146,11.854,97.856,2.144,88.79,224,0.875,bilinear,+5.458,+1.220,+6
|
||||
swsl_resnext101_32x4d,88.099,11.901,97.967,2.033,44.18,224,0.875,bilinear,+4.869,+1.207,0
|
||||
tf_efficientnet_b4,87.963,12.037,97.739,2.261,19.34,380,0.922,bicubic,+4.941,+1.439,+1
|
||||
tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.746,+1.285,-1
|
||||
pnasnet5large,87.636,12.364,97.485,2.515,86.06,331,0.911,bicubic,+4.854,+1.445,+1
|
||||
swsl_resnext101_32x16d,87.615,12.386,97.820,2.180,194.03,224,0.875,bilinear,+4.269,+0.974,-6
|
||||
swsl_resnext50_32x4d,87.600,12.400,97.651,2.349,25.03,224,0.875,bilinear,+5.418,+1.421,+4
|
||||
tf_efficientnet_b2_ns,87.557,12.443,97.628,2.372,9.11,260,0.890,bicubic,+5.177,+1.380,+1
|
||||
tresnet_l_448,87.377,12.623,97.485,2.515,55.99,448,0.875,bilinear,+5.110,+1.509,+1
|
||||
nasnetalarge,87.350,12.650,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.371,-2
|
||||
ecaresnet101d,87.288,12.712,97.562,2.438,44.57,224,0.875,bicubic,+5.116,+1.516,+1
|
||||
resnest101e,87.284,12.716,97.560,2.440,48.28,256,0.875,bilinear,+4.394,+1.240,-7
|
||||
tresnet_xl,87.224,12.776,97.400,2.600,78.44,224,0.875,bilinear,+5.170,+1.463,0
|
||||
tf_efficientnet_b3_ap,87.192,12.808,97.380,2.620,12.23,300,0.904,bicubic,+5.370,+1.756,+2
|
||||
efficientnet_b3a,86.993,13.007,97.397,2.603,12.23,320,1.000,bicubic,+5.127,+1.561,-1
|
||||
ssl_resnext101_32x16d,86.856,13.143,97.517,2.483,194.03,224,0.875,bilinear,+5.013,+1.421,-1
|
||||
rexnet_200,86.846,13.154,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,+2
|
||||
tf_efficientnet_b3,86.835,13.165,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,0
|
||||
tresnet_m_448,86.820,13.180,97.212,2.788,31.39,448,0.875,bilinear,+5.106,+1.640,-2
|
||||
ssl_resnext101_32x8d,86.807,13.193,97.466,2.534,88.79,224,0.875,bilinear,+5.191,+1.428,0
|
||||
swsl_resnet50,86.807,13.193,97.498,2.502,25.56,224,0.875,bilinear,+5.641,+1.526,+5
|
||||
tf_efficientnet_lite4,86.803,13.197,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.595,-1
|
||||
efficientnet_b3,86.782,13.218,97.288,2.712,12.23,300,0.904,bicubic,+5.288,+1.572,-1
|
||||
tresnet_l,86.767,13.233,97.271,2.729,55.99,224,0.875,bilinear,+5.279,+1.647,-1
|
||||
tf_efficientnet_b1_ns,86.669,13.331,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.640,-1
|
||||
resnest50d_4s2x40d,86.592,13.408,97.269,2.731,30.42,224,0.875,bicubic,+5.484,+1.711,+1
|
||||
efficientnet_b3_pruned,86.581,13.419,97.190,2.810,9.86,300,0.904,bicubic,+5.723,+1.948,+7
|
||||
ssl_resnext101_32x4d,86.479,13.521,97.468,2.532,44.18,224,0.875,bilinear,+5.555,+1.740,+3
|
||||
ecaresnet50d,86.470,13.530,97.186,2.814,25.58,224,0.875,bicubic,+5.878,+1.866,+11
|
||||
gluon_resnet152_v1s,86.468,13.532,97.109,2.891,60.32,224,0.875,bicubic,+5.452,+1.697,-2
|
||||
resnest50d_1s4x24d,86.447,13.553,97.148,2.852,25.68,224,0.875,bicubic,+5.459,+1.826,-2
|
||||
efficientnet_b2a,86.304,13.696,96.990,3.010,9.11,288,1.000,bicubic,+5.692,+1.672,+6
|
||||
gluon_senet154,86.278,13.722,96.949,3.051,115.09,224,0.875,bicubic,+5.044,+1.601,-8
|
||||
resnest50d,86.240,13.761,97.073,2.927,27.48,224,0.875,bilinear,+5.266,+1.695,-4
|
||||
ecaresnet101d_pruned,86.210,13.790,97.335,2.665,24.88,224,0.875,bicubic,+5.392,+1.707,0
|
||||
tresnet_m,86.199,13.801,96.667,3.333,31.39,224,0.875,bilinear,+5.397,+1.807,+1
|
||||
cspdarknet53,86.182,13.818,97.013,2.987,27.64,256,0.887,bilinear,+6.124,+1.929,+24
|
||||
inception_v4,86.169,13.831,96.919,3.081,42.68,299,0.875,bicubic,+6.001,+1.951,+19
|
||||
rexnet_150,86.154,13.846,97.058,2.942,9.73,224,0.875,bicubic,+5.844,+1.892,+12
|
||||
tf_efficientnet_el,86.148,13.852,96.987,3.013,10.59,300,0.904,bicubic,+5.708,+1.823,+5
|
||||
inception_resnet_v2,86.133,13.867,97.043,2.957,55.84,299,0.897,bicubic,+5.675,+1.737,+3
|
||||
ssl_resnext50_32x4d,86.086,13.914,97.212,2.788,25.03,224,0.875,bilinear,+5.768,+1.806,+8
|
||||
efficientnet_b2,86.056,13.944,96.917,3.083,9.11,260,0.875,bicubic,+5.664,+1.841,+4
|
||||
gluon_resnet101_v1s,86.054,13.946,97.022,2.978,44.67,224,0.875,bicubic,+5.752,+1.862,+8
|
||||
ecaresnetlight,86.052,13.948,97.069,2.931,30.16,224,0.875,bicubic,+5.590,+1.819,-2
|
||||
gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.128,+1.683,-14
|
||||
tf_efficientnet_b2_ap,85.975,14.025,96.810,3.190,9.11,260,0.890,bicubic,+5.675,+1.782,+6
|
||||
gluon_seresnext101_64x4d,85.960,14.040,96.979,3.021,88.23,224,0.875,bicubic,+5.066,+1.671,-15
|
||||
gluon_resnet152_v1d,85.917,14.083,96.812,3.188,60.21,224,0.875,bicubic,+5.443,+1.606,-7
|
||||
tf_efficientnet_b2,85.902,14.098,96.862,3.139,9.11,260,0.890,bicubic,+5.816,+1.954,+10
|
||||
seresnet50,85.857,14.143,97.004,2.995,28.09,224,0.875,bicubic,+5.583,+1.934,+4
|
||||
gluon_resnet101_v1d,85.849,14.151,96.663,3.337,44.57,224,0.875,bicubic,+5.435,+1.649,-6
|
||||
resnet50,85.804,14.196,96.712,3.288,25.56,224,0.875,bicubic,+6.766,+2.322,+50
|
||||
mixnet_xl,85.798,14.202,96.712,3.288,11.90,224,0.875,bicubic,+5.322,+1.776,-13
|
||||
ens_adv_inception_resnet_v2,85.781,14.220,96.759,3.241,55.84,299,0.897,bicubic,+5.799,+1.823,+9
|
||||
tf_efficientnet_lite3,85.755,14.245,96.887,3.113,8.20,300,0.904,bilinear,+5.935,+1.973,+16
|
||||
ese_vovnet39b,85.751,14.249,96.891,3.109,24.57,224,0.875,bicubic,+6.431,+2.179,+30
|
||||
gluon_resnext101_32x4d,85.746,14.254,96.635,3.365,44.18,224,0.875,bicubic,+5.412,+1.709,-9
|
||||
cspresnext50,85.740,14.260,96.840,3.160,20.57,224,0.875,bilinear,+5.700,+1.896,+3
|
||||
regnety_320,85.727,14.273,96.725,3.275,145.05,224,0.875,bicubic,+4.915,+1.481,-24
|
||||
xception71,85.697,14.303,96.776,3.224,42.34,299,0.903,bicubic,+5.823,+1.854,+8
|
||||
gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.656,-23
|
||||
efficientnet_b2_pruned,85.642,14.358,96.746,3.254,8.31,260,0.890,bicubic,+5.726,+1.890,+3
|
||||
dpn107,85.640,14.360,96.729,3.271,86.92,224,0.875,bicubic,+5.484,+1.819,-6
|
||||
ecaresnet50d_pruned,85.580,14.420,96.936,3.064,19.94,224,0.875,bicubic,+5.864,+2.056,+10
|
||||
gluon_resnet152_v1c,85.580,14.420,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.806,+1
|
||||
resnext50d_32x4d,85.569,14.431,96.748,3.252,25.05,224,0.875,bicubic,+5.893,+1.882,+11
|
||||
regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.177,+1.659,-20
|
||||
regnetx_320,85.524,14.476,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.643,-13
|
||||
regnety_160,85.501,14.499,96.620,3.380,83.59,224,0.875,bicubic,+5.205,+1.658,-16
|
||||
dpn92,85.494,14.506,96.635,3.365,37.67,224,0.875,bicubic,+5.486,+1.799,-8
|
||||
gluon_resnet152_v1b,85.475,14.525,96.550,3.450,60.19,224,0.875,bicubic,+5.789,+1.814,+5
|
||||
rexnet_130,85.473,14.527,96.684,3.316,7.56,224,0.875,bicubic,+5.973,+2.002,+10
|
||||
dpn131,85.398,14.602,96.639,3.361,79.25,224,0.875,bicubic,+5.576,+1.929,-3
|
||||
regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.534,+1.807,-5
|
||||
dla102x2,85.366,14.634,96.629,3.371,41.28,224,0.875,bilinear,+5.918,+1.989,+9
|
||||
gluon_seresnext50_32x4d,85.336,14.664,96.667,3.333,27.56,224,0.875,bicubic,+5.418,+1.845,-12
|
||||
xception65,85.315,14.685,96.637,3.363,39.92,299,0.903,bicubic,+5.763,+1.983,+3
|
||||
skresnext50_32x4d,85.313,14.687,96.390,3.610,27.48,224,0.875,bicubic,+5.157,+1.748,-20
|
||||
dpn98,85.311,14.689,96.469,3.531,61.57,224,0.875,bicubic,+5.669,+1.871,-1
|
||||
gluon_resnet101_v1c,85.304,14.696,96.405,3.595,44.57,224,0.875,bicubic,+5.770,+1.827,+1
|
||||
dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.075,+2.050,+14
|
||||
resnetblur50,85.283,14.717,96.531,3.470,25.56,224,0.875,bicubic,+5.997,+1.893,+8
|
||||
regnety_064,85.283,14.717,96.639,3.361,30.58,224,0.875,bicubic,+5.561,+1.871,-9
|
||||
regnety_080,85.245,14.755,96.633,3.367,39.18,224,0.875,bicubic,+5.369,+1.803,-17
|
||||
resnext50_32x4d,85.221,14.779,96.526,3.474,25.03,224,0.875,bicubic,+5.453,+1.928,-13
|
||||
resnext101_32x8d,85.187,14.813,96.445,3.555,88.79,224,0.875,bilinear,+5.879,+1.927,+1
|
||||
gluon_inception_v3,85.183,14.817,96.526,3.474,23.83,299,0.875,bicubic,+6.377,+2.156,+22
|
||||
hrnet_w48,85.151,14.849,96.492,3.508,77.47,224,0.875,bilinear,+5.851,+1.980,+2
|
||||
gluon_xception65,85.148,14.851,96.597,3.403,39.92,299,0.903,bicubic,+5.432,+1.737,-14
|
||||
gluon_resnet101_v1b,85.142,14.858,96.366,3.634,44.55,224,0.875,bicubic,+5.836,+1.842,-1
|
||||
regnetx_120,85.131,14.869,96.477,3.523,46.11,224,0.875,bicubic,+5.535,+1.739,-12
|
||||
xception,85.129,14.871,96.471,3.529,22.86,299,0.897,bicubic,+6.077,+2.079,+9
|
||||
tf_efficientnet_b1_ap,85.127,14.873,96.405,3.595,7.79,240,0.882,bicubic,+5.847,+2.099,-1
|
||||
hrnet_w64,85.119,14.881,96.744,3.256,128.06,224,0.875,bilinear,+5.645,+2.092,-11
|
||||
ssl_resnet50,85.097,14.903,96.866,3.134,25.56,224,0.875,bilinear,+5.875,+2.034,-2
|
||||
res2net101_26w_4s,85.093,14.907,96.381,3.619,45.21,224,0.875,bilinear,+5.895,+1.949,+1
|
||||
tf_efficientnet_cc_b1_8e,85.063,14.937,96.422,3.578,39.72,240,0.882,bicubic,+5.755,+2.052,-9
|
||||
res2net50_26w_8s,85.029,14.971,96.419,3.580,48.40,224,0.875,bilinear,+5.831,+2.052,-2
|
||||
resnest26d,85.008,14.992,96.637,3.363,17.07,224,0.875,bilinear,+6.530,+2.339,+21
|
||||
gluon_resnext50_32x4d,84.995,15.005,96.426,3.574,25.03,224,0.875,bicubic,+5.641,+2.000,-15
|
||||
tf_efficientnet_b0_ns,84.984,15.016,96.503,3.497,5.29,224,0.875,bicubic,+6.326,+2.127,+14
|
||||
regnety_040,84.948,15.052,96.612,3.388,20.65,224,0.875,bicubic,+5.728,+1.956,-8
|
||||
tf_efficientnet_em,84.926,15.074,96.424,3.576,6.90,240,0.882,bicubic,+6.218,+2.110,+9
|
||||
dla169,84.920,15.080,96.535,3.465,53.39,224,0.875,bilinear,+6.232,+2.199,+10
|
||||
tf_efficientnet_b1,84.918,15.082,96.364,3.636,7.79,240,0.882,bicubic,+6.092,+2.166,+3
|
||||
hrnet_w44,84.884,15.116,96.434,3.566,67.06,224,0.875,bilinear,+5.988,+2.066,-1
|
||||
gluon_resnet50_v1s,84.862,15.138,96.443,3.557,25.68,224,0.875,bicubic,+6.150,+2.205,+4
|
||||
regnetx_080,84.862,15.138,96.434,3.566,39.57,224,0.875,bicubic,+5.668,+1.874,-10
|
||||
gluon_resnet50_v1d,84.832,15.168,96.398,3.602,25.58,224,0.875,bicubic,+5.758,+1.928,-10
|
||||
dla60_res2next,84.830,15.170,96.411,3.589,17.03,224,0.875,bilinear,+6.390,+2.259,+14
|
||||
mixnet_l,84.822,15.178,96.328,3.672,7.33,224,0.875,bicubic,+5.846,+2.146,-8
|
||||
resnet152,84.815,15.185,96.225,3.775,60.19,224,0.875,bilinear,+6.503,+2.187,+14
|
||||
dla102x,84.813,15.187,96.552,3.448,26.31,224,0.875,bilinear,+6.303,+2.324,+4
|
||||
dla60_res2net,84.813,15.187,96.481,3.519,20.85,224,0.875,bilinear,+6.349,+2.275,+9
|
||||
xception41,84.792,15.208,96.413,3.587,26.97,299,0.903,bicubic,+6.276,+2.135,+2
|
||||
regnetx_064,84.781,15.219,96.490,3.510,26.21,224,0.875,bicubic,+5.709,+2.032,-16
|
||||
hrnet_w40,84.743,15.257,96.554,3.446,57.56,224,0.875,bilinear,+5.823,+2.084,-13
|
||||
res2net50_26w_6s,84.726,15.274,96.281,3.719,37.05,224,0.875,bilinear,+6.156,+2.157,-2
|
||||
selecsls60b,84.657,15.343,96.300,3.700,32.77,224,0.875,bicubic,+6.245,+2.126,+6
|
||||
hrnet_w32,84.651,15.349,96.407,3.593,41.23,224,0.875,bilinear,+6.201,+2.221,+3
|
||||
regnety_032,84.606,15.394,96.424,3.576,19.44,224,0.875,bicubic,+5.720,+2.012,-15
|
||||
regnetx_040,84.600,15.400,96.383,3.617,22.12,224,0.875,bicubic,+6.118,+2.139,-3
|
||||
efficientnet_es,84.591,15.409,96.311,3.689,5.44,224,0.875,bicubic,+6.525,+2.385,+10
|
||||
hrnet_w30,84.572,15.428,96.388,3.612,37.71,224,0.875,bilinear,+6.366,+2.165,+6
|
||||
tf_mixnet_l,84.564,15.437,96.244,3.756,7.33,224,0.875,bicubic,+5.790,+2.246,-15
|
||||
wide_resnet101_2,84.557,15.443,96.349,3.651,126.89,224,0.875,bilinear,+5.701,+2.067,-19
|
||||
efficientnet_b1,84.531,15.469,96.153,3.847,7.79,240,0.875,bicubic,+5.833,+2.009,-14
|
||||
dla60x,84.523,15.477,96.285,3.715,17.35,224,0.875,bilinear,+6.277,+2.267,-1
|
||||
wide_resnet50_2,84.427,15.573,96.257,3.743,68.88,224,0.875,bilinear,+5.949,+2.163,-8
|
||||
efficientnet_b1_pruned,84.393,15.607,96.140,3.860,6.33,240,0.882,bicubic,+6.157,+2.306,-1
|
||||
res2net50_26w_4s,84.365,15.635,96.082,3.918,25.70,224,0.875,bilinear,+6.401,+2.228,+8
|
||||
res2net50_14w_8s,84.309,15.691,96.072,3.929,25.06,224,0.875,bilinear,+6.159,+2.224,0
|
||||
selecsls60,84.288,15.712,96.095,3.905,30.67,224,0.875,bicubic,+6.306,+2.267,+5
|
||||
regnetx_032,84.237,15.763,96.247,3.753,15.30,224,0.875,bicubic,+6.065,+2.159,-3
|
||||
res2next50,84.226,15.774,95.997,4.003,24.67,224,0.875,bilinear,+5.980,+2.105,-7
|
||||
gluon_resnet50_v1c,84.207,15.793,96.161,3.839,25.58,224,0.875,bicubic,+6.195,+2.173,-1
|
||||
dla102,84.190,15.810,96.206,3.794,33.27,224,0.875,bilinear,+6.158,+2.260,-3
|
||||
rexnet_100,84.162,15.838,96.255,3.745,4.80,224,0.875,bicubic,+6.304,+2.385,+4
|
||||
tf_inception_v3,84.136,15.864,95.918,4.082,23.83,299,0.875,bicubic,+6.278,+2.280,+4
|
||||
res2net50_48w_2s,84.126,15.874,95.965,4.035,25.29,224,0.875,bilinear,+6.604,+2.411,+9
|
||||
tf_efficientnet_lite2,84.094,15.906,96.069,3.931,6.09,260,0.890,bicubic,+6.626,+2.315,+9
|
||||
efficientnet_b0,84.038,15.962,95.956,4.044,5.29,224,0.875,bicubic,+6.340,+2.424,+2
|
||||
seresnext26t_32x4d,84.004,15.996,95.852,4.148,16.82,224,0.875,bicubic,+6.006,+2.144,-7
|
||||
tf_efficientnet_cc_b0_8e,83.966,16.034,96.065,3.935,24.01,224,0.875,bicubic,+6.058,+2.411,-4
|
||||
tv_resnext50_32x4d,83.959,16.041,95.960,4.040,25.03,224,0.875,bilinear,+6.339,+2.264,0
|
||||
regnety_016,83.955,16.045,96.005,3.995,11.20,224,0.875,bicubic,+6.093,+2.285,-5
|
||||
gluon_resnet50_v1b,83.940,16.060,96.012,3.988,25.56,224,0.875,bicubic,+6.360,+2.296,+1
|
||||
densenet161,83.906,16.094,96.010,3.990,28.68,224,0.875,bicubic,+6.548,+2.372,+5
|
||||
adv_inception_v3,83.902,16.098,95.935,4.065,23.83,299,0.875,bicubic,+6.320,+2.199,-2
|
||||
mobilenetv2_120d,83.893,16.107,95.909,4.091,5.83,224,0.875,bicubic,+6.609,+2.417,+6
|
||||
seresnext26tn_32x4d,83.878,16.122,95.931,4.069,16.81,224,0.875,bicubic,+5.892,+2.185,-14
|
||||
resnet101,83.848,16.152,95.892,4.108,44.55,224,0.875,bilinear,+6.474,+2.352,0
|
||||
inception_v3,83.761,16.239,95.879,4.121,23.83,299,0.875,bicubic,+6.321,+2.403,-2
|
||||
seresnext26d_32x4d,83.754,16.246,95.849,4.151,16.81,224,0.875,bicubic,+6.152,+2.241,-8
|
||||
dla60,83.729,16.271,95.933,4.067,22.04,224,0.875,bilinear,+6.697,+2.615,+6
|
||||
tf_efficientnet_b0_ap,83.650,16.350,95.779,4.221,5.29,224,0.875,bicubic,+6.564,+2.523,+4
|
||||
tf_efficientnet_es,83.647,16.352,95.939,4.061,5.44,224,0.875,bicubic,+6.389,+2.345,+1
|
||||
skresnet34,83.641,16.359,95.933,4.067,22.28,224,0.875,bicubic,+6.729,+2.611,+6
|
||||
tf_efficientnet_cc_b0_4e,83.639,16.361,95.740,4.260,13.31,224,0.875,bicubic,+6.333,+2.406,-5
|
||||
densenet201,83.556,16.444,95.811,4.189,20.01,224,0.875,bicubic,+6.270,+2.333,-5
|
||||
mixnet_m,83.515,16.485,95.689,4.311,5.01,224,0.875,bicubic,+6.255,+2.265,-4
|
||||
tf_efficientnet_b0,83.515,16.485,95.719,4.281,5.29,224,0.875,bicubic,+6.667,+2.491,+3
|
||||
hrnet_w18,83.500,16.500,95.907,4.093,21.30,224,0.875,bilinear,+6.742,+2.463,+4
|
||||
densenetblur121d,83.472,16.527,95.822,4.178,8.00,224,0.875,bicubic,+6.884,+2.630,+6
|
||||
selecsls42b,83.457,16.543,95.745,4.255,32.46,224,0.875,bicubic,+6.284,+2.355,-6
|
||||
tf_efficientnet_lite1,83.344,16.656,95.642,4.358,5.42,240,0.882,bicubic,+6.702,+2.416,+3
|
||||
regnetx_016,83.195,16.805,95.740,4.260,9.19,224,0.875,bicubic,+6.245,+2.320,-5
|
||||
mobilenetv2_140,83.182,16.818,95.689,4.311,6.11,224,0.875,bicubic,+6.666,+2.693,+3
|
||||
dpn68,83.178,16.822,95.597,4.402,12.61,224,0.875,bicubic,+6.860,+2.620,+3
|
||||
tf_mixnet_m,83.176,16.824,95.461,4.539,5.01,224,0.875,bicubic,+6.234,+2.309,-7
|
||||
ese_vovnet19b_dw,83.109,16.890,95.779,4.221,6.54,224,0.875,bicubic,+6.311,+2.511,-5
|
||||
resnet26d,83.050,16.950,95.604,4.396,16.01,224,0.875,bicubic,+6.354,+2.454,-4
|
||||
tv_resnet50,82.958,17.042,95.467,4.533,25.56,224,0.875,bilinear,+6.820,+2.603,+1
|
||||
densenet121,82.823,17.177,95.585,4.415,7.98,224,0.875,bicubic,+7.245,+2.933,+6
|
||||
densenet169,82.683,17.317,95.600,4.400,14.15,224,0.875,bicubic,+6.776,+2.574,+1
|
||||
mixnet_s,82.525,17.476,95.356,4.644,4.13,224,0.875,bicubic,+6.532,+2.560,-1
|
||||
regnety_008,82.493,17.508,95.487,4.513,6.26,224,0.875,bicubic,+6.177,+2.421,-4
|
||||
efficientnet_lite0,82.382,17.619,95.279,4.721,4.65,224,0.875,bicubic,+6.898,+2.769,+5
|
||||
resnest14d,82.352,17.648,95.339,4.661,10.61,224,0.875,bilinear,+6.846,+2.821,+3
|
||||
mobilenetv3_rw,82.275,17.725,95.234,4.766,5.48,224,0.875,bicubic,+6.641,+2.526,-1
|
||||
semnasnet_100,82.251,17.749,95.230,4.770,3.89,224,0.875,bicubic,+6.803,+2.626,+3
|
||||
mobilenetv3_large_100,82.177,17.823,95.196,4.804,5.48,224,0.875,bicubic,+6.410,+2.654,-5
|
||||
resnet34,82.138,17.862,95.130,4.870,21.80,224,0.875,bilinear,+7.028,+2.846,+6
|
||||
mobilenetv2_110d,82.070,17.930,95.076,4.923,4.52,224,0.875,bicubic,+7.034,+2.890,+7
|
||||
tf_mixnet_s,82.038,17.962,95.121,4.879,4.13,224,0.875,bicubic,+6.388,+2.493,-7
|
||||
hrnet_w18_small_v2,81.961,18.039,95.164,4.836,15.60,224,0.875,bilinear,+6.847,+2.748,+2
|
||||
tf_efficientnet_lite0,81.952,18.048,95.168,4.832,4.65,224,0.875,bicubic,+7.122,+2.992,+5
|
||||
resnet26,81.944,18.056,95.241,4.759,16.00,224,0.875,bicubic,+6.652,+2.671,-3
|
||||
tf_mobilenetv3_large_100,81.848,18.152,95.070,4.930,5.48,224,0.875,bilinear,+6.330,+2.464,-8
|
||||
tv_densenet121,81.726,18.274,95.034,4.966,7.98,224,0.875,bicubic,+6.988,+2.884,+3
|
||||
regnety_006,81.700,18.300,95.115,4.885,6.06,224,0.875,bicubic,+6.454,+2.583,-5
|
||||
dla34,81.658,18.342,94.878,5.122,15.74,224,0.875,bilinear,+7.028,+2.800,+3
|
||||
fbnetc_100,81.559,18.441,94.970,5.030,5.57,224,0.875,bilinear,+6.436,+2.584,-6
|
||||
gluon_resnet34_v1b,81.500,18.500,94.810,5.190,21.80,224,0.875,bicubic,+6.912,+2.820,+2
|
||||
regnetx_008,81.485,18.515,95.059,4.941,7.26,224,0.875,bicubic,+6.447,+2.724,-5
|
||||
mnasnet_100,81.459,18.541,94.899,5.101,4.38,224,0.875,bicubic,+6.801,+2.785,-2
|
||||
spnasnet_100,80.878,19.122,94.526,5.474,4.42,224,0.875,bilinear,+6.794,+2.708,0
|
||||
regnety_004,80.659,19.341,94.686,5.314,4.34,224,0.875,bicubic,+6.625,+2.934,0
|
||||
skresnet18,80.637,19.363,94.378,5.622,11.96,224,0.875,bicubic,+7.599,+3.210,+4
|
||||
regnetx_006,80.629,19.371,94.524,5.476,6.20,224,0.875,bicubic,+6.777,+2.852,-1
|
||||
swsl_resnet18,80.575,19.425,94.743,5.256,11.69,224,0.875,bilinear,+7.299,+3.010,+1
|
||||
tv_resnet34,80.389,19.611,94.436,5.564,21.80,224,0.875,bilinear,+7.077,+3.010,-1
|
||||
mobilenetv2_100,80.257,19.743,94.195,5.805,3.50,224,0.875,bicubic,+7.287,+3.179,+1
|
||||
ssl_resnet18,80.101,19.899,94.590,5.410,11.69,224,0.875,bilinear,+7.491,+3.174,+1
|
||||
tf_mobilenetv3_large_075,80.093,19.907,94.184,5.816,3.99,224,0.875,bilinear,+6.655,+2.834,-5
|
||||
hrnet_w18_small,79.557,20.443,93.898,6.102,13.19,224,0.875,bilinear,+7.215,+3.220,+1
|
||||
regnetx_004,79.435,20.565,93.853,6.147,5.16,224,0.875,bicubic,+7.039,+3.023,-1
|
||||
tf_mobilenetv3_large_minimal_100,79.222,20.778,93.706,6.294,3.92,224,0.875,bilinear,+6.974,+3.076,0
|
||||
gluon_resnet18_v1b,78.372,21.628,93.138,6.862,11.69,224,0.875,bicubic,+7.536,+3.376,0
|
||||
regnety_002,77.405,22.595,92.914,7.086,3.16,224,0.875,bicubic,+7.153,+3.374,0
|
||||
resnet18,77.276,22.724,92.756,7.244,11.69,224,0.875,bilinear,+7.528,+3.678,0
|
||||
regnetx_002,76.124,23.876,92.211,7.789,2.68,224,0.875,bicubic,+7.362,+3.655,0
|
||||
dla60x_c,75.637,24.363,92.177,7.823,1.32,224,0.875,bilinear,+7.745,+3.751,+1
|
||||
tf_mobilenetv3_small_100,74.717,25.283,91.257,8.743,2.54,224,0.875,bilinear,+6.795,+3.593,-1
|
||||
dla46x_c,73.647,26.353,91.095,8.905,1.07,224,0.875,bilinear,+7.677,+4.115,0
|
||||
tf_mobilenetv3_small_075,72.812,27.188,90.036,9.964,2.04,224,0.875,bilinear,+7.096,+3.906,0
|
||||
dla46_c,72.601,27.399,90.499,9.501,1.30,224,0.875,bilinear,+7.735,+4.207,0
|
||||
tf_mobilenetv3_small_minimal_100,70.111,29.889,88.505,11.495,2.04,224,0.875,bilinear,+7.205,+4.275,0
|
||||
|
@ -1,239 +1,242 @@
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
|
||||
tf_efficientnet_l2_ns,88.352,11.648,98.648,1.352,480.31,800,0.96,bicubic
|
||||
tf_efficientnet_l2_ns,88.352,11.648,98.650,1.350,480.31,800,0.960,bicubic
|
||||
tf_efficientnet_l2_ns_475,88.234,11.766,98.546,1.454,480.31,475,0.936,bicubic
|
||||
tf_efficientnet_b7_ns,86.838,13.162,98.094,1.906,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ns,86.462,13.538,97.884,2.116,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b5_ns,86.08,13.92,97.754,2.246,30.39,456,0.934,bicubic
|
||||
ig_resnext101_32x48d,85.442,14.558,97.572,2.428,828.41,224,0.875,bilinear
|
||||
tf_efficientnet_b8,85.37,14.63,97.392,2.608,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b8_ap,85.368,14.632,97.294,2.706,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b4_ns,85.158,14.842,97.468,2.532,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b7_ap,85.118,14.882,97.252,2.748,66.35,600,0.949,bicubic
|
||||
ig_resnext101_32x32d,85.092,14.908,97.436,2.564,468.53,224,0.875,bilinear
|
||||
tf_efficientnet_b7,84.932,15.068,97.208,2.792,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic
|
||||
swsl_resnext101_32x8d,84.294,15.706,97.174,2.826,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b5_ap,84.254,15.746,96.976,3.024,30.39,456,0.934,bicubic
|
||||
resnest269e,84.186,15.814,96.922,3.078,110.93,416,0.875,bilinear
|
||||
ig_resnext101_32x16d,84.176,15.824,97.196,2.804,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b6,84.112,15.888,96.884,3.116,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b3_ns,84.054,15.946,96.912,3.088,12.23,300,0.904,bicubic
|
||||
resnest200e,83.834,16.166,96.838,3.162,70.2,320,0.875,bilinear
|
||||
tf_efficientnet_b5,83.816,16.184,96.75,3.25,30.39,456,0.934,bicubic
|
||||
swsl_resnext101_32x16d,83.338,16.662,96.852,3.148,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b4_ap,83.248,16.752,96.388,3.612,19.34,380,0.922,bicubic
|
||||
swsl_resnext101_32x4d,83.234,16.766,96.756,3.244,44.18,224,0.875,bilinear
|
||||
tresnet_xl_448,83.048,16.952,96.174,3.826,78.44,448,0.875,bilinear
|
||||
tf_efficientnet_b4,83.016,16.984,96.298,3.702,19.34,380,0.922,bicubic
|
||||
resnest101e,82.89,17.11,96.324,3.676,48.28,256,0.875,bilinear
|
||||
pnasnet5large,82.74,17.26,96.04,3.96,86.06,331,0.875,bicubic
|
||||
ig_resnext101_32x8d,82.688,17.312,96.632,3.368,88.79,224,0.875,bilinear
|
||||
nasnetalarge,82.558,17.442,96.036,3.964,88.75,331,0.875,bicubic
|
||||
tf_efficientnet_b2_ns,82.38,17.62,96.252,3.748,9.11,260,0.89,bicubic
|
||||
tresnet_l_448,82.268,17.732,95.978,4.022,55.99,448,0.875,bilinear
|
||||
swsl_resnext50_32x4d,82.18,17.82,96.228,3.772,25.03,224,0.875,bilinear
|
||||
ecaresnet101d,82.166,17.834,96.052,3.948,44.57,224,0.875,bicubic
|
||||
tresnet_xl,82.07,17.93,95.928,4.072,78.44,224,0.875,bilinear
|
||||
efficientnet_b3a,81.874,18.126,95.84,4.16,12.23,320,1.0,bicubic
|
||||
ssl_resnext101_32x16d,81.836,18.164,96.094,3.906,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b3_ap,81.828,18.172,95.624,4.376,12.23,300,0.904,bicubic
|
||||
tresnet_m_448,81.712,18.288,95.57,4.43,31.39,448,0.875,bilinear
|
||||
tf_efficientnet_b3,81.64,18.36,95.722,4.278,12.23,300,0.904,bicubic
|
||||
ssl_resnext101_32x8d,81.626,18.374,96.038,3.962,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_lite4,81.528,18.472,95.668,4.332,13.01,380,0.92,bilinear
|
||||
efficientnet_b3,81.498,18.502,95.718,4.282,12.23,300,0.904,bicubic
|
||||
tresnet_l,81.488,18.512,95.628,4.372,55.99,224,0.875,bilinear
|
||||
tf_efficientnet_b1_ns,81.386,18.614,95.738,4.262,7.79,240,0.882,bicubic
|
||||
senet154,81.304,18.696,95.498,4.502,115.09,224,0.875,bilinear
|
||||
gluon_senet154,81.224,18.776,95.356,4.644,115.09,224,0.875,bicubic
|
||||
swsl_resnet50,81.18,18.82,95.986,4.014,25.56,224,0.875,bilinear
|
||||
resnest50d_4s2x40d,81.114,18.886,95.568,4.432,30.42,224,0.875,bicubic
|
||||
gluon_resnet152_v1s,81.012,18.988,95.416,4.584,60.32,224,0.875,bicubic
|
||||
resnest50d_1s4x24d,80.99,19.01,95.322,4.678,25.68,224,0.875,bicubic
|
||||
resnest50d,80.958,19.042,95.382,4.618,27.48,224,0.875,bilinear
|
||||
ssl_resnext101_32x4d,80.928,19.072,95.728,4.272,44.18,224,0.875,bilinear
|
||||
gluon_seresnext101_32x4d,80.902,19.098,95.294,4.706,48.96,224,0.875,bicubic
|
||||
gluon_seresnext101_64x4d,80.89,19.11,95.304,4.696,88.23,224,0.875,bicubic
|
||||
efficientnet_b3_pruned,80.856,19.144,95.24,4.76,9.86,300,0.904,bicubic
|
||||
regnety_320,80.814,19.186,95.24,4.76,145.05,224,0.875,bicubic
|
||||
ecaresnet101d_pruned,80.808,19.192,95.628,4.372,24.88,224,0.875,bicubic
|
||||
tresnet_m,80.796,19.204,94.856,5.144,31.39,224,0.875,bilinear
|
||||
efficientnet_b2a,80.608,19.392,95.31,4.69,9.11,288,1.0,bicubic
|
||||
ecaresnet50d,80.604,19.396,95.322,4.678,25.58,224,0.875,bicubic
|
||||
gluon_resnext101_64x4d,80.602,19.398,94.994,5.006,83.46,224,0.875,bicubic
|
||||
mixnet_xl,80.478,19.522,94.932,5.068,11.9,224,0.875,bicubic
|
||||
gluon_resnet152_v1d,80.47,19.53,95.206,4.794,60.21,224,0.875,bicubic
|
||||
inception_resnet_v2,80.46,19.54,95.31,4.69,55.84,299,0.8975,bicubic
|
||||
ecaresnetlight,80.454,19.546,95.256,4.744,30.16,224,0.875,bicubic
|
||||
tf_efficientnet_el,80.448,19.552,95.16,4.84,10.59,300,0.904,bicubic
|
||||
gluon_resnet101_v1d,80.424,19.576,95.02,4.98,44.57,224,0.875,bicubic
|
||||
efficientnet_b2,80.402,19.598,95.076,4.924,9.11,260,0.875,bicubic
|
||||
regnety_120,80.382,19.618,95.128,4.872,51.82,224,0.875,bicubic
|
||||
tf_efficientnet_b7_ns,86.840,13.160,98.094,1.906,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ns,86.452,13.548,97.882,2.118,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b5_ns,86.088,13.912,97.752,2.248,30.39,456,0.934,bicubic
|
||||
ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear
|
||||
tf_efficientnet_b8,85.370,14.630,97.390,2.610,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b8_ap,85.370,14.630,97.294,2.706,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b4_ns,85.162,14.838,97.470,2.530,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b7_ap,85.120,14.880,97.252,2.748,66.35,600,0.949,bicubic
|
||||
ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear
|
||||
tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic
|
||||
resnest269e,84.518,15.482,96.986,3.014,110.93,416,0.928,bicubic
|
||||
swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic
|
||||
ig_resnext101_32x16d,84.170,15.830,97.196,2.804,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b6,84.110,15.890,96.886,3.114,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b3_ns,84.048,15.952,96.910,3.090,12.23,300,0.904,bicubic
|
||||
resnest200e,83.832,16.168,96.894,3.106,70.20,320,0.909,bicubic
|
||||
tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic
|
||||
swsl_resnext101_32x16d,83.346,16.654,96.846,3.154,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b4_ap,83.248,16.752,96.392,3.608,19.34,380,0.922,bicubic
|
||||
swsl_resnext101_32x4d,83.230,16.770,96.760,3.240,44.18,224,0.875,bilinear
|
||||
tresnet_xl_448,83.050,16.950,96.174,3.826,78.44,448,0.875,bilinear
|
||||
tf_efficientnet_b4,83.022,16.978,96.300,3.700,19.34,380,0.922,bicubic
|
||||
resnest101e,82.890,17.110,96.320,3.680,48.28,256,0.875,bilinear
|
||||
pnasnet5large,82.782,17.218,96.040,3.960,86.06,331,0.911,bicubic
|
||||
ig_resnext101_32x8d,82.688,17.312,96.636,3.364,88.79,224,0.875,bilinear
|
||||
nasnetalarge,82.620,17.380,96.046,3.954,88.75,331,0.911,bicubic
|
||||
tf_efficientnet_b2_ns,82.380,17.620,96.248,3.752,9.11,260,0.890,bicubic
|
||||
tresnet_l_448,82.268,17.732,95.976,4.024,55.99,448,0.875,bilinear
|
||||
swsl_resnext50_32x4d,82.182,17.818,96.230,3.770,25.03,224,0.875,bilinear
|
||||
ecaresnet101d,82.172,17.828,96.046,3.954,44.57,224,0.875,bicubic
|
||||
tresnet_xl,82.054,17.946,95.936,4.064,78.44,224,0.875,bilinear
|
||||
efficientnet_b3a,81.866,18.134,95.836,4.164,12.23,320,1.000,bicubic
|
||||
ssl_resnext101_32x16d,81.844,18.156,96.096,3.904,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b3_ap,81.822,18.178,95.624,4.376,12.23,300,0.904,bicubic
|
||||
tresnet_m_448,81.714,18.286,95.572,4.428,31.39,448,0.875,bilinear
|
||||
tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic
|
||||
rexnet_200,81.632,18.368,95.668,4.332,16.37,224,0.875,bicubic
|
||||
ssl_resnext101_32x8d,81.616,18.384,96.038,3.962,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_lite4,81.536,18.464,95.668,4.332,13.01,380,0.920,bilinear
|
||||
efficientnet_b3,81.494,18.506,95.716,4.284,12.23,300,0.904,bicubic
|
||||
tresnet_l,81.488,18.512,95.624,4.376,55.99,224,0.875,bilinear
|
||||
tf_efficientnet_b1_ns,81.388,18.612,95.738,4.262,7.79,240,0.882,bicubic
|
||||
gluon_senet154,81.234,18.766,95.348,4.652,115.09,224,0.875,bicubic
|
||||
swsl_resnet50,81.166,18.834,95.972,4.028,25.56,224,0.875,bilinear
|
||||
resnest50d_4s2x40d,81.108,18.892,95.558,4.442,30.42,224,0.875,bicubic
|
||||
gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic
|
||||
resnest50d_1s4x24d,80.988,19.012,95.322,4.678,25.68,224,0.875,bicubic
|
||||
resnest50d,80.974,19.026,95.378,4.622,27.48,224,0.875,bilinear
|
||||
ssl_resnext101_32x4d,80.924,19.076,95.728,4.272,44.18,224,0.875,bilinear
|
||||
gluon_seresnext101_32x4d,80.904,19.096,95.294,4.706,48.96,224,0.875,bicubic
|
||||
gluon_seresnext101_64x4d,80.894,19.106,95.308,4.692,88.23,224,0.875,bicubic
|
||||
efficientnet_b3_pruned,80.858,19.142,95.242,4.758,9.86,300,0.904,bicubic
|
||||
ecaresnet101d_pruned,80.818,19.182,95.628,4.372,24.88,224,0.875,bicubic
|
||||
regnety_320,80.812,19.188,95.244,4.756,145.05,224,0.875,bicubic
|
||||
tresnet_m,80.802,19.198,94.860,5.140,31.39,224,0.875,bilinear
|
||||
efficientnet_b2a,80.612,19.388,95.318,4.682,9.11,288,1.000,bicubic
|
||||
gluon_resnext101_64x4d,80.604,19.396,94.988,5.012,83.46,224,0.875,bicubic
|
||||
ecaresnet50d,80.592,19.408,95.320,4.680,25.58,224,0.875,bicubic
|
||||
mixnet_xl,80.476,19.524,94.936,5.064,11.90,224,0.875,bicubic
|
||||
gluon_resnet152_v1d,80.474,19.526,95.206,4.794,60.21,224,0.875,bicubic
|
||||
ecaresnetlight,80.462,19.538,95.250,4.750,30.16,224,0.875,bicubic
|
||||
inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.897,bicubic
|
||||
tf_efficientnet_el,80.440,19.560,95.164,4.836,10.59,300,0.904,bicubic
|
||||
gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic
|
||||
efficientnet_b2,80.392,19.608,95.076,4.924,9.11,260,0.875,bicubic
|
||||
regnety_120,80.366,19.634,95.126,4.874,51.82,224,0.875,bicubic
|
||||
gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
|
||||
ssl_resnext50_32x4d,80.328,19.672,95.404,4.596,25.03,224,0.875,bilinear
|
||||
tf_efficientnet_b2_ap,80.306,19.694,95.028,4.972,9.11,260,0.89,bicubic
|
||||
gluon_resnet101_v1s,80.3,19.7,95.15,4.85,44.67,224,0.875,bicubic
|
||||
regnety_160,80.3,19.7,94.962,5.038,83.59,224,0.875,bicubic
|
||||
regnetx_320,80.246,19.754,95.022,4.978,107.81,224,0.875,bicubic
|
||||
seresnext101_32x4d,80.236,19.764,95.028,4.972,48.96,224,0.875,bilinear
|
||||
dpn107,80.164,19.836,94.912,5.088,86.92,224,0.875,bicubic
|
||||
inception_v4,80.156,19.844,94.974,5.026,42.68,299,0.875,bicubic
|
||||
skresnext50_32x4d,80.15,19.85,94.644,5.356,27.48,224,0.875,bicubic
|
||||
tf_efficientnet_b2,80.09,19.91,94.906,5.094,9.11,260,0.89,bicubic
|
||||
dpn92,80.016,19.984,94.838,5.162,37.67,224,0.875,bicubic
|
||||
ens_adv_inception_resnet_v2,79.976,20.024,94.946,5.054,55.84,299,0.8975,bicubic
|
||||
efficientnet_b2_pruned,79.918,20.082,94.848,5.152,8.31,260,0.89,bicubic
|
||||
gluon_resnet152_v1c,79.916,20.084,94.842,5.158,60.21,224,0.875,bicubic
|
||||
gluon_seresnext50_32x4d,79.912,20.088,94.818,5.182,27.56,224,0.875,bicubic
|
||||
regnety_080,79.868,20.132,94.832,5.168,39.18,224,0.875,bicubic
|
||||
regnetx_160,79.866,20.134,94.828,5.172,54.28,224,0.875,bicubic
|
||||
dpn131,79.828,20.172,94.704,5.296,79.25,224,0.875,bicubic
|
||||
tf_efficientnet_lite3,79.812,20.188,94.914,5.086,8.2,300,0.904,bilinear
|
||||
resnext50_32x4d,79.762,20.238,94.6,5.4,25.03,224,0.875,bicubic
|
||||
ecaresnet50d_pruned,79.718,20.282,94.89,5.11,19.94,224,0.875,bicubic
|
||||
regnety_064,79.712,20.288,94.774,5.226,30.58,224,0.875,bicubic
|
||||
gluon_resnet152_v1b,79.692,20.308,94.738,5.262,60.19,224,0.875,bicubic
|
||||
resnext50d_32x4d,79.674,20.326,94.868,5.132,25.05,224,0.875,bicubic
|
||||
dpn98,79.636,20.364,94.594,5.406,61.57,224,0.875,bicubic
|
||||
gluon_xception65,79.604,20.396,94.748,5.252,39.92,299,0.875,bicubic
|
||||
regnetx_120,79.59,20.41,94.74,5.26,46.11,224,0.875,bicubic
|
||||
gluon_resnet101_v1c,79.544,20.456,94.586,5.414,44.57,224,0.875,bicubic
|
||||
hrnet_w64,79.472,20.528,94.65,5.35,128.06,224,0.875,bilinear
|
||||
dla102x2,79.452,20.548,94.644,5.356,41.75,224,0.875,bilinear
|
||||
gluon_resnext50_32x4d,79.356,20.644,94.424,5.576,25.03,224,0.875,bicubic
|
||||
ese_vovnet39b,79.32,20.68,94.71,5.29,24.57,224,0.875,bicubic
|
||||
resnext101_32x8d,79.312,20.688,94.526,5.474,88.79,224,0.875,bilinear
|
||||
hrnet_w48,79.31,20.69,94.518,5.482,77.47,224,0.875,bilinear
|
||||
gluon_resnet101_v1b,79.304,20.696,94.524,5.476,44.55,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b1_8e,79.298,20.702,94.364,5.636,39.72,240,0.882,bicubic
|
||||
resnetblur50,79.29,20.71,94.632,5.368,25.56,224,0.875,bicubic
|
||||
tf_efficientnet_b1_ap,79.278,20.722,94.308,5.692,7.79,240,0.882,bicubic
|
||||
ssl_resnet50,79.228,20.772,94.832,5.168,25.56,224,0.875,bilinear
|
||||
regnety_040,79.222,20.778,94.656,5.344,20.65,224,0.875,bicubic
|
||||
res2net50_26w_8s,79.21,20.79,94.362,5.638,48.4,224,0.875,bilinear
|
||||
regnetx_080,79.198,20.802,94.558,5.442,39.57,224,0.875,bicubic
|
||||
res2net101_26w_4s,79.196,20.804,94.44,5.56,45.21,224,0.875,bilinear
|
||||
seresnext50_32x4d,79.076,20.924,94.434,5.566,27.56,224,0.875,bilinear
|
||||
gluon_resnet50_v1d,79.074,20.926,94.476,5.524,25.58,224,0.875,bicubic
|
||||
regnetx_064,79.066,20.934,94.456,5.544,26.21,224,0.875,bicubic
|
||||
xception,79.048,20.952,94.392,5.608,22.86,299,0.8975,bicubic
|
||||
resnet50,79.032,20.968,94.384,5.616,25.56,224,0.875,bicubic
|
||||
mixnet_l,78.976,21.024,94.184,5.816,7.33,224,0.875,bicubic
|
||||
hrnet_w40,78.934,21.066,94.466,5.534,57.56,224,0.875,bilinear
|
||||
hrnet_w44,78.894,21.106,94.37,5.63,67.06,224,0.875,bilinear
|
||||
regnety_032,78.87,21.13,94.402,5.598,19.44,224,0.875,bicubic
|
||||
wide_resnet101_2,78.846,21.154,94.284,5.716,126.89,224,0.875,bilinear
|
||||
tf_efficientnet_b1,78.832,21.168,94.196,5.804,7.79,240,0.882,bicubic
|
||||
gluon_inception_v3,78.804,21.196,94.38,5.62,23.83,299,0.875,bicubic
|
||||
tf_mixnet_l,78.77,21.23,94.004,5.996,7.33,224,0.875,bicubic
|
||||
gluon_resnet50_v1s,78.712,21.288,94.242,5.758,25.68,224,0.875,bicubic
|
||||
dla169,78.71,21.29,94.338,5.662,53.99,224,0.875,bilinear
|
||||
efficientnet_b1,78.698,21.302,94.152,5.848,7.79,240,0.875,bicubic
|
||||
tf_efficientnet_em,78.698,21.302,94.32,5.68,6.9,240,0.882,bicubic
|
||||
seresnet152,78.658,21.342,94.374,5.626,66.82,224,0.875,bilinear
|
||||
tf_efficientnet_b0_ns,78.652,21.348,94.368,5.632,5.29,224,0.875,bicubic
|
||||
res2net50_26w_6s,78.574,21.426,94.126,5.874,37.05,224,0.875,bilinear
|
||||
dla102x,78.508,21.492,94.234,5.766,26.77,224,0.875,bilinear
|
||||
regnetx_040,78.486,21.514,94.242,5.758,22.12,224,0.875,bicubic
|
||||
resnest26d,78.482,21.518,94.29,5.71,17.07,224,0.875,bilinear
|
||||
dla60_res2net,78.472,21.528,94.204,5.796,21.15,224,0.875,bilinear
|
||||
wide_resnet50_2,78.468,21.532,94.086,5.914,68.88,224,0.875,bilinear
|
||||
dla60_res2next,78.448,21.552,94.144,5.856,17.33,224,0.875,bilinear
|
||||
hrnet_w32,78.448,21.552,94.188,5.812,41.23,224,0.875,bilinear
|
||||
selecsls60b,78.418,21.582,94.166,5.834,32.77,224,0.875,bicubic
|
||||
seresnet101,78.396,21.604,94.258,5.742,49.33,224,0.875,bilinear
|
||||
resnet152,78.312,21.688,94.046,5.954,60.19,224,0.875,bilinear
|
||||
dla60x,78.242,21.758,94.022,5.978,17.65,224,0.875,bilinear
|
||||
efficientnet_b1_pruned,78.242,21.758,93.832,6.168,6.33,240,0.882,bicubic
|
||||
res2next50,78.242,21.758,93.892,6.108,24.67,224,0.875,bilinear
|
||||
hrnet_w30,78.196,21.804,94.22,5.78,37.71,224,0.875,bilinear
|
||||
regnetx_032,78.166,21.834,94.08,5.92,15.3,224,0.875,bicubic
|
||||
res2net50_14w_8s,78.152,21.848,93.842,6.158,25.06,224,0.875,bilinear
|
||||
efficientnet_es,78.054,21.946,93.93,6.07,5.44,224,0.875,bicubic
|
||||
dla102,78.026,21.974,93.95,6.05,33.73,224,0.875,bilinear
|
||||
gluon_resnet50_v1c,78.01,21.99,93.988,6.012,25.58,224,0.875,bicubic
|
||||
seresnext26tn_32x4d,77.99,22.01,93.748,6.252,16.81,224,0.875,bicubic
|
||||
seresnext26t_32x4d,77.988,22.012,93.706,6.294,16.82,224,0.875,bicubic
|
||||
selecsls60,77.982,22.018,93.832,6.168,30.67,224,0.875,bicubic
|
||||
res2net50_26w_4s,77.946,22.054,93.852,6.148,25.7,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b0_8e,77.908,22.092,93.656,6.344,24.01,224,0.875,bicubic
|
||||
tf_inception_v3,77.856,22.144,93.644,6.356,23.83,299,0.875,bicubic
|
||||
regnety_016,77.852,22.148,93.716,6.284,11.2,224,0.875,bicubic
|
||||
efficientnet_b0,77.692,22.308,93.532,6.468,5.29,224,0.875,bicubic
|
||||
seresnet50,77.636,22.364,93.752,6.248,28.09,224,0.875,bilinear
|
||||
tv_resnext50_32x4d,77.618,22.382,93.698,6.302,25.03,224,0.875,bilinear
|
||||
seresnext26d_32x4d,77.604,22.396,93.612,6.388,16.81,224,0.875,bicubic
|
||||
adv_inception_v3,77.58,22.42,93.724,6.276,23.83,299,0.875,bicubic
|
||||
gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic
|
||||
dpn68b,77.514,22.486,93.822,6.178,12.61,224,0.875,bicubic
|
||||
res2net50_48w_2s,77.514,22.486,93.548,6.452,25.29,224,0.875,bilinear
|
||||
tf_efficientnet_lite2,77.46,22.54,93.746,6.254,6.09,260,0.89,bicubic
|
||||
inception_v3,77.436,22.564,93.476,6.524,23.83,299,0.875,bicubic
|
||||
resnet101,77.374,22.626,93.546,6.454,44.55,224,0.875,bilinear
|
||||
densenet161,77.348,22.652,93.648,6.352,28.68,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_4e,77.304,22.696,93.332,6.668,13.31,224,0.875,bicubic
|
||||
mobilenetv2_120d,77.294,22.706,93.502,6.498,5.83,224,0.875,bicubic
|
||||
densenet201,77.29,22.71,93.478,6.522,20.01,224,0.875,bicubic
|
||||
tf_efficientnet_es,77.264,22.736,93.6,6.4,5.44,224,0.875,bicubic
|
||||
mixnet_m,77.256,22.744,93.418,6.582,5.01,224,0.875,bicubic
|
||||
selecsls42b,77.176,22.824,93.392,6.608,32.46,224,0.875,bicubic
|
||||
seresnext26_32x4d,77.1,22.9,93.31,6.69,16.79,224,0.875,bicubic
|
||||
tf_efficientnet_b0_ap,77.084,22.916,93.254,6.746,5.29,224,0.875,bicubic
|
||||
dla60,77.024,22.976,93.308,6.692,22.33,224,0.875,bilinear
|
||||
tf_mixnet_m,76.95,23.05,93.156,6.844,5.01,224,0.875,bicubic
|
||||
regnetx_016,76.93,23.07,93.418,6.582,9.19,224,0.875,bicubic
|
||||
skresnet34,76.91,23.09,93.316,6.684,22.28,224,0.875,bicubic
|
||||
tf_efficientnet_b0,76.84,23.16,93.226,6.774,5.29,224,0.875,bicubic
|
||||
hrnet_w18,76.756,23.244,93.442,6.558,21.3,224,0.875,bilinear
|
||||
resnet26d,76.68,23.32,93.166,6.834,16.01,224,0.875,bicubic
|
||||
tf_efficientnet_lite1,76.638,23.362,93.232,6.768,5.42,240,0.882,bicubic
|
||||
densenetblur121d,76.576,23.424,93.19,6.81,8.0,224,0.875,bicubic
|
||||
mobilenetv2_140,76.524,23.476,92.99,7.01,6.11,224,0.875,bicubic
|
||||
regnety_008,76.314,23.686,93.062,6.938,6.26,224,0.875,bicubic
|
||||
dpn68,76.306,23.694,92.97,7.03,12.61,224,0.875,bicubic
|
||||
tv_resnet50,76.13,23.87,92.862,7.138,25.56,224,0.875,bilinear
|
||||
mixnet_s,75.988,24.012,92.794,7.206,4.13,224,0.875,bicubic
|
||||
densenet169,75.912,24.088,93.024,6.976,14.15,224,0.875,bicubic
|
||||
mobilenetv3_large_100,75.768,24.232,92.54,7.46,5.48,224,0.875,bicubic
|
||||
tf_mixnet_s,75.648,24.352,92.636,7.364,4.13,224,0.875,bicubic
|
||||
mobilenetv3_rw,75.628,24.372,92.71,7.29,5.48,224,0.875,bicubic
|
||||
densenet121,75.574,24.426,92.656,7.344,7.98,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_100,75.516,24.484,92.6,7.4,5.48,224,0.875,bilinear
|
||||
resnest14d,75.504,24.496,92.514,7.486,10.61,224,0.875,bilinear
|
||||
semnasnet_100,75.456,24.544,92.592,7.408,3.89,224,0.875,bicubic
|
||||
resnet26,75.292,24.708,92.57,7.43,16.0,224,0.875,bicubic
|
||||
regnety_006,75.26,24.74,92.528,7.472,6.06,224,0.875,bicubic
|
||||
hrnet_w18_small_v2,75.126,24.874,92.416,7.584,15.6,224,0.875,bilinear
|
||||
fbnetc_100,75.12,24.88,92.386,7.614,5.57,224,0.875,bilinear
|
||||
resnet34,75.112,24.888,92.288,7.712,21.8,224,0.875,bilinear
|
||||
mobilenetv2_110d,75.052,24.948,92.18,7.82,4.52,224,0.875,bicubic
|
||||
regnetx_008,75.022,24.978,92.344,7.656,7.26,224,0.875,bicubic
|
||||
tf_efficientnet_lite0,74.842,25.158,92.17,7.83,4.65,224,0.875,bicubic
|
||||
seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear
|
||||
tv_densenet121,74.752,25.248,92.152,7.848,7.98,224,0.875,bicubic
|
||||
mnasnet_100,74.656,25.344,92.126,7.874,4.38,224,0.875,bicubic
|
||||
dla34,74.636,25.364,92.064,7.936,15.78,224,0.875,bilinear
|
||||
gluon_resnet34_v1b,74.58,25.42,91.988,8.012,21.8,224,0.875,bicubic
|
||||
spnasnet_100,74.08,25.92,91.832,8.168,4.42,224,0.875,bilinear
|
||||
regnety_004,74.026,25.974,91.748,8.252,4.34,224,0.875,bicubic
|
||||
regnetx_006,73.862,26.138,91.68,8.32,6.2,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_075,73.442,26.558,91.352,8.648,3.99,224,0.875,bilinear
|
||||
tv_resnet34,73.314,26.686,91.42,8.58,21.8,224,0.875,bilinear
|
||||
swsl_resnet18,73.286,26.714,91.732,8.268,11.69,224,0.875,bilinear
|
||||
skresnet18,73.044,26.956,91.178,8.822,11.96,224,0.875,bicubic
|
||||
mobilenetv2_100,72.978,27.022,91.016,8.984,3.5,224,0.875,bicubic
|
||||
ssl_resnet18,72.6,27.4,91.416,8.584,11.69,224,0.875,bilinear
|
||||
regnetx_004,72.406,27.594,90.83,9.17,5.16,224,0.875,bicubic
|
||||
hrnet_w18_small,72.342,27.658,90.672,9.328,13.19,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_minimal_100,72.244,27.756,90.636,9.364,3.92,224,0.875,bilinear
|
||||
seresnet18,71.758,28.242,90.334,9.666,11.78,224,0.875,bicubic
|
||||
gluon_resnet18_v1b,70.83,29.17,89.756,10.244,11.69,224,0.875,bicubic
|
||||
regnety_002,70.282,29.718,89.54,10.46,3.16,224,0.875,bicubic
|
||||
resnet18,69.758,30.242,89.078,10.922,11.69,224,0.875,bilinear
|
||||
regnetx_002,68.754,31.246,88.548,11.452,2.68,224,0.875,bicubic
|
||||
tf_mobilenetv3_small_100,67.918,32.082,87.662,12.338,2.54,224,0.875,bilinear
|
||||
dla60x_c,67.908,32.092,88.434,11.566,1.34,224,0.875,bilinear
|
||||
dla46x_c,65.98,34.02,86.98,13.02,1.08,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_075,65.718,34.282,86.136,13.864,2.04,224,0.875,bilinear
|
||||
dla46_c,64.878,35.122,86.286,13.714,1.31,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_minimal_100,62.898,37.102,84.23,15.77,2.04,224,0.875,bilinear
|
||||
ssl_resnext50_32x4d,80.318,19.682,95.406,4.594,25.03,224,0.875,bilinear
|
||||
rexnet_150,80.310,19.690,95.166,4.834,9.73,224,0.875,bicubic
|
||||
gluon_resnet101_v1s,80.302,19.698,95.160,4.840,44.67,224,0.875,bicubic
|
||||
tf_efficientnet_b2_ap,80.300,19.700,95.028,4.972,9.11,260,0.890,bicubic
|
||||
regnety_160,80.296,19.704,94.962,5.038,83.59,224,0.875,bicubic
|
||||
seresnet50,80.274,19.726,95.070,4.930,28.09,224,0.875,bicubic
|
||||
regnetx_320,80.246,19.754,95.026,4.974,107.81,224,0.875,bicubic
|
||||
inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic
|
||||
dpn107,80.156,19.844,94.910,5.090,86.92,224,0.875,bicubic
|
||||
skresnext50_32x4d,80.156,19.844,94.642,5.358,27.48,224,0.875,bicubic
|
||||
tf_efficientnet_b2,80.086,19.914,94.908,5.092,9.11,260,0.890,bicubic
|
||||
cspdarknet53,80.058,19.942,95.084,4.916,27.64,256,0.887,bilinear
|
||||
cspresnext50,80.040,19.960,94.944,5.056,20.57,224,0.875,bilinear
|
||||
dpn92,80.008,19.992,94.836,5.164,37.67,224,0.875,bicubic
|
||||
ens_adv_inception_resnet_v2,79.982,20.018,94.936,5.064,55.84,299,0.897,bicubic
|
||||
gluon_seresnext50_32x4d,79.918,20.082,94.822,5.178,27.56,224,0.875,bicubic
|
||||
efficientnet_b2_pruned,79.916,20.084,94.856,5.144,8.31,260,0.890,bicubic
|
||||
gluon_resnet152_v1c,79.910,20.090,94.840,5.160,60.21,224,0.875,bicubic
|
||||
regnety_080,79.876,20.124,94.830,5.170,39.18,224,0.875,bicubic
|
||||
xception71,79.874,20.126,94.922,5.078,42.34,299,0.903,bicubic
|
||||
regnetx_160,79.856,20.144,94.830,5.170,54.28,224,0.875,bicubic
|
||||
dpn131,79.822,20.178,94.710,5.290,79.25,224,0.875,bicubic
|
||||
tf_efficientnet_lite3,79.820,20.180,94.914,5.086,8.20,300,0.904,bilinear
|
||||
resnext50_32x4d,79.768,20.232,94.598,5.402,25.03,224,0.875,bicubic
|
||||
regnety_064,79.722,20.278,94.768,5.232,30.58,224,0.875,bicubic
|
||||
ecaresnet50d_pruned,79.716,20.284,94.880,5.120,19.94,224,0.875,bicubic
|
||||
gluon_xception65,79.716,20.284,94.860,5.140,39.92,299,0.903,bicubic
|
||||
gluon_resnet152_v1b,79.686,20.314,94.736,5.264,60.19,224,0.875,bicubic
|
||||
resnext50d_32x4d,79.676,20.324,94.866,5.134,25.05,224,0.875,bicubic
|
||||
dpn98,79.642,20.358,94.598,5.402,61.57,224,0.875,bicubic
|
||||
regnetx_120,79.596,20.404,94.738,5.262,46.11,224,0.875,bicubic
|
||||
xception65,79.552,20.448,94.654,5.346,39.92,299,0.903,bicubic
|
||||
gluon_resnet101_v1c,79.534,20.466,94.578,5.422,44.57,224,0.875,bicubic
|
||||
rexnet_130,79.500,20.500,94.682,5.318,7.56,224,0.875,bicubic
|
||||
hrnet_w64,79.474,20.526,94.652,5.348,128.06,224,0.875,bilinear
|
||||
dla102x2,79.448,20.552,94.640,5.360,41.28,224,0.875,bilinear
|
||||
gluon_resnext50_32x4d,79.354,20.646,94.426,5.574,25.03,224,0.875,bicubic
|
||||
ese_vovnet39b,79.320,20.680,94.712,5.288,24.57,224,0.875,bicubic
|
||||
resnext101_32x8d,79.308,20.692,94.518,5.482,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b1_8e,79.308,20.692,94.370,5.630,39.72,240,0.882,bicubic
|
||||
gluon_resnet101_v1b,79.306,20.694,94.524,5.476,44.55,224,0.875,bicubic
|
||||
hrnet_w48,79.300,20.700,94.512,5.488,77.47,224,0.875,bilinear
|
||||
resnetblur50,79.286,20.714,94.638,5.362,25.56,224,0.875,bicubic
|
||||
tf_efficientnet_b1_ap,79.280,20.720,94.306,5.694,7.79,240,0.882,bicubic
|
||||
ssl_resnet50,79.222,20.778,94.832,5.168,25.56,224,0.875,bilinear
|
||||
regnety_040,79.220,20.780,94.656,5.344,20.65,224,0.875,bicubic
|
||||
dpn68b,79.216,20.784,94.414,5.586,12.61,224,0.875,bicubic
|
||||
res2net50_26w_8s,79.198,20.802,94.368,5.632,48.40,224,0.875,bilinear
|
||||
res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear
|
||||
regnetx_080,79.194,20.806,94.560,5.440,39.57,224,0.875,bicubic
|
||||
gluon_resnet50_v1d,79.074,20.926,94.470,5.530,25.58,224,0.875,bicubic
|
||||
regnetx_064,79.072,20.928,94.458,5.542,26.21,224,0.875,bicubic
|
||||
xception,79.052,20.948,94.392,5.608,22.86,299,0.897,bicubic
|
||||
resnet50,79.038,20.962,94.390,5.610,25.56,224,0.875,bicubic
|
||||
mixnet_l,78.976,21.024,94.182,5.818,7.33,224,0.875,bicubic
|
||||
hrnet_w40,78.920,21.080,94.470,5.530,57.56,224,0.875,bilinear
|
||||
hrnet_w44,78.896,21.104,94.368,5.632,67.06,224,0.875,bilinear
|
||||
regnety_032,78.886,21.114,94.412,5.588,19.44,224,0.875,bicubic
|
||||
wide_resnet101_2,78.856,21.144,94.282,5.718,126.89,224,0.875,bilinear
|
||||
tf_efficientnet_b1,78.826,21.174,94.198,5.802,7.79,240,0.882,bicubic
|
||||
gluon_inception_v3,78.806,21.194,94.370,5.630,23.83,299,0.875,bicubic
|
||||
tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic
|
||||
gluon_resnet50_v1s,78.712,21.288,94.238,5.762,25.68,224,0.875,bicubic
|
||||
tf_efficientnet_em,78.708,21.292,94.314,5.686,6.90,240,0.882,bicubic
|
||||
efficientnet_b1,78.698,21.302,94.144,5.856,7.79,240,0.875,bicubic
|
||||
dla169,78.688,21.312,94.336,5.664,53.39,224,0.875,bilinear
|
||||
tf_efficientnet_b0_ns,78.658,21.342,94.376,5.624,5.29,224,0.875,bicubic
|
||||
res2net50_26w_6s,78.570,21.430,94.124,5.876,37.05,224,0.875,bilinear
|
||||
xception41,78.516,21.484,94.278,5.722,26.97,299,0.903,bicubic
|
||||
dla102x,78.510,21.490,94.228,5.772,26.31,224,0.875,bilinear
|
||||
regnetx_040,78.482,21.518,94.244,5.756,22.12,224,0.875,bicubic
|
||||
resnest26d,78.478,21.522,94.298,5.702,17.07,224,0.875,bilinear
|
||||
wide_resnet50_2,78.478,21.522,94.094,5.906,68.88,224,0.875,bilinear
|
||||
dla60_res2net,78.464,21.536,94.206,5.794,20.85,224,0.875,bilinear
|
||||
hrnet_w32,78.450,21.550,94.186,5.814,41.23,224,0.875,bilinear
|
||||
dla60_res2next,78.440,21.560,94.152,5.848,17.03,224,0.875,bilinear
|
||||
selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic
|
||||
resnet152,78.312,21.688,94.038,5.962,60.19,224,0.875,bilinear
|
||||
dla60x,78.246,21.754,94.018,5.982,17.35,224,0.875,bilinear
|
||||
res2next50,78.246,21.754,93.892,6.108,24.67,224,0.875,bilinear
|
||||
efficientnet_b1_pruned,78.236,21.764,93.834,6.166,6.33,240,0.882,bicubic
|
||||
hrnet_w30,78.206,21.794,94.222,5.778,37.71,224,0.875,bilinear
|
||||
regnetx_032,78.172,21.828,94.088,5.912,15.30,224,0.875,bicubic
|
||||
res2net50_14w_8s,78.150,21.850,93.848,6.152,25.06,224,0.875,bilinear
|
||||
efficientnet_es,78.066,21.934,93.926,6.074,5.44,224,0.875,bicubic
|
||||
dla102,78.032,21.968,93.946,6.054,33.27,224,0.875,bilinear
|
||||
gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic
|
||||
seresnext26t_32x4d,77.998,22.002,93.708,6.292,16.82,224,0.875,bicubic
|
||||
seresnext26tn_32x4d,77.986,22.014,93.746,6.254,16.81,224,0.875,bicubic
|
||||
selecsls60,77.982,22.018,93.828,6.172,30.67,224,0.875,bicubic
|
||||
res2net50_26w_4s,77.964,22.036,93.854,6.146,25.70,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b0_8e,77.908,22.092,93.654,6.346,24.01,224,0.875,bicubic
|
||||
regnety_016,77.862,22.138,93.720,6.280,11.20,224,0.875,bicubic
|
||||
rexnet_100,77.858,22.142,93.870,6.130,4.80,224,0.875,bicubic
|
||||
tf_inception_v3,77.858,22.142,93.638,6.362,23.83,299,0.875,bicubic
|
||||
efficientnet_b0,77.698,22.302,93.532,6.468,5.29,224,0.875,bicubic
|
||||
tv_resnext50_32x4d,77.620,22.380,93.696,6.304,25.03,224,0.875,bilinear
|
||||
seresnext26d_32x4d,77.602,22.398,93.608,6.392,16.81,224,0.875,bicubic
|
||||
adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic
|
||||
gluon_resnet50_v1b,77.580,22.420,93.716,6.284,25.56,224,0.875,bicubic
|
||||
res2net50_48w_2s,77.522,22.478,93.554,6.446,25.29,224,0.875,bilinear
|
||||
tf_efficientnet_lite2,77.468,22.532,93.754,6.246,6.09,260,0.890,bicubic
|
||||
inception_v3,77.440,22.560,93.476,6.524,23.83,299,0.875,bicubic
|
||||
resnet101,77.374,22.626,93.540,6.460,44.55,224,0.875,bilinear
|
||||
densenet161,77.358,22.642,93.638,6.362,28.68,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_4e,77.306,22.694,93.334,6.666,13.31,224,0.875,bicubic
|
||||
densenet201,77.286,22.714,93.478,6.522,20.01,224,0.875,bicubic
|
||||
mobilenetv2_120d,77.284,22.716,93.492,6.508,5.83,224,0.875,bicubic
|
||||
mixnet_m,77.260,22.740,93.424,6.576,5.01,224,0.875,bicubic
|
||||
tf_efficientnet_es,77.258,22.742,93.594,6.406,5.44,224,0.875,bicubic
|
||||
selecsls42b,77.174,22.826,93.390,6.610,32.46,224,0.875,bicubic
|
||||
tf_efficientnet_b0_ap,77.086,22.914,93.256,6.744,5.29,224,0.875,bicubic
|
||||
dla60,77.032,22.968,93.318,6.682,22.04,224,0.875,bilinear
|
||||
regnetx_016,76.950,23.050,93.420,6.580,9.19,224,0.875,bicubic
|
||||
tf_mixnet_m,76.942,23.058,93.152,6.848,5.01,224,0.875,bicubic
|
||||
skresnet34,76.912,23.088,93.322,6.678,22.28,224,0.875,bicubic
|
||||
tf_efficientnet_b0,76.848,23.152,93.228,6.772,5.29,224,0.875,bicubic
|
||||
ese_vovnet19b_dw,76.798,23.202,93.268,6.732,6.54,224,0.875,bicubic
|
||||
hrnet_w18,76.758,23.242,93.444,6.556,21.30,224,0.875,bilinear
|
||||
resnet26d,76.696,23.304,93.150,6.850,16.01,224,0.875,bicubic
|
||||
tf_efficientnet_lite1,76.642,23.358,93.226,6.774,5.42,240,0.882,bicubic
|
||||
densenetblur121d,76.588,23.412,93.192,6.808,8.00,224,0.875,bicubic
|
||||
mobilenetv2_140,76.516,23.484,92.996,7.004,6.11,224,0.875,bicubic
|
||||
dpn68,76.318,23.682,92.978,7.022,12.61,224,0.875,bicubic
|
||||
regnety_008,76.316,23.684,93.066,6.934,6.26,224,0.875,bicubic
|
||||
tv_resnet50,76.138,23.862,92.864,7.136,25.56,224,0.875,bilinear
|
||||
mixnet_s,75.992,24.008,92.796,7.204,4.13,224,0.875,bicubic
|
||||
densenet169,75.906,24.094,93.026,6.974,14.15,224,0.875,bicubic
|
||||
mobilenetv3_large_100,75.766,24.234,92.542,7.458,5.48,224,0.875,bicubic
|
||||
tf_mixnet_s,75.650,24.350,92.628,7.372,4.13,224,0.875,bicubic
|
||||
mobilenetv3_rw,75.634,24.366,92.708,7.292,5.48,224,0.875,bicubic
|
||||
densenet121,75.578,24.422,92.652,7.348,7.98,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_100,75.518,24.482,92.606,7.394,5.48,224,0.875,bilinear
|
||||
resnest14d,75.506,24.494,92.518,7.482,10.61,224,0.875,bilinear
|
||||
efficientnet_lite0,75.484,24.516,92.510,7.490,4.65,224,0.875,bicubic
|
||||
semnasnet_100,75.448,24.552,92.604,7.396,3.89,224,0.875,bicubic
|
||||
resnet26,75.292,24.708,92.570,7.430,16.00,224,0.875,bicubic
|
||||
regnety_006,75.246,24.754,92.532,7.468,6.06,224,0.875,bicubic
|
||||
fbnetc_100,75.124,24.876,92.386,7.614,5.57,224,0.875,bilinear
|
||||
hrnet_w18_small_v2,75.114,24.886,92.416,7.584,15.60,224,0.875,bilinear
|
||||
resnet34,75.110,24.890,92.284,7.716,21.80,224,0.875,bilinear
|
||||
regnetx_008,75.038,24.962,92.336,7.664,7.26,224,0.875,bicubic
|
||||
mobilenetv2_110d,75.036,24.964,92.186,7.814,4.52,224,0.875,bicubic
|
||||
tf_efficientnet_lite0,74.830,25.170,92.176,7.824,4.65,224,0.875,bicubic
|
||||
tv_densenet121,74.738,25.262,92.150,7.850,7.98,224,0.875,bicubic
|
||||
mnasnet_100,74.658,25.342,92.114,7.886,4.38,224,0.875,bicubic
|
||||
dla34,74.630,25.370,92.078,7.922,15.74,224,0.875,bilinear
|
||||
gluon_resnet34_v1b,74.588,25.412,91.990,8.010,21.80,224,0.875,bicubic
|
||||
spnasnet_100,74.084,25.916,91.818,8.182,4.42,224,0.875,bilinear
|
||||
regnety_004,74.034,25.966,91.752,8.248,4.34,224,0.875,bicubic
|
||||
regnetx_006,73.852,26.148,91.672,8.328,6.20,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_075,73.438,26.562,91.350,8.650,3.99,224,0.875,bilinear
|
||||
tv_resnet34,73.312,26.688,91.426,8.574,21.80,224,0.875,bilinear
|
||||
swsl_resnet18,73.276,26.724,91.734,8.266,11.69,224,0.875,bilinear
|
||||
skresnet18,73.038,26.962,91.168,8.832,11.96,224,0.875,bicubic
|
||||
mobilenetv2_100,72.970,27.030,91.016,8.984,3.50,224,0.875,bicubic
|
||||
ssl_resnet18,72.610,27.390,91.416,8.584,11.69,224,0.875,bilinear
|
||||
regnetx_004,72.396,27.604,90.830,9.170,5.16,224,0.875,bicubic
|
||||
hrnet_w18_small,72.342,27.658,90.678,9.322,13.19,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_minimal_100,72.248,27.752,90.630,9.370,3.92,224,0.875,bilinear
|
||||
gluon_resnet18_v1b,70.836,29.164,89.762,10.238,11.69,224,0.875,bicubic
|
||||
regnety_002,70.252,29.748,89.540,10.460,3.16,224,0.875,bicubic
|
||||
resnet18,69.748,30.252,89.078,10.922,11.69,224,0.875,bilinear
|
||||
regnetx_002,68.762,31.238,88.556,11.444,2.68,224,0.875,bicubic
|
||||
tf_mobilenetv3_small_100,67.922,32.078,87.664,12.336,2.54,224,0.875,bilinear
|
||||
dla60x_c,67.892,32.108,88.426,11.574,1.32,224,0.875,bilinear
|
||||
dla46x_c,65.970,34.030,86.980,13.020,1.07,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_075,65.716,34.284,86.130,13.870,2.04,224,0.875,bilinear
|
||||
dla46_c,64.866,35.134,86.292,13.708,1.30,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_minimal_100,62.906,37.094,84.230,15.770,2.04,224,0.875,bilinear
|
||||
|
||||
|
@ -1,215 +1,242 @@
|
||||
model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation
|
||||
tf_efficientnet_l2_ns_475,+1,80.470,-7.764,19.530,95.730,-2.816,4.270,480.31,475,0.936,bicubic
|
||||
tf_efficientnet_l2_ns,-1,80.250,-8.102,19.750,95.850,-2.798,4.150,480.31,800,0.960,bicubic
|
||||
tf_efficientnet_b7_ns,=,78.520,-8.318,21.480,94.370,-3.724,5.630,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ns,=,77.280,-9.182,22.720,93.890,-3.994,6.110,43.04,528,0.942,bicubic
|
||||
ig_resnext101_32x48d,+1,76.870,-8.572,23.130,93.320,-4.252,6.680,828.41,224,0.875,bilinear
|
||||
ig_resnext101_32x32d,+5,76.840,-8.252,23.160,93.190,-4.246,6.810,468.53,224,0.875,bilinear
|
||||
tf_efficientnet_b5_ns,-2,76.820,-9.260,23.180,93.580,-4.174,6.420,30.39,456,0.934,bicubic
|
||||
tf_efficientnet_b7_ap,+2,76.090,-9.028,23.910,92.970,-4.282,7.030,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b8_ap,-1,76.090,-9.278,23.910,92.730,-4.564,7.270,87.41,672,0.954,bicubic
|
||||
ig_resnext101_32x16d,+7,75.710,-8.466,24.290,92.900,-4.296,7.100,194.03,224,0.875,bilinear
|
||||
tf_efficientnet_b4_ns,-2,75.690,-9.468,24.310,93.040,-4.428,6.960,19.34,380,0.922,bicubic
|
||||
swsl_resnext101_32x8d,+2,75.450,-8.844,24.550,92.750,-4.424,7.250,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b6_ap,=,75.380,-9.406,24.620,92.440,-4.698,7.560,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b8,-7,74.930,-10.440,25.070,92.320,-5.072,7.680,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b7,-3,74.720,-10.212,25.280,92.220,-4.988,7.780,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b5_ap,-1,74.590,-9.664,25.410,91.990,-4.986,8.010,30.39,456,0.934,bicubic
|
||||
swsl_resnext101_32x4d,+7,74.150,-9.084,25.850,91.990,-4.766,8.010,44.18,224,0.875,bilinear
|
||||
swsl_resnext101_32x16d,+4,74.010,-9.328,25.990,92.170,-4.682,7.830,194.03,224,0.875,bilinear
|
||||
resnest200e,+1,73.930,-9.904,26.070,91.580,-5.258,8.420,70.20,320,0.875,bilinear
|
||||
tf_efficientnet_b6,-2,73.900,-10.212,26.100,91.750,-5.134,8.250,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b3_ns,-2,73.870,-10.184,26.130,91.860,-5.052,8.140,12.23,300,0.904,bicubic
|
||||
ig_resnext101_32x8d,+7,73.660,-9.028,26.340,92.150,-4.482,7.850,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b5,-2,73.540,-10.276,26.460,91.460,-5.290,8.540,30.39,456,0.934,bicubic
|
||||
resnest269e,-8,73.460,-10.726,26.540,91.680,-5.242,8.320,110.93,416,0.875,bilinear
|
||||
tf_efficientnet_b4_ap,-2,72.890,-10.358,27.110,90.980,-5.408,9.020,19.34,380,0.922,bicubic
|
||||
swsl_resnext50_32x4d,+7,72.580,-9.600,27.420,90.840,-5.388,9.160,25.03,224,0.875,bilinear
|
||||
resnest101e,=,72.550,-10.340,27.450,90.810,-5.514,9.190,48.28,256,0.875,bilinear
|
||||
tresnet_xl_448,-3,72.550,-10.498,27.450,90.310,-5.864,9.690,78.44,448,0.875,bilinear
|
||||
pnasnet5large,-1,72.370,-10.370,27.630,90.260,-5.780,9.740,86.06,331,0.875,bicubic
|
||||
nasnetalarge,=,72.310,-10.248,27.690,90.510,-5.526,9.490,88.75,331,0.875,bicubic
|
||||
tf_efficientnet_b4,-5,72.280,-10.736,27.720,90.600,-5.698,9.400,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b2_ns,-1,72.270,-10.110,27.730,91.090,-5.162,8.910,9.11,260,0.890,bicubic
|
||||
swsl_resnet50,+15,71.690,-9.490,28.310,90.510,-5.476,9.490,25.56,224,0.875,bilinear
|
||||
tresnet_xl,+1,71.650,-10.420,28.350,89.630,-6.298,10.370,78.44,224,0.875,bilinear
|
||||
tresnet_l_448,-3,71.600,-10.668,28.400,90.060,-5.918,9.940,55.99,448,0.875,bilinear
|
||||
ecaresnet101d,-2,71.500,-10.666,28.500,90.310,-5.742,9.690,44.57,224,0.875,bicubic
|
||||
ssl_resnext101_32x8d,+4,71.490,-10.136,28.510,90.470,-5.568,9.530,88.79,224,0.875,bilinear
|
||||
ssl_resnext101_32x16d,-1,71.400,-10.436,28.600,90.550,-5.544,9.450,194.03,224,0.875,bilinear
|
||||
tresnet_m_448,=,71.000,-10.712,29.000,88.680,-6.890,11.320,31.39,448,0.875,bilinear
|
||||
resnest50d_4s2x40d,+9,70.940,-10.174,29.060,89.710,-5.858,10.290,30.42,224,0.875,bicubic
|
||||
tf_efficientnet_b3_ap,-3,70.920,-10.908,29.080,89.430,-6.194,10.570,12.23,300,0.904,bicubic
|
||||
efficientnet_b3a,-6,70.870,-11.004,29.130,89.720,-6.120,10.280,12.23,320,1.000,bicubic
|
||||
tf_efficientnet_b1_ns,+2,70.850,-10.536,29.150,90.110,-5.628,9.890,7.79,240,0.882,bicubic
|
||||
tresnet_l,=,70.830,-10.658,29.170,89.610,-6.018,10.390,55.99,224,0.875,bilinear
|
||||
efficientnet_b3,-2,70.760,-10.738,29.240,89.840,-5.878,10.160,12.23,300,0.904,bicubic
|
||||
tf_efficientnet_b3,-6,70.620,-11.020,29.380,89.440,-6.282,10.560,12.23,300,0.904,bicubic
|
||||
gluon_senet154,=,70.600,-10.624,29.400,88.920,-6.436,11.080,115.09,224,0.875,bicubic
|
||||
ssl_resnext101_32x4d,+5,70.500,-10.428,29.500,89.760,-5.968,10.240,44.18,224,0.875,bilinear
|
||||
senet154,-3,70.480,-10.824,29.520,88.990,-6.508,11.010,115.09,224,0.875,bilinear
|
||||
gluon_seresnext101_64x4d,+5,70.440,-10.450,29.560,89.350,-5.954,10.650,88.23,224,0.875,bicubic
|
||||
resnest50d_1s4x24d,=,70.430,-10.560,29.570,89.240,-6.082,10.760,25.68,224,0.875,bicubic
|
||||
tf_efficientnet_lite4,-10,70.430,-11.098,29.570,89.120,-6.548,10.880,13.01,380,0.920,bilinear
|
||||
resnest50d,-1,70.420,-10.538,29.580,88.760,-6.622,11.240,27.48,224,0.875,bilinear
|
||||
gluon_resnet152_v1s,-4,70.320,-10.692,29.680,88.870,-6.546,11.130,60.32,224,0.875,bicubic
|
||||
ecaresnet101d_pruned,+3,70.120,-10.688,29.880,89.580,-6.048,10.420,24.88,224,0.875,bicubic
|
||||
inception_resnet_v2,+9,70.120,-10.340,29.880,88.680,-6.630,11.320,55.84,299,0.897,bicubic
|
||||
gluon_seresnext101_32x4d,-3,70.010,-10.892,29.990,88.910,-6.384,11.090,48.96,224,0.875,bicubic
|
||||
gluon_resnet152_v1d,+6,69.950,-10.520,30.050,88.470,-6.736,11.530,60.21,224,0.875,bicubic
|
||||
ecaresnet50d,+2,69.830,-10.774,30.170,89.370,-5.952,10.630,25.58,224,0.875,bicubic
|
||||
gluon_resnext101_64x4d,+2,69.690,-10.912,30.310,88.260,-6.734,11.740,83.46,224,0.875,bicubic
|
||||
ssl_resnext50_32x4d,+11,69.690,-10.638,30.310,89.420,-5.984,10.580,25.03,224,0.875,bilinear
|
||||
tresnet_m,-3,69.650,-11.146,30.350,88.000,-6.856,12.000,31.39,224,0.875,bilinear
|
||||
efficientnet_b3_pruned,-7,69.580,-11.276,30.420,88.970,-6.270,11.030,9.86,300,0.904,bicubic
|
||||
ens_adv_inception_resnet_v2,+19,69.520,-10.456,30.480,88.500,-6.446,11.500,55.84,299,0.897,bicubic
|
||||
efficientnet_b2a,-5,69.490,-11.118,30.510,88.680,-6.630,11.320,9.11,288,1.000,bicubic
|
||||
inception_v4,+13,69.350,-10.806,30.650,88.780,-6.194,11.220,42.68,299,0.875,bicubic
|
||||
seresnext101_32x4d,+10,69.340,-10.896,30.660,88.050,-6.978,11.950,48.96,224,0.875,bilinear
|
||||
ecaresnetlight,-2,69.330,-11.124,30.670,89.220,-6.036,10.780,30.16,224,0.875,bicubic
|
||||
gluon_resnet152_v1c,+16,69.130,-10.786,30.870,87.890,-6.952,12.110,60.21,224,0.875,bicubic
|
||||
mixnet_xl,-7,69.080,-11.398,30.920,88.310,-6.622,11.690,11.90,224,0.875,bicubic
|
||||
efficientnet_b2,-2,69.000,-11.402,31.000,88.620,-6.456,11.380,9.11,260,0.875,bicubic
|
||||
gluon_resnet101_v1d,-4,68.990,-11.434,31.010,88.080,-6.940,11.920,44.57,224,0.875,bicubic
|
||||
gluon_xception65,+24,68.980,-10.624,31.020,88.320,-6.428,11.680,39.92,299,0.875,bicubic
|
||||
gluon_resnext101_32x4d,-3,68.960,-11.374,31.040,88.340,-6.586,11.660,44.18,224,0.875,bicubic
|
||||
tf_efficientnet_b2_ap,-2,68.930,-11.376,31.070,88.340,-6.688,11.660,9.11,260,0.890,bicubic
|
||||
gluon_resnet152_v1b,+18,68.810,-10.882,31.190,87.710,-7.028,12.290,60.19,224,0.875,bicubic
|
||||
dpn131,+12,68.760,-11.068,31.240,87.480,-7.224,12.520,79.25,224,0.875,bicubic
|
||||
resnext50d_32x4d,+17,68.750,-10.924,31.250,88.310,-6.558,11.690,25.05,224,0.875,bicubic
|
||||
tf_efficientnet_b2,+2,68.750,-11.340,31.250,87.950,-6.956,12.050,9.11,260,0.890,bicubic
|
||||
gluon_resnet101_v1s,-6,68.720,-11.580,31.280,87.900,-7.250,12.100,44.67,224,0.875,bicubic
|
||||
dpn107,-3,68.710,-11.454,31.290,88.130,-6.782,11.870,86.92,224,0.875,bicubic
|
||||
gluon_seresnext50_32x4d,+4,68.670,-11.242,31.330,88.320,-6.498,11.680,27.56,224,0.875,bicubic
|
||||
hrnet_w64,+17,68.630,-10.842,31.370,88.070,-6.580,11.930,128.06,224,0.875,bilinear
|
||||
resnext50_32x4d,+7,68.610,-11.152,31.390,87.570,-7.030,12.430,25.03,224,0.875,bicubic
|
||||
dpn98,+11,68.580,-11.056,31.420,87.660,-6.934,12.340,61.57,224,0.875,bicubic
|
||||
ssl_resnet50,+24,68.420,-10.808,31.580,88.580,-6.252,11.420,25.56,224,0.875,bilinear
|
||||
ecaresnet50d_pruned,+5,68.390,-11.328,31.610,88.370,-6.520,11.630,19.94,224,0.875,bicubic
|
||||
skresnext50_32x4d,-8,68.390,-11.760,31.610,87.590,-7.054,12.410,27.48,224,0.875,bicubic
|
||||
dla102x2,+12,68.340,-11.112,31.660,87.870,-6.774,12.130,41.75,224,0.875,bilinear
|
||||
efficientnet_b2_pruned,-6,68.300,-11.618,31.700,88.100,-6.748,11.900,8.31,260,0.890,bicubic
|
||||
gluon_resnext50_32x4d,+11,68.280,-11.076,31.720,87.320,-7.104,12.680,25.03,224,0.875,bicubic
|
||||
tf_efficientnet_lite3,-2,68.230,-11.582,31.770,87.720,-7.194,12.280,8.20,300,0.904,bilinear
|
||||
ese_vovnet39b,+10,68.190,-11.130,31.810,88.260,-6.450,11.740,24.57,224,0.875,bicubic
|
||||
tf_efficientnet_el,-27,68.180,-12.268,31.820,88.350,-6.810,11.650,10.59,300,0.904,bicubic
|
||||
dpn92,-13,68.010,-12.006,31.990,87.590,-7.248,12.410,37.67,224,0.875,bicubic
|
||||
gluon_resnet50_v1d,+20,67.910,-11.164,32.090,87.120,-7.356,12.880,25.58,224,0.875,bicubic
|
||||
seresnext50_32x4d,+18,67.870,-11.206,32.130,87.620,-6.814,12.380,27.56,224,0.875,bilinear
|
||||
resnext101_32x8d,+6,67.850,-11.462,32.150,87.480,-7.046,12.520,88.79,224,0.875,bilinear
|
||||
hrnet_w44,+23,67.770,-11.124,32.230,87.530,-6.840,12.470,67.06,224,0.875,bilinear
|
||||
hrnet_w48,+5,67.770,-11.540,32.230,87.420,-7.098,12.580,77.47,224,0.875,bilinear
|
||||
tf_efficientnet_b0_ns,+32,67.720,-10.932,32.280,88.080,-6.288,11.920,5.29,224,0.875,bicubic
|
||||
xception,+16,67.670,-11.378,32.330,87.570,-6.822,12.430,22.86,299,0.897,bicubic
|
||||
dla169,+26,67.610,-11.100,32.390,87.560,-6.778,12.440,53.99,224,0.875,bilinear
|
||||
gluon_inception_v3,+22,67.590,-11.214,32.410,87.460,-6.920,12.540,23.83,299,0.875,bicubic
|
||||
hrnet_w40,+16,67.590,-11.344,32.410,87.130,-7.336,12.870,57.56,224,0.875,bilinear
|
||||
gluon_resnet101_v1c,-7,67.560,-11.984,32.440,87.160,-7.426,12.840,44.57,224,0.875,bicubic
|
||||
seresnet152,+25,67.550,-11.108,32.450,87.390,-6.984,12.610,66.82,224,0.875,bilinear
|
||||
res2net50_26w_8s,+4,67.530,-11.680,32.470,87.270,-7.092,12.730,48.40,224,0.875,bilinear
|
||||
tf_efficientnet_b1_ap,=,67.520,-11.758,32.480,87.770,-6.538,12.230,7.79,240,0.882,bicubic
|
||||
tf_efficientnet_cc_b1_8e,-3,67.480,-11.818,32.520,87.310,-7.054,12.690,39.72,240,0.882,bicubic
|
||||
gluon_resnet101_v1b,-5,67.450,-11.854,32.550,87.230,-7.294,12.770,44.55,224,0.875,bicubic
|
||||
res2net101_26w_4s,+2,67.450,-11.746,32.550,87.010,-7.430,12.990,45.21,224,0.875,bilinear
|
||||
resnet50,+6,67.440,-11.592,32.560,87.420,-6.964,12.580,25.56,224,0.875,bicubic
|
||||
resnetblur50,-6,67.440,-11.850,32.560,87.430,-7.202,12.570,25.56,224,0.875,bicubic
|
||||
resnest26d,+22,67.210,-11.272,32.790,87.180,-7.110,12.820,17.07,224,0.875,bilinear
|
||||
efficientnet_b1,+14,67.160,-11.538,32.840,87.150,-7.002,12.850,7.79,240,0.875,bicubic
|
||||
seresnet101,+26,67.150,-11.246,32.850,87.050,-7.208,12.950,49.33,224,0.875,bilinear
|
||||
gluon_resnet50_v1s,+10,67.100,-11.612,32.900,86.860,-7.382,13.140,25.68,224,0.875,bicubic
|
||||
dla60x,+26,67.080,-11.162,32.920,87.170,-6.852,12.830,17.65,224,0.875,bilinear
|
||||
dla60_res2net,+18,67.030,-11.442,32.970,87.140,-7.064,12.860,21.15,224,0.875,bilinear
|
||||
resnet152,+23,67.020,-11.292,32.980,87.570,-6.476,12.430,60.19,224,0.875,bilinear
|
||||
dla102x,+13,67.000,-11.508,33.000,86.770,-7.464,13.230,26.77,224,0.875,bilinear
|
||||
mixnet_l,-3,66.970,-12.006,33.030,86.940,-7.244,13.060,7.33,224,0.875,bicubic
|
||||
res2net50_26w_6s,+10,66.910,-11.664,33.090,86.900,-7.226,13.100,37.05,224,0.875,bilinear
|
||||
efficientnet_es,+26,66.890,-11.164,33.110,86.730,-7.200,13.270,5.44,224,0.875,bicubic
|
||||
tf_efficientnet_b1,-1,66.890,-11.942,33.110,87.040,-7.156,12.960,7.79,240,0.882,bicubic
|
||||
tf_efficientnet_em,+4,66.870,-11.828,33.130,86.980,-7.340,13.020,6.90,240,0.882,bicubic
|
||||
hrnet_w32,+13,66.790,-11.658,33.210,87.290,-6.898,12.710,41.23,224,0.875,bilinear
|
||||
tf_mixnet_l,-2,66.780,-11.990,33.220,86.460,-7.544,13.540,7.33,224,0.875,bicubic
|
||||
hrnet_w30,+18,66.760,-11.436,33.240,86.790,-7.430,13.210,37.71,224,0.875,bilinear
|
||||
selecsls60b,+11,66.720,-11.698,33.280,86.540,-7.626,13.460,32.77,224,0.875,bicubic
|
||||
wide_resnet101_2,-8,66.680,-12.166,33.320,87.040,-7.244,12.960,126.89,224,0.875,bilinear
|
||||
wide_resnet50_2,+6,66.650,-11.818,33.350,86.810,-7.276,13.190,68.88,224,0.875,bilinear
|
||||
dla60_res2next,+6,66.640,-11.808,33.360,87.020,-7.124,12.980,17.33,224,0.875,bilinear
|
||||
adv_inception_v3,+30,66.600,-10.980,33.400,86.560,-7.164,13.440,23.83,299,0.875,bicubic
|
||||
dla102,+16,66.550,-11.476,33.450,86.910,-7.040,13.090,33.73,224,0.875,bilinear
|
||||
gluon_resnet50_v1c,+16,66.540,-11.470,33.460,86.160,-7.828,13.840,25.58,224,0.875,bicubic
|
||||
tf_inception_v3,+21,66.420,-11.436,33.580,86.680,-6.964,13.320,23.83,299,0.875,bicubic
|
||||
efficientnet_b0,+22,66.250,-11.442,33.750,85.950,-7.582,14.050,5.29,224,0.875,bicubic
|
||||
seresnet50,+22,66.240,-11.396,33.760,86.330,-7.422,13.670,28.09,224,0.875,bilinear
|
||||
selecsls60,+15,66.220,-11.762,33.780,86.330,-7.502,13.670,30.67,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_8e,+16,66.210,-11.698,33.790,86.220,-7.436,13.780,24.01,224,0.875,bicubic
|
||||
tv_resnext50_32x4d,+20,66.180,-11.438,33.820,86.040,-7.658,13.960,25.03,224,0.875,bilinear
|
||||
res2net50_26w_4s,+13,66.170,-11.776,33.830,86.600,-7.252,13.400,25.70,224,0.875,bilinear
|
||||
inception_v3,+25,66.120,-11.316,33.880,86.340,-7.136,13.660,23.83,299,0.875,bicubic
|
||||
efficientnet_b1_pruned,=,66.080,-12.162,33.920,86.580,-7.252,13.420,6.33,240,0.882,bicubic
|
||||
gluon_resnet50_v1b,+19,66.040,-11.538,33.960,86.270,-7.448,13.730,25.56,224,0.875,bicubic
|
||||
res2net50_14w_8s,+2,66.020,-12.132,33.980,86.240,-7.602,13.760,25.06,224,0.875,bilinear
|
||||
densenet161,+23,65.850,-11.498,34.150,86.460,-7.188,13.540,28.68,224,0.875,bicubic
|
||||
res2next50,-3,65.850,-12.392,34.150,85.830,-8.062,14.170,24.67,224,0.875,bilinear
|
||||
seresnext26tn_32x4d,+3,65.850,-12.140,34.150,85.680,-8.068,14.320,16.81,224,0.875,bicubic
|
||||
skresnet34,+32,65.770,-11.140,34.230,85.960,-7.356,14.040,22.28,224,0.875,bicubic
|
||||
resnet101,+18,65.680,-11.694,34.320,85.980,-7.566,14.020,44.55,224,0.875,bilinear
|
||||
dpn68b,+13,65.600,-11.914,34.400,85.940,-7.882,14.060,12.61,224,0.875,bicubic
|
||||
seresnext26t_32x4d,=,65.600,-12.388,34.400,86.090,-7.616,13.910,16.82,224,0.875,bicubic
|
||||
selecsls42b,+22,65.590,-11.586,34.410,85.830,-7.562,14.170,32.46,224,0.875,bicubic
|
||||
tf_efficientnet_b0_ap,+23,65.490,-11.594,34.510,85.550,-7.704,14.450,5.29,224,0.875,bicubic
|
||||
seresnext26d_32x4d,+6,65.420,-12.184,34.580,85.970,-7.642,14.030,16.81,224,0.875,bicubic
|
||||
tf_efficientnet_lite2,+10,65.390,-12.070,34.610,86.030,-7.716,13.970,6.09,260,0.890,bicubic
|
||||
res2net50_48w_2s,+8,65.320,-12.194,34.680,85.960,-7.588,14.040,25.29,224,0.875,bilinear
|
||||
densenetblur121d,+28,65.300,-11.276,34.700,85.710,-7.480,14.290,8.00,224,0.875,bicubic
|
||||
densenet201,+13,65.280,-12.010,34.720,85.670,-7.808,14.330,20.01,224,0.875,bicubic
|
||||
tf_efficientnet_es,+13,65.240,-12.024,34.760,85.540,-8.060,14.460,5.44,224,0.875,bicubic
|
||||
dla60,+17,65.220,-11.804,34.780,85.750,-7.558,14.250,22.33,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b0_4e,+8,65.130,-12.174,34.870,85.130,-8.202,14.870,13.31,224,0.875,bicubic
|
||||
mobilenetv2_120d,+8,65.040,-12.254,34.960,85.990,-7.512,14.010,5.83,224,0.875,bicubic
|
||||
seresnext26_32x4d,+12,65.040,-12.060,34.960,85.650,-7.660,14.350,16.79,224,0.875,bicubic
|
||||
hrnet_w18,+18,64.910,-11.846,35.090,85.750,-7.692,14.250,21.30,224,0.875,bilinear
|
||||
densenet169,+26,64.780,-11.132,35.220,85.250,-7.774,14.750,14.15,224,0.875,bicubic
|
||||
mixnet_m,+7,64.690,-12.566,35.310,85.470,-7.948,14.530,5.01,224,0.875,bicubic
|
||||
resnet26d,+16,64.630,-12.050,35.370,85.120,-8.046,14.880,16.01,224,0.875,bicubic
|
||||
tf_efficientnet_lite1,+16,64.370,-12.268,35.630,85.490,-7.742,14.510,5.42,240,0.882,bicubic
|
||||
tf_efficientnet_b0,+12,64.290,-12.550,35.710,85.250,-7.976,14.750,5.29,224,0.875,bicubic
|
||||
tf_mixnet_m,+8,64.270,-12.680,35.730,85.090,-8.066,14.910,5.01,224,0.875,bicubic
|
||||
dpn68,+17,64.220,-12.086,35.780,85.180,-7.790,14.820,12.61,224,0.875,bicubic
|
||||
mobilenetv2_140,+14,64.050,-12.474,35.950,85.020,-7.970,14.980,6.11,224,0.875,bicubic
|
||||
densenet121,+22,63.740,-11.834,36.260,84.630,-8.026,15.370,7.98,224,0.875,bicubic
|
||||
resnest14d,+23,63.600,-11.904,36.400,84.220,-8.294,15.780,10.61,224,0.875,bilinear
|
||||
tf_mixnet_s,+18,63.590,-12.058,36.410,84.270,-8.366,15.730,4.13,224,0.875,bicubic
|
||||
resnet26,+23,63.450,-11.842,36.550,84.270,-8.300,15.730,16.00,224,0.875,bicubic
|
||||
mixnet_s,+13,63.380,-12.608,36.620,84.710,-8.084,15.290,4.13,224,0.875,bicubic
|
||||
mobilenetv3_large_100,+14,63.360,-12.408,36.640,84.080,-8.460,15.920,5.48,224,0.875,bicubic
|
||||
tv_resnet50,+10,63.330,-12.800,36.670,84.650,-8.212,15.350,25.56,224,0.875,bilinear
|
||||
mobilenetv3_rw,+14,63.230,-12.398,36.770,84.520,-8.190,15.480,5.48,224,0.875,bicubic
|
||||
semnasnet_100,+17,63.120,-12.336,36.880,84.530,-8.062,15.470,3.89,224,0.875,bicubic
|
||||
tv_densenet121,+26,62.940,-11.812,37.060,84.260,-7.892,15.740,7.98,224,0.875,bicubic
|
||||
seresnet34,+24,62.890,-11.918,37.110,84.220,-7.906,15.780,21.96,224,0.875,bilinear
|
||||
hrnet_w18_small_v2,+17,62.830,-12.296,37.170,83.970,-8.446,16.030,15.60,224,0.875,bilinear
|
||||
mobilenetv2_110d,+19,62.820,-12.232,37.180,84.480,-7.700,15.520,4.52,224,0.875,bicubic
|
||||
resnet34,+17,62.820,-12.292,37.180,84.120,-8.168,15.880,21.80,224,0.875,bilinear
|
||||
swsl_resnet18,+30,62.730,-10.556,37.270,84.300,-7.432,15.700,11.69,224,0.875,bilinear
|
||||
tf_efficientnet_lite0,+18,62.580,-12.262,37.420,84.250,-7.920,15.750,4.65,224,0.875,bicubic
|
||||
gluon_resnet34_v1b,+22,62.560,-12.020,37.440,84.000,-7.988,16.000,21.80,224,0.875,bicubic
|
||||
dla34,+20,62.510,-12.126,37.490,83.920,-8.144,16.080,15.78,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_100,+5,62.470,-13.046,37.530,83.960,-8.640,16.040,5.48,224,0.875,bilinear
|
||||
fbnetc_100,+10,62.430,-12.690,37.570,83.390,-8.996,16.610,5.57,224,0.875,bilinear
|
||||
mnasnet_100,+16,61.910,-12.746,38.090,83.710,-8.416,16.290,4.38,224,0.875,bicubic
|
||||
ssl_resnet18,+26,61.490,-11.110,38.510,83.330,-8.086,16.670,11.69,224,0.875,bilinear
|
||||
spnasnet_100,+17,61.210,-12.870,38.790,82.770,-9.062,17.230,4.42,224,0.875,bilinear
|
||||
tv_resnet34,+20,61.200,-12.114,38.800,82.720,-8.700,17.280,21.80,224,0.875,bilinear
|
||||
skresnet18,+21,60.850,-12.194,39.150,82.880,-8.298,17.120,11.96,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_075,+17,60.380,-13.062,39.620,81.960,-9.392,18.040,3.99,224,0.875,bilinear
|
||||
mobilenetv2_100,+20,60.160,-12.818,39.840,82.240,-8.776,17.760,3.50,224,0.875,bicubic
|
||||
seresnet18,+24,59.810,-11.948,40.190,81.680,-8.654,18.320,11.78,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_minimal_100,+22,59.070,-13.174,40.930,81.140,-9.496,18.860,3.92,224,0.875,bilinear
|
||||
hrnet_w18_small,+20,58.970,-13.372,41.030,81.340,-9.332,18.660,13.19,224,0.875,bilinear
|
||||
gluon_resnet18_v1b,+22,58.320,-12.510,41.680,80.960,-8.796,19.040,11.69,224,0.875,bicubic
|
||||
resnet18,+23,57.180,-12.578,42.820,80.190,-8.888,19.810,11.69,224,0.875,bilinear
|
||||
dla60x_c,+25,56.020,-11.888,43.980,78.960,-9.474,21.040,1.34,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_100,+23,54.510,-13.408,45.490,77.080,-10.582,22.920,2.54,224,0.875,bilinear
|
||||
dla46x_c,+24,53.080,-12.900,46.920,76.840,-10.140,23.160,1.08,224,0.875,bilinear
|
||||
dla46_c,+25,52.200,-12.678,47.800,75.680,-10.606,24.320,1.31,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_075,+23,52.150,-13.568,47.850,75.460,-10.676,24.540,2.04,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_minimal_100,+24,49.530,-13.368,50.470,73.050,-11.180,26.950,2.04,224,0.875,bilinear
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
|
||||
tf_efficientnet_l2_ns_475,80.460,19.540,95.730,4.270,480.31,475,0.936,bicubic,-7.774,-2.816,+1
|
||||
tf_efficientnet_l2_ns,80.250,19.750,95.840,4.160,480.31,800,0.960,bicubic,-8.102,-2.810,-1
|
||||
tf_efficientnet_b7_ns,78.510,21.490,94.380,5.620,66.35,600,0.949,bicubic,-8.330,-3.714,0
|
||||
tf_efficientnet_b6_ns,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.172,-3.992,0
|
||||
ig_resnext101_32x48d,76.870,23.130,93.310,6.690,828.41,224,0.875,bilinear,-8.558,-4.262,+1
|
||||
ig_resnext101_32x32d,76.840,23.160,93.200,6.800,468.53,224,0.875,bilinear,-8.254,-4.238,+5
|
||||
tf_efficientnet_b5_ns,76.810,23.190,93.580,6.420,30.39,456,0.934,bicubic,-9.278,-4.172,-2
|
||||
tf_efficientnet_b7_ap,76.090,23.910,92.970,7.030,66.35,600,0.949,bicubic,-9.030,-4.282,+2
|
||||
tf_efficientnet_b8_ap,76.090,23.910,92.730,7.270,87.41,672,0.954,bicubic,-9.280,-4.564,-1
|
||||
ig_resnext101_32x16d,75.720,24.280,92.910,7.090,194.03,224,0.875,bilinear,-8.450,-4.286,+7
|
||||
tf_efficientnet_b4_ns,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.492,-4.420,-2
|
||||
swsl_resnext101_32x8d,75.430,24.570,92.760,7.240,88.79,224,0.875,bilinear,-8.854,-4.416,+3
|
||||
tf_efficientnet_b6_ap,75.380,24.620,92.440,7.560,43.04,528,0.942,bicubic,-9.408,-4.698,0
|
||||
tf_efficientnet_b8,74.940,25.060,92.310,7.690,87.41,672,0.954,bicubic,-10.430,-5.080,-7
|
||||
tf_efficientnet_b7,74.720,25.280,92.220,7.780,66.35,600,0.949,bicubic,-10.216,-4.984,-3
|
||||
tf_efficientnet_b5_ap,74.600,25.400,91.990,8.010,30.39,456,0.934,bicubic,-9.652,-4.984,0
|
||||
resnest200e,74.480,25.520,91.860,8.140,70.20,320,0.909,bicubic,-9.352,-5.034,+3
|
||||
resnest269e,74.170,25.830,91.950,8.050,110.93,416,0.928,bicubic,-10.348,-5.036,-4
|
||||
swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.090,-4.770,+5
|
||||
swsl_resnext101_32x16d,74.020,25.980,92.160,7.840,194.03,224,0.875,bilinear,-9.326,-4.686,+2
|
||||
tf_efficientnet_b6,73.900,26.100,91.750,8.250,43.04,528,0.942,bicubic,-10.210,-5.136,-3
|
||||
tf_efficientnet_b3_ns,73.890,26.110,91.870,8.130,12.23,300,0.904,bicubic,-10.158,-5.040,-3
|
||||
ig_resnext101_32x8d,73.650,26.350,92.190,7.810,88.79,224,0.875,bilinear,-9.038,-4.446,+6
|
||||
tf_efficientnet_b5,73.550,26.450,91.460,8.540,30.39,456,0.934,bicubic,-10.262,-5.288,-3
|
||||
tf_efficientnet_b4_ap,72.890,27.110,90.980,9.020,19.34,380,0.922,bicubic,-10.358,-5.412,-2
|
||||
pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.530,+2
|
||||
resnest101e,72.570,27.430,90.820,9.180,48.28,256,0.875,bilinear,-10.320,-5.500,0
|
||||
swsl_resnext50_32x4d,72.560,27.440,90.870,9.130,25.03,224,0.875,bilinear,-9.622,-5.360,+5
|
||||
tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.500,-5.864,-4
|
||||
tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.732,-5.710,-4
|
||||
tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.100,-5.158,0
|
||||
nasnetalarge,72.230,27.770,90.470,9.530,88.75,331,0.911,bicubic,-10.390,-5.576,-2
|
||||
swsl_resnet50,71.700,28.300,90.500,9.500,25.56,224,0.875,bilinear,-9.466,-5.472,+15
|
||||
tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.394,-6.306,+1
|
||||
tresnet_l_448,71.600,28.400,90.050,9.950,55.99,448,0.875,bilinear,-10.668,-5.926,-3
|
||||
ssl_resnext101_32x8d,71.500,28.500,90.460,9.540,88.79,224,0.875,bilinear,-10.116,-5.578,+6
|
||||
ecaresnet101d,71.490,28.510,90.330,9.670,44.57,224,0.875,bicubic,-10.682,-5.716,-3
|
||||
ssl_resnext101_32x16d,71.410,28.590,90.560,9.440,194.03,224,0.875,bilinear,-10.434,-5.536,-1
|
||||
tresnet_m_448,70.990,29.010,88.680,11.320,31.39,448,0.875,bilinear,-10.724,-6.892,0
|
||||
resnest50d_4s2x40d,70.950,29.050,89.710,10.290,30.42,224,0.875,bicubic,-10.158,-5.848,+9
|
||||
tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.902,-6.194,-3
|
||||
efficientnet_b3a,70.870,29.130,89.720,10.280,12.23,320,1.000,bicubic,-10.996,-6.116,-6
|
||||
tf_efficientnet_b1_ns,70.870,29.130,90.120,9.880,7.79,240,0.882,bicubic,-10.518,-5.618,+3
|
||||
rexnet_200,70.840,29.160,89.700,10.300,16.37,224,0.875,bicubic,-10.792,-5.968,-3
|
||||
tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.648,-5.994,0
|
||||
efficientnet_b3,70.760,29.240,89.850,10.150,12.23,300,0.904,bicubic,-10.734,-5.866,-2
|
||||
tf_efficientnet_b3,70.640,29.360,89.440,10.560,12.23,300,0.904,bicubic,-10.996,-6.278,-7
|
||||
gluon_senet154,70.600,29.400,88.920,11.080,115.09,224,0.875,bicubic,-10.634,-6.428,-1
|
||||
ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.968,+4
|
||||
gluon_seresnext101_64x4d,70.430,29.570,89.350,10.650,88.23,224,0.875,bicubic,-10.464,-5.958,+5
|
||||
tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.106,-6.558,-8
|
||||
resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.618,0
|
||||
resnest50d_1s4x24d,70.400,29.600,89.220,10.780,25.68,224,0.875,bicubic,-10.588,-6.102,-2
|
||||
gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.726,-6.562,-4
|
||||
ecaresnet101d_pruned,70.130,29.870,89.590,10.410,24.88,224,0.875,bicubic,-10.688,-6.038,+2
|
||||
inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.338,-6.606,+10
|
||||
gluon_seresnext101_32x4d,70.010,29.990,88.900,11.100,48.96,224,0.875,bicubic,-10.894,-6.394,-3
|
||||
regnety_320,70.000,30.000,88.890,11.110,145.05,224,0.875,bicubic,-10.812,-6.354,0
|
||||
gluon_resnet152_v1d,69.960,30.040,88.490,11.510,60.21,224,0.875,bicubic,-10.514,-6.716,+5
|
||||
ecaresnet50d,69.840,30.160,89.400,10.600,25.58,224,0.875,bicubic,-10.752,-5.920,+2
|
||||
ssl_resnext50_32x4d,69.710,30.290,89.440,10.560,25.03,224,0.875,bilinear,-10.608,-5.966,+11
|
||||
gluon_resnext101_64x4d,69.680,30.320,88.270,11.730,83.46,224,0.875,bicubic,-10.924,-6.718,-1
|
||||
tresnet_m,69.660,30.340,87.990,12.010,31.39,224,0.875,bilinear,-11.142,-6.870,-4
|
||||
efficientnet_b3_pruned,69.580,30.420,88.980,11.020,9.86,300,0.904,bicubic,-11.278,-6.262,-8
|
||||
ens_adv_inception_resnet_v2,69.520,30.480,88.510,11.490,55.84,299,0.897,bicubic,-10.462,-6.426,+21
|
||||
efficientnet_b2a,69.500,30.500,88.680,11.320,9.11,288,1.000,bicubic,-11.112,-6.638,-6
|
||||
rexnet_150,69.470,30.530,88.980,11.020,9.73,224,0.875,bicubic,-10.840,-6.186,+6
|
||||
regnetx_320,69.440,30.560,88.270,11.730,107.81,224,0.875,bicubic,-10.806,-6.756,+10
|
||||
inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.188,+10
|
||||
ecaresnetlight,69.340,30.660,89.220,10.780,30.16,224,0.875,bicubic,-11.122,-6.030,-5
|
||||
xception71,69.320,30.680,88.260,11.740,42.34,299,0.903,bicubic,-10.554,-6.662,+20
|
||||
gluon_xception65,69.160,30.840,88.090,11.910,39.92,299,0.903,bicubic,-10.556,-6.770,+26
|
||||
gluon_resnet152_v1c,69.140,30.860,87.870,12.130,60.21,224,0.875,bicubic,-10.770,-6.970,+16
|
||||
mixnet_xl,69.100,30.900,88.310,11.690,11.90,224,0.875,bicubic,-11.376,-6.626,-11
|
||||
gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.404,-6.914,-7
|
||||
xception65,68.980,31.020,88.480,11.520,39.92,299,0.903,bicubic,-10.572,-6.174,+26
|
||||
seresnet50,68.980,31.020,88.710,11.290,28.09,224,0.875,bicubic,-11.294,-6.360,+1
|
||||
efficientnet_b2,68.970,31.030,88.630,11.370,9.11,260,0.875,bicubic,-11.422,-6.446,-9
|
||||
regnety_160,68.970,31.030,88.270,11.730,83.59,224,0.875,bicubic,-11.326,-6.692,-3
|
||||
gluon_resnext101_32x4d,68.960,31.040,88.360,11.640,44.18,224,0.875,bicubic,-11.374,-6.566,-9
|
||||
tf_efficientnet_b2_ap,68.920,31.080,88.350,11.650,9.11,260,0.890,bicubic,-11.380,-6.678,-6
|
||||
cspdarknet53,68.890,31.110,88.600,11.400,27.64,256,0.887,bilinear,-11.168,-6.484,+1
|
||||
regnety_120,68.850,31.150,88.330,11.670,51.82,224,0.875,bicubic,-11.516,-6.796,-13
|
||||
gluon_resnet152_v1b,68.820,31.180,87.710,12.290,60.19,224,0.875,bicubic,-10.866,-7.026,+15
|
||||
dpn131,68.770,31.230,87.470,12.530,79.25,224,0.875,bicubic,-11.052,-7.240,+8
|
||||
cspresnext50,68.760,31.240,87.950,12.050,20.57,224,0.875,bilinear,-11.280,-6.994,-2
|
||||
tf_efficientnet_b2,68.750,31.250,87.990,12.010,9.11,260,0.890,bicubic,-11.336,-6.918,-5
|
||||
resnext50d_32x4d,68.740,31.260,88.300,11.700,25.05,224,0.875,bicubic,-10.936,-6.566,+12
|
||||
gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.592,-7.250,-15
|
||||
regnety_080,68.700,31.300,87.970,12.030,39.18,224,0.875,bicubic,-11.176,-6.860,0
|
||||
dpn107,68.690,31.310,88.130,11.870,86.92,224,0.875,bicubic,-11.466,-6.780,-11
|
||||
gluon_seresnext50_32x4d,68.670,31.330,88.310,11.690,27.56,224,0.875,bicubic,-11.248,-6.512,-5
|
||||
hrnet_w64,68.640,31.360,88.050,11.950,128.06,224,0.875,bilinear,-10.834,-6.602,+13
|
||||
resnext50_32x4d,68.640,31.360,87.570,12.430,25.03,224,0.875,bicubic,-11.128,-7.028,+1
|
||||
dpn98,68.590,31.410,87.680,12.320,61.57,224,0.875,bicubic,-11.052,-6.918,+6
|
||||
regnetx_160,68.530,31.470,88.450,11.550,54.28,224,0.875,bicubic,-11.326,-6.380,-4
|
||||
rexnet_130,68.450,31.550,88.040,11.960,7.56,224,0.875,bicubic,-11.050,-6.642,+8
|
||||
ecaresnet50d_pruned,68.420,31.580,88.370,11.630,19.94,224,0.875,bicubic,-11.296,-6.510,-1
|
||||
regnety_064,68.420,31.580,88.080,11.920,30.58,224,0.875,bicubic,-11.302,-6.688,-3
|
||||
ssl_resnet50,68.410,31.590,88.560,11.440,25.56,224,0.875,bilinear,-10.812,-6.272,+16
|
||||
skresnext50_32x4d,68.350,31.650,87.570,12.430,27.48,224,0.875,bicubic,-11.806,-7.072,-20
|
||||
dla102x2,68.330,31.670,87.890,12.110,41.28,224,0.875,bilinear,-11.118,-6.750,+5
|
||||
efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.596,-6.756,-15
|
||||
gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.044,-7.126,+4
|
||||
tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.590,-7.174,-11
|
||||
ese_vovnet39b,68.210,31.790,88.240,11.760,24.57,224,0.875,bicubic,-11.110,-6.472,+3
|
||||
tf_efficientnet_el,68.180,31.820,88.350,11.650,10.59,300,0.904,bicubic,-12.260,-6.814,-40
|
||||
regnetx_120,68.150,31.850,87.660,12.340,46.11,224,0.875,bicubic,-11.446,-7.078,-6
|
||||
dpn92,67.990,32.010,87.580,12.420,37.67,224,0.875,bicubic,-12.018,-7.256,-24
|
||||
gluon_resnet50_v1d,67.940,32.060,87.130,12.870,25.58,224,0.875,bicubic,-11.134,-7.340,+12
|
||||
regnetx_080,67.880,32.120,86.990,13.010,39.57,224,0.875,bicubic,-11.314,-7.570,+10
|
||||
resnext101_32x8d,67.860,32.140,87.490,12.510,88.79,224,0.875,bilinear,-11.448,-7.028,-2
|
||||
hrnet_w48,67.770,32.230,87.420,12.580,77.47,224,0.875,bilinear,-11.530,-7.092,0
|
||||
hrnet_w44,67.740,32.260,87.560,12.440,67.06,224,0.875,bilinear,-11.156,-6.808,+14
|
||||
tf_efficientnet_b0_ns,67.710,32.290,88.070,11.930,5.29,224,0.875,bicubic,-10.948,-6.306,+23
|
||||
regnetx_064,67.680,32.320,87.520,12.480,26.21,224,0.875,bicubic,-11.392,-6.938,+7
|
||||
xception,67.650,32.350,87.570,12.430,22.86,299,0.897,bicubic,-11.402,-6.822,+7
|
||||
dpn68b,67.630,32.370,87.660,12.340,12.61,224,0.875,bicubic,-11.586,-6.754,0
|
||||
dla169,67.610,32.390,87.590,12.410,53.39,224,0.875,bilinear,-11.078,-6.746,+18
|
||||
gluon_inception_v3,67.590,32.410,87.470,12.530,23.83,299,0.875,bicubic,-11.216,-6.900,+12
|
||||
regnety_040,67.580,32.420,87.510,12.490,20.65,224,0.875,bicubic,-11.640,-7.146,-5
|
||||
gluon_resnet101_v1c,67.580,32.420,87.180,12.820,44.57,224,0.875,bicubic,-11.954,-7.398,-17
|
||||
res2net50_26w_8s,67.570,32.430,87.280,12.720,48.40,224,0.875,bilinear,-11.628,-7.088,-4
|
||||
hrnet_w40,67.560,32.440,87.140,12.860,57.56,224,0.875,bilinear,-11.360,-7.330,+3
|
||||
tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.760,-6.546,-10
|
||||
gluon_resnet101_v1b,67.460,32.540,87.240,12.760,44.55,224,0.875,bicubic,-11.846,-7.284,-14
|
||||
tf_efficientnet_cc_b1_8e,67.450,32.550,87.310,12.690,39.72,240,0.882,bicubic,-11.858,-7.060,-16
|
||||
res2net101_26w_4s,67.440,32.560,87.010,12.990,45.21,224,0.875,bilinear,-11.758,-7.422,-8
|
||||
resnet50,67.440,32.560,87.420,12.580,25.56,224,0.875,bicubic,-11.598,-6.970,-4
|
||||
resnetblur50,67.430,32.570,87.440,12.560,25.56,224,0.875,bicubic,-11.856,-7.198,-16
|
||||
regnety_032,67.400,32.600,87.270,12.730,19.44,224,0.875,bicubic,-11.486,-7.142,-2
|
||||
regnetx_032,67.290,32.710,87.000,13.000,15.30,224,0.875,bicubic,-10.882,-7.088,+22
|
||||
xception41,67.250,32.750,87.200,12.800,26.97,299,0.903,bicubic,-11.266,-7.078,+7
|
||||
resnest26d,67.200,32.800,87.170,12.830,17.07,224,0.875,bilinear,-11.278,-7.128,+9
|
||||
efficientnet_b1,67.170,32.830,87.150,12.850,7.79,240,0.875,bicubic,-11.528,-6.994,+1
|
||||
dla60x,67.100,32.900,87.190,12.810,17.35,224,0.875,bilinear,-11.146,-6.828,+14
|
||||
gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.652,-7.378,-3
|
||||
resnet152,67.050,32.950,87.550,12.450,60.19,224,0.875,bilinear,-11.262,-6.488,+11
|
||||
dla60_res2net,67.020,32.980,87.160,12.840,20.85,224,0.875,bilinear,-11.444,-7.046,+6
|
||||
dla102x,67.010,32.990,86.770,13.230,26.31,224,0.875,bilinear,-11.500,-7.458,+1
|
||||
mixnet_l,66.940,33.060,86.910,13.090,7.33,224,0.875,bicubic,-12.036,-7.272,-15
|
||||
res2net50_26w_6s,66.910,33.090,86.860,13.140,37.05,224,0.875,bilinear,-11.660,-7.264,-3
|
||||
efficientnet_es,66.880,33.120,86.730,13.270,5.44,224,0.875,bicubic,-11.186,-7.196,+13
|
||||
tf_efficientnet_b1,66.880,33.120,87.010,12.990,7.79,240,0.882,bicubic,-11.946,-7.188,-13
|
||||
tf_efficientnet_em,66.880,33.120,86.970,13.030,6.90,240,0.882,bicubic,-11.828,-7.344,-10
|
||||
regnetx_040,66.840,33.160,86.730,13.270,22.12,224,0.875,bicubic,-11.642,-7.514,-4
|
||||
hrnet_w30,66.780,33.220,86.800,13.200,37.71,224,0.875,bilinear,-11.426,-7.422,+6
|
||||
tf_mixnet_l,66.780,33.220,86.470,13.530,7.33,224,0.875,bicubic,-11.994,-7.528,-15
|
||||
selecsls60b,66.760,33.240,86.530,13.470,32.77,224,0.875,bicubic,-11.652,-7.644,-1
|
||||
hrnet_w32,66.750,33.250,87.300,12.700,41.23,224,0.875,bilinear,-11.700,-6.886,-4
|
||||
wide_resnet101_2,66.730,33.270,87.030,12.970,126.89,224,0.875,bilinear,-12.126,-7.252,-21
|
||||
wide_resnet50_2,66.650,33.350,86.800,13.200,68.88,224,0.875,bilinear,-11.828,-7.294,-9
|
||||
adv_inception_v3,66.650,33.350,86.540,13.460,23.83,299,0.875,bicubic,-10.932,-7.196,+18
|
||||
dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.800,-7.122,-7
|
||||
gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.452,-7.808,+3
|
||||
dla102,66.540,33.460,86.910,13.090,33.27,224,0.875,bilinear,-11.492,-7.036,+1
|
||||
tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.448,-6.978,+9
|
||||
efficientnet_b0,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.408,-7.572,+9
|
||||
selecsls60,66.210,33.790,86.340,13.660,30.67,224,0.875,bicubic,-11.772,-7.488,+2
|
||||
tv_resnext50_32x4d,66.180,33.820,86.040,13.960,25.03,224,0.875,bilinear,-11.440,-7.656,+8
|
||||
tf_efficientnet_cc_b0_8e,66.170,33.830,86.240,13.760,24.01,224,0.875,bicubic,-11.738,-7.414,+2
|
||||
inception_v3,66.160,33.840,86.320,13.680,23.83,299,0.875,bicubic,-11.280,-7.156,+12
|
||||
res2net50_26w_4s,66.140,33.860,86.600,13.400,25.70,224,0.875,bilinear,-11.824,-7.254,-1
|
||||
efficientnet_b1_pruned,66.090,33.910,86.570,13.430,6.33,240,0.882,bicubic,-12.146,-7.264,-12
|
||||
gluon_resnet50_v1b,66.070,33.930,86.260,13.740,25.56,224,0.875,bicubic,-11.510,-7.456,+6
|
||||
rexnet_100,66.070,33.930,86.490,13.510,4.80,224,0.875,bicubic,-11.788,-7.380,-1
|
||||
regnety_016,66.060,33.940,86.380,13.620,11.20,224,0.875,bicubic,-11.802,-7.340,-3
|
||||
res2net50_14w_8s,66.020,33.980,86.250,13.750,25.06,224,0.875,bilinear,-12.130,-7.598,-13
|
||||
seresnext26tn_32x4d,65.880,34.120,85.680,14.320,16.81,224,0.875,bicubic,-12.106,-8.066,-9
|
||||
res2next50,65.850,34.150,85.840,14.160,24.67,224,0.875,bilinear,-12.396,-8.052,-19
|
||||
densenet161,65.840,34.160,86.450,13.550,28.68,224,0.875,bicubic,-11.518,-7.188,+5
|
||||
skresnet34,65.750,34.250,85.960,14.040,22.28,224,0.875,bicubic,-11.162,-7.362,+15
|
||||
resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.684,-7.560,+2
|
||||
selecsls42b,65.610,34.390,85.810,14.190,32.46,224,0.875,bicubic,-11.564,-7.580,+8
|
||||
seresnext26t_32x4d,65.600,34.400,86.080,13.920,16.82,224,0.875,bicubic,-12.398,-7.628,-16
|
||||
tf_efficientnet_b0_ap,65.490,34.510,85.580,14.420,5.29,224,0.875,bicubic,-11.596,-7.676,+7
|
||||
seresnext26d_32x4d,65.410,34.590,85.970,14.030,16.81,224,0.875,bicubic,-12.192,-7.638,-8
|
||||
tf_efficientnet_lite2,65.380,34.620,85.990,14.010,6.09,260,0.890,bicubic,-12.088,-7.764,-5
|
||||
res2net50_48w_2s,65.350,34.650,85.960,14.040,25.29,224,0.875,bilinear,-12.172,-7.594,-7
|
||||
densenet201,65.290,34.710,85.690,14.310,20.01,224,0.875,bicubic,-11.996,-7.788,-2
|
||||
densenetblur121d,65.280,34.720,85.710,14.290,8.00,224,0.875,bicubic,-11.308,-7.482,+12
|
||||
tf_efficientnet_es,65.220,34.780,85.550,14.450,5.44,224,0.875,bicubic,-12.038,-8.044,-1
|
||||
dla60,65.200,34.800,85.760,14.240,22.04,224,0.875,bilinear,-11.832,-7.558,+1
|
||||
ese_vovnet19b_dw,65.190,34.810,85.470,14.530,6.54,224,0.875,bicubic,-11.608,-7.798,+5
|
||||
tf_efficientnet_cc_b0_4e,65.150,34.850,85.160,14.840,13.31,224,0.875,bicubic,-12.156,-8.174,-8
|
||||
mobilenetv2_120d,65.030,34.970,85.960,14.040,5.83,224,0.875,bicubic,-12.254,-7.532,-7
|
||||
hrnet_w18,64.920,35.080,85.740,14.260,21.30,224,0.875,bilinear,-11.838,-7.704,+3
|
||||
densenet169,64.760,35.240,85.240,14.760,14.15,224,0.875,bicubic,-11.146,-7.786,+11
|
||||
mixnet_m,64.700,35.300,85.450,14.550,5.01,224,0.875,bicubic,-12.560,-7.974,-9
|
||||
resnet26d,64.680,35.320,85.120,14.880,16.01,224,0.875,bicubic,-12.016,-8.030,+1
|
||||
regnetx_016,64.380,35.620,85.470,14.530,9.19,224,0.875,bicubic,-12.570,-7.950,-6
|
||||
tf_efficientnet_lite1,64.380,35.620,85.470,14.530,5.42,240,0.882,bicubic,-12.262,-7.756,0
|
||||
tf_efficientnet_b0,64.310,35.690,85.280,14.720,5.29,224,0.875,bicubic,-12.538,-7.948,-5
|
||||
tf_mixnet_m,64.270,35.730,85.090,14.910,5.01,224,0.875,bicubic,-12.672,-8.062,-8
|
||||
dpn68,64.230,35.770,85.180,14.820,12.61,224,0.875,bicubic,-12.088,-7.798,0
|
||||
regnety_008,64.160,35.840,85.270,14.730,6.26,224,0.875,bicubic,-12.156,-7.796,0
|
||||
mobilenetv2_140,64.060,35.940,85.040,14.960,6.11,224,0.875,bicubic,-12.456,-7.956,-3
|
||||
densenet121,63.750,36.250,84.590,15.410,7.98,224,0.875,bicubic,-11.828,-8.062,+5
|
||||
resnest14d,63.590,36.410,84.250,15.750,10.61,224,0.875,bilinear,-11.916,-8.268,+6
|
||||
tf_mixnet_s,63.560,36.440,84.270,15.730,4.13,224,0.875,bicubic,-12.090,-8.358,+1
|
||||
resnet26,63.470,36.530,84.260,15.740,16.00,224,0.875,bicubic,-11.822,-8.310,+7
|
||||
mixnet_s,63.390,36.610,84.740,15.260,4.13,224,0.875,bicubic,-12.602,-8.056,-4
|
||||
mobilenetv3_large_100,63.360,36.640,84.090,15.910,5.48,224,0.875,bicubic,-12.406,-8.452,-3
|
||||
tv_resnet50,63.330,36.670,84.640,15.360,25.56,224,0.875,bilinear,-12.808,-8.224,-7
|
||||
efficientnet_lite0,63.240,36.760,84.440,15.560,4.65,224,0.875,bicubic,-12.244,-8.070,+1
|
||||
mobilenetv3_rw,63.220,36.780,84.510,15.490,5.48,224,0.875,bicubic,-12.414,-8.198,-4
|
||||
semnasnet_100,63.150,36.850,84.520,15.480,3.89,224,0.875,bicubic,-12.298,-8.084,0
|
||||
regnety_006,63.110,36.890,84.250,15.750,6.06,224,0.875,bicubic,-12.136,-8.282,+1
|
||||
tv_densenet121,62.940,37.060,84.250,15.750,7.98,224,0.875,bicubic,-11.798,-7.900,+7
|
||||
resnet34,62.870,37.130,84.140,15.860,21.80,224,0.875,bilinear,-12.240,-8.144,+2
|
||||
mobilenetv2_110d,62.830,37.170,84.500,15.500,4.52,224,0.875,bicubic,-12.206,-7.686,+3
|
||||
hrnet_w18_small_v2,62.800,37.200,83.980,16.020,15.60,224,0.875,bilinear,-12.314,-8.436,-1
|
||||
swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.516,-7.434,+12
|
||||
gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.018,-8.000,+5
|
||||
tf_efficientnet_lite0,62.550,37.450,84.220,15.780,4.65,224,0.875,bicubic,-12.280,-7.956,0
|
||||
regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.548,-8.316,-3
|
||||
dla34,62.480,37.520,83.910,16.090,15.74,224,0.875,bilinear,-12.150,-8.168,+1
|
||||
tf_mobilenetv3_large_100,62.460,37.540,83.970,16.030,5.48,224,0.875,bilinear,-13.058,-8.636,-14
|
||||
fbnetc_100,62.440,37.560,83.380,16.620,5.57,224,0.875,bilinear,-12.684,-9.006,-9
|
||||
mnasnet_100,61.900,38.100,83.710,16.290,4.38,224,0.875,bicubic,-12.758,-8.404,-3
|
||||
regnety_004,61.870,38.130,83.430,16.570,4.34,224,0.875,bicubic,-12.164,-8.322,0
|
||||
ssl_resnet18,61.480,38.520,83.300,16.700,11.69,224,0.875,bilinear,-11.130,-8.116,+6
|
||||
regnetx_006,61.350,38.650,83.450,16.550,6.20,224,0.875,bicubic,-12.502,-8.222,-1
|
||||
spnasnet_100,61.220,38.780,82.790,17.210,4.42,224,0.875,bilinear,-12.864,-9.028,-4
|
||||
tv_resnet34,61.190,38.810,82.710,17.290,21.80,224,0.875,bilinear,-12.122,-8.716,-1
|
||||
skresnet18,60.860,39.140,82.880,17.120,11.96,224,0.875,bicubic,-12.178,-8.288,0
|
||||
tf_mobilenetv3_large_075,60.400,39.600,81.950,18.050,3.99,224,0.875,bilinear,-13.038,-9.400,-4
|
||||
mobilenetv2_100,60.190,39.810,82.240,17.760,3.50,224,0.875,bicubic,-12.780,-8.776,-1
|
||||
regnetx_004,59.410,40.590,81.690,18.310,5.16,224,0.875,bicubic,-12.986,-9.140,0
|
||||
tf_mobilenetv3_large_minimal_100,59.070,40.930,81.150,18.850,3.92,224,0.875,bilinear,-13.178,-9.480,+1
|
||||
hrnet_w18_small,58.950,41.050,81.340,18.660,13.19,224,0.875,bilinear,-13.392,-9.338,-1
|
||||
gluon_resnet18_v1b,58.340,41.660,80.970,19.030,11.69,224,0.875,bicubic,-12.496,-8.792,0
|
||||
resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.578,-8.878,+1
|
||||
regnety_002,57.000,43.000,79.840,20.160,3.16,224,0.875,bicubic,-13.252,-9.700,-1
|
||||
regnetx_002,56.050,43.950,79.210,20.790,2.68,224,0.875,bicubic,-12.712,-9.346,0
|
||||
dla60x_c,56.000,44.000,78.930,21.070,1.32,224,0.875,bilinear,-11.892,-9.496,+1
|
||||
tf_mobilenetv3_small_100,54.530,45.470,77.060,22.940,2.54,224,0.875,bilinear,-13.392,-10.604,-1
|
||||
dla46x_c,53.050,46.950,76.870,23.130,1.07,224,0.875,bilinear,-12.920,-10.110,0
|
||||
tf_mobilenetv3_small_075,52.160,47.840,75.470,24.530,2.04,224,0.875,bilinear,-13.556,-10.660,0
|
||||
dla46_c,52.130,47.870,75.690,24.310,1.30,224,0.875,bilinear,-12.736,-10.602,0
|
||||
tf_mobilenetv3_small_minimal_100,49.500,50.500,73.050,26.950,2.04,224,0.875,bilinear,-13.406,-11.180,0
|
||||
|
||||
|
@ -1,239 +1,242 @@
|
||||
model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation
|
||||
ig_resnext101_32x48d,+5,58.814,-26.628,41.186,81.086,-16.486,18.914,828.41,224,0.875,bilinear
|
||||
ig_resnext101_32x32d,+9,58.380,-26.712,41.620,80.379,-17.057,19.621,468.53,224,0.875,bilinear
|
||||
ig_resnext101_32x16d,+14,57.700,-26.476,42.300,79.913,-17.283,20.087,194.03,224,0.875,bilinear
|
||||
swsl_resnext101_32x16d,+18,57.466,-25.872,42.534,80.381,-16.471,19.619,194.03,224,0.875,bilinear
|
||||
swsl_resnext101_32x8d,+9,56.435,-27.859,43.565,78.934,-18.240,21.066,88.79,224,0.875,bilinear
|
||||
ig_resnext101_32x8d,+23,54.918,-27.770,45.082,77.545,-19.087,22.455,88.79,224,0.875,bilinear
|
||||
swsl_resnext101_32x4d,+17,53.591,-29.643,46.409,76.339,-20.417,23.661,44.18,224,0.875,bilinear
|
||||
tf_efficientnet_l2_ns_475,-6,51.487,-36.747,48.513,73.930,-24.616,26.070,480.31,475,0.936,bicubic
|
||||
swsl_resnext50_32x4d,+24,50.449,-31.731,49.551,73.358,-22.870,26.642,25.03,224,0.875,bilinear
|
||||
swsl_resnet50,+38,49.551,-31.629,50.449,72.332,-23.654,27.668,25.56,224,0.875,bilinear
|
||||
tf_efficientnet_b7_ns,-8,47.800,-39.038,52.200,69.638,-28.456,30.362,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b6_ns,-8,47.751,-38.711,52.249,69.962,-27.922,30.038,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_l2_ns,-12,47.570,-40.782,52.430,70.017,-28.631,29.983,480.31,800,0.960,bicubic
|
||||
tf_efficientnet_b8_ap,-6,45.778,-39.590,54.222,67.905,-29.389,32.095,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b5_ns,-10,45.607,-40.473,54.393,67.852,-29.902,32.148,30.39,456,0.934,bicubic
|
||||
tf_efficientnet_b4_ns,-7,43.455,-41.703,56.545,65.513,-31.955,34.487,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b8,-10,42.502,-42.868,57.498,64.874,-32.518,35.126,87.41,672,0.954,bicubic
|
||||
tf_efficientnet_b7,-6,41.437,-43.495,58.563,63.027,-34.181,36.973,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b7_ap,-9,41.433,-43.685,58.567,62.876,-34.376,37.124,66.35,600,0.949,bicubic
|
||||
tf_efficientnet_b5_ap,-5,41.420,-42.834,58.580,62.082,-34.894,37.918,30.39,456,0.934,bicubic
|
||||
tf_efficientnet_b6_ap,-8,41.091,-43.695,58.909,62.359,-34.779,37.641,43.04,528,0.942,bicubic
|
||||
tf_efficientnet_b4_ap,+1,40.476,-42.772,59.524,61.713,-34.675,38.287,19.34,380,0.922,bicubic
|
||||
tf_efficientnet_b3_ns,-4,39.582,-44.472,60.418,61.463,-35.449,38.537,12.23,300,0.904,bicubic
|
||||
tf_efficientnet_b5,-3,38.328,-45.488,61.672,59.928,-36.822,40.072,30.39,456,0.934,bicubic
|
||||
tf_efficientnet_b3_ap,+13,37.061,-44.767,62.939,57.236,-38.388,42.764,12.23,300,0.904,bicubic
|
||||
resnest269e,-10,36.670,-47.516,63.330,56.810,-40.112,43.190,110.93,416,0.875,bilinear
|
||||
tf_efficientnet_b2_ns,+4,36.177,-46.203,63.823,57.555,-38.697,42.445,9.11,260,0.890,bicubic
|
||||
ecaresnet101d,+6,36.006,-46.160,63.994,56.154,-39.898,43.846,44.57,224,0.875,bicubic
|
||||
swsl_resnet18,+192,35.860,-37.426,64.140,58.437,-33.295,41.563,11.69,224,0.875,bilinear
|
||||
resnest200e,-10,35.847,-47.987,64.153,55.890,-40.948,44.110,70.20,320,0.875,bilinear
|
||||
resnest101e,-4,35.365,-47.525,64.635,55.786,-40.538,44.214,48.28,256,0.875,bilinear
|
||||
ssl_resnext101_32x16d,+5,34.609,-47.227,65.391,55.914,-40.180,44.086,194.03,224,0.875,bilinear
|
||||
resnest50d_4s2x40d,+16,34.361,-46.753,65.639,54.711,-40.857,45.289,30.42,224,0.875,bicubic
|
||||
tf_efficientnet_b1_ns,+11,34.153,-47.233,65.847,55.489,-40.249,44.511,7.79,240,0.882,bicubic
|
||||
tf_efficientnet_b4,-9,34.062,-48.954,65.938,54.216,-42.082,45.784,19.34,380,0.922,bicubic
|
||||
ssl_resnext101_32x8d,+5,34.021,-47.605,65.979,55.593,-40.445,44.407,88.79,224,0.875,bilinear
|
||||
tf_efficientnet_b6,-19,34.005,-50.107,65.995,54.540,-42.344,45.460,43.04,528,0.942,bicubic
|
||||
efficientnet_b3_pruned,+18,33.996,-46.860,66.004,54.110,-41.130,45.890,9.86,300,0.904,bicubic
|
||||
tresnet_xl,-4,33.259,-48.811,66.741,52.296,-43.632,47.704,78.44,224,0.875,bilinear
|
||||
resnest50d_1s4x24d,+11,33.139,-47.851,66.861,52.831,-42.491,47.169,25.68,224,0.875,bicubic
|
||||
resnest50d,+11,32.968,-47.990,67.032,52.701,-42.681,47.299,27.48,224,0.875,bilinear
|
||||
tf_efficientnet_b3,-2,32.864,-48.776,67.136,52.962,-42.760,47.038,12.23,300,0.904,bicubic
|
||||
inception_resnet_v2,+22,32.736,-47.724,67.264,50.640,-44.670,49.360,55.84,299,0.897,bicubic
|
||||
gluon_resnet152_v1d,+20,32.730,-47.740,67.270,51.084,-44.122,48.916,60.21,224,0.875,bicubic
|
||||
tf_efficientnet_b2_ap,+28,32.679,-47.627,67.321,52.233,-42.795,47.767,9.11,260,0.890,bicubic
|
||||
nasnetalarge,-16,32.583,-49.975,67.417,49.787,-46.249,50.213,88.75,331,0.875,bicubic
|
||||
tresnet_l,-3,32.567,-48.921,67.433,51.141,-44.487,48.859,55.99,224,0.875,bilinear
|
||||
pnasnet5large,-20,32.532,-50.208,67.468,50.188,-45.852,49.812,86.06,331,0.875,bicubic
|
||||
ens_adv_inception_resnet_v2,+34,32.370,-47.606,67.629,50.427,-44.519,49.573,55.84,299,0.897,bicubic
|
||||
gluon_resnet152_v1s,=,32.331,-48.681,67.669,50.539,-44.877,49.461,60.32,224,0.875,bicubic
|
||||
gluon_seresnext101_64x4d,+4,32.194,-48.696,67.806,50.327,-44.977,49.673,88.23,224,0.875,bicubic
|
||||
gluon_seresnext101_32x4d,+2,32.115,-48.787,67.885,51.241,-44.053,48.759,48.96,224,0.875,bicubic
|
||||
efficientnet_b3a,-17,31.728,-50.146,68.272,51.322,-44.518,48.678,12.23,320,1.000,bicubic
|
||||
efficientnet_b3,-11,31.565,-49.933,68.435,51.272,-44.446,48.728,12.23,300,0.904,bicubic
|
||||
resnet50,+64,31.545,-47.487,68.455,50.172,-44.212,49.828,25.56,224,0.875,bicubic
|
||||
ssl_resnext101_32x4d,-3,31.433,-49.495,68.567,52.115,-43.613,47.885,44.18,224,0.875,bilinear
|
||||
inception_v4,+22,31.382,-48.774,68.618,49.237,-45.737,50.763,42.68,299,0.875,bicubic
|
||||
ecaresnetlight,+8,31.133,-49.321,68.868,50.252,-45.004,49.748,30.16,224,0.875,bicubic
|
||||
gluon_resnet101_v1s,+15,31.113,-49.187,68.887,49.791,-45.359,50.209,44.67,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b0_8e,+98,31.081,-46.827,68.919,50.773,-42.883,49.227,24.01,224,0.875,bicubic
|
||||
ecaresnet50d,=,31.064,-49.540,68.936,50.846,-44.476,49.154,25.58,224,0.875,bicubic
|
||||
gluon_resnet152_v1c,+23,31.007,-48.909,68.993,48.936,-45.906,51.064,60.21,224,0.875,bicubic
|
||||
tresnet_m,-4,30.993,-49.803,69.007,48.690,-46.166,51.310,31.39,224,0.875,bilinear
|
||||
gluon_resnext101_64x4d,-2,30.981,-49.621,69.019,48.553,-46.441,51.447,83.46,224,0.875,bicubic
|
||||
tf_efficientnet_cc_b1_8e,+42,30.901,-48.397,69.099,50.074,-44.290,49.926,39.72,240,0.882,bicubic
|
||||
ecaresnet101d_pruned,-8,30.895,-49.913,69.105,50.001,-45.627,49.999,24.88,224,0.875,bicubic
|
||||
gluon_resnext101_32x4d,+4,30.881,-49.453,69.119,48.537,-46.389,51.463,44.18,224,0.875,bicubic
|
||||
tf_efficientnet_lite4,-26,30.840,-50.688,69.160,50.398,-45.270,49.602,13.01,380,0.920,bilinear
|
||||
dpn107,+9,30.680,-49.484,69.320,48.806,-46.106,51.194,86.92,224,0.875,bicubic
|
||||
ese_vovnet39b,+33,30.677,-48.643,69.323,49.893,-44.817,50.107,24.57,224,0.875,bicubic
|
||||
tresnet_xl_448,-46,30.620,-52.428,69.380,49.072,-47.102,50.928,78.44,448,0.875,bilinear
|
||||
gluon_resnet152_v1b,+22,30.618,-49.074,69.382,48.529,-46.209,51.471,60.19,224,0.875,bicubic
|
||||
ssl_resnext50_32x4d,-1,30.594,-49.734,69.406,50.653,-44.751,49.347,25.03,224,0.875,bilinear
|
||||
gluon_resnet101_v1d,-6,30.509,-49.915,69.490,47.975,-47.045,52.025,44.57,224,0.875,bicubic
|
||||
resnest26d,+62,30.500,-47.982,69.500,50.677,-43.613,49.323,17.07,224,0.875,bilinear
|
||||
efficientnet_b2a,-16,30.423,-50.185,69.577,49.675,-45.635,50.325,9.11,288,1.000,bicubic
|
||||
tf_efficientnet_b1_ap,+32,30.419,-48.859,69.581,49.553,-44.755,50.447,7.79,240,0.882,bicubic
|
||||
dpn98,+18,30.058,-49.578,69.942,48.240,-46.354,51.760,61.57,224,0.875,bicubic
|
||||
tf_efficientnet_b2,+2,30.020,-50.070,69.980,49.590,-45.316,50.410,9.11,260,0.890,bicubic
|
||||
dpn131,+9,30.014,-49.814,69.986,48.144,-46.560,51.856,79.25,224,0.875,bicubic
|
||||
senet154,-35,30.001,-51.303,69.999,48.032,-47.466,51.968,115.09,224,0.875,bilinear
|
||||
dpn92,=,29.969,-50.047,70.031,49.160,-45.678,50.840,37.67,224,0.875,bicubic
|
||||
gluon_senet154,-36,29.887,-51.337,70.113,47.873,-47.483,52.127,115.09,224,0.875,bicubic
|
||||
xception,+34,29.849,-49.199,70.151,48.690,-45.702,51.310,22.86,299,0.897,bicubic
|
||||
adv_inception_v3,+80,29.824,-47.756,70.176,47.867,-45.857,52.133,23.83,299,0.875,bicubic
|
||||
resnetblur50,+22,29.623,-49.667,70.377,48.250,-46.382,51.750,25.56,224,0.875,bicubic
|
||||
efficientnet_b2,-18,29.617,-50.785,70.383,48.773,-46.303,51.227,9.11,260,0.875,bicubic
|
||||
gluon_xception65,+9,29.555,-50.049,70.445,47.523,-47.225,52.477,39.92,299,0.875,bicubic
|
||||
resnext101_32x8d,+15,29.435,-49.877,70.565,48.482,-46.044,51.518,88.79,224,0.875,bilinear
|
||||
ssl_resnet50,+20,29.423,-49.805,70.577,49.773,-45.059,50.227,25.56,224,0.875,bilinear
|
||||
resnext50_32x4d,=,29.328,-50.434,70.671,47.395,-47.205,52.605,25.03,224,0.875,bicubic
|
||||
ecaresnet50d_pruned,=,29.216,-50.502,70.784,48.458,-46.432,51.542,19.94,224,0.875,bicubic
|
||||
tresnet_l_448,-61,29.167,-53.101,70.833,47.234,-48.744,52.766,55.99,448,0.875,bilinear
|
||||
gluon_inception_v3,+32,29.114,-49.690,70.886,46.943,-47.437,53.057,23.83,299,0.875,bicubic
|
||||
hrnet_w64,+5,28.987,-50.485,71.013,47.140,-47.510,52.860,128.06,224,0.875,bilinear
|
||||
tf_efficientnet_b0_ns,+37,28.914,-49.738,71.086,49.011,-45.357,50.989,5.29,224,0.875,bicubic
|
||||
tf_efficientnet_b1,+28,28.892,-49.940,71.108,47.511,-46.685,52.489,7.79,240,0.882,bicubic
|
||||
gluon_resnet101_v1b,+8,28.857,-50.447,71.143,46.371,-48.153,53.629,44.55,224,0.875,bicubic
|
||||
skresnext50_32x4d,-19,28.818,-51.332,71.182,46.503,-48.141,53.497,27.48,224,0.875,bicubic
|
||||
tf_efficientnet_lite3,-10,28.654,-51.158,71.346,47.358,-47.556,52.642,8.20,300,0.904,bilinear
|
||||
hrnet_w40,+20,28.645,-50.289,71.355,47.443,-47.023,52.557,57.56,224,0.875,bilinear
|
||||
gluon_seresnext50_32x4d,-16,28.641,-51.271,71.359,46.450,-48.368,53.550,27.56,224,0.875,bicubic
|
||||
skresnet34,+81,28.629,-48.281,71.371,47.957,-45.359,52.043,22.28,224,0.875,bicubic
|
||||
resnet152,+40,28.535,-49.777,71.465,47.114,-46.932,52.886,60.19,224,0.875,bilinear
|
||||
hrnet_w48,=,28.407,-50.903,71.593,47.574,-46.944,52.426,77.47,224,0.875,bilinear
|
||||
gluon_resnext50_32x4d,-4,28.383,-50.973,71.617,45.326,-49.098,54.674,25.03,224,0.875,bicubic
|
||||
efficientnet_b2_pruned,-23,28.366,-51.552,71.634,47.059,-47.789,52.941,8.31,260,0.890,bicubic
|
||||
tf_efficientnet_b0_ap,+72,28.350,-48.734,71.650,47.531,-45.723,52.469,5.29,224,0.875,bicubic
|
||||
dla102x2,-8,28.319,-51.133,71.681,46.757,-47.887,53.243,41.75,224,0.875,bilinear
|
||||
dla169,+19,28.311,-50.399,71.689,47.399,-46.939,52.601,53.99,224,0.875,bilinear
|
||||
tf_efficientnet_cc_b0_4e,+62,28.311,-48.993,71.689,47.364,-45.968,52.636,13.31,224,0.875,bicubic
|
||||
mixnet_xl,-49,28.293,-52.185,71.707,46.717,-48.215,53.283,11.90,224,0.875,bicubic
|
||||
gluon_resnet50_v1d,+3,28.236,-50.838,71.764,45.876,-48.600,54.124,25.58,224,0.875,bicubic
|
||||
wide_resnet101_2,+10,28.106,-50.740,71.894,46.425,-47.859,53.575,126.89,224,0.875,bilinear
|
||||
gluon_resnet101_v1c,-16,28.102,-51.442,71.898,45.953,-48.633,54.047,44.57,224,0.875,bicubic
|
||||
densenet161,+56,28.100,-49.248,71.900,46.651,-46.997,53.349,28.68,224,0.875,bicubic
|
||||
regnetx_320,-41,28.079,-52.167,71.921,45.120,-49.902,54.880,107.81,224,0.875,bicubic
|
||||
regnety_320,-61,28.071,-52.743,71.929,45.460,-49.780,54.540,145.05,224,0.875,bicubic
|
||||
dpn68b,+48,27.884,-49.630,72.116,47.460,-46.362,52.540,12.61,224,0.875,bicubic
|
||||
regnetx_160,-32,27.825,-52.041,72.175,45.631,-49.197,54.369,54.28,224,0.875,bicubic
|
||||
tf_inception_v3,+38,27.786,-50.070,72.214,45.711,-47.933,54.289,23.83,299,0.875,bicubic
|
||||
res2net101_26w_4s,-8,27.774,-51.422,72.226,45.171,-49.269,54.829,45.21,224,0.875,bilinear
|
||||
regnety_160,-48,27.639,-52.661,72.361,45.534,-49.428,54.466,83.59,224,0.875,bicubic
|
||||
hrnet_w44,-2,27.625,-51.269,72.375,45.831,-48.539,54.169,67.06,224,0.875,bilinear
|
||||
inception_v3,+45,27.570,-49.866,72.430,45.261,-48.215,54.739,23.83,299,0.875,bicubic
|
||||
regnetx_080,-13,27.411,-51.787,72.589,45.022,-49.536,54.978,39.57,224,0.875,bicubic
|
||||
hrnet_w30,+21,27.385,-50.811,72.615,46.542,-47.678,53.458,37.71,224,0.875,bilinear
|
||||
hrnet_w32,+13,27.377,-51.071,72.623,45.990,-48.198,54.010,41.23,224,0.875,bilinear
|
||||
gluon_resnet50_v1s,-1,27.326,-51.386,72.674,45.214,-49.028,54.786,25.68,224,0.875,bicubic
|
||||
densenet201,+45,27.261,-50.029,72.739,46.224,-47.254,53.776,20.01,224,0.875,bicubic
|
||||
regnety_064,-38,27.228,-52.484,72.772,44.851,-49.923,55.149,30.58,224,0.875,bicubic
|
||||
densenetblur121d,+57,27.224,-49.352,72.776,46.307,-46.883,53.693,8.00,224,0.875,bicubic
|
||||
efficientnet_b1_pruned,+13,27.195,-51.047,72.805,45.872,-47.960,54.128,6.33,240,0.882,bicubic
|
||||
res2net50_26w_8s,-22,27.073,-52.137,72.927,44.432,-49.930,55.568,48.40,224,0.875,bilinear
|
||||
dla102x,=,27.023,-51.485,72.977,45.495,-48.739,54.505,26.77,224,0.875,bilinear
|
||||
resnet101,+35,26.968,-50.406,73.031,45.236,-48.310,54.764,44.55,224,0.875,bilinear
|
||||
resnext50d_32x4d,-42,26.874,-52.800,73.126,44.430,-50.438,55.570,25.05,224,0.875,bicubic
|
||||
regnetx_120,-40,26.864,-52.726,73.136,44.682,-50.058,55.318,46.11,224,0.875,bicubic
|
||||
seresnext101_32x4d,-62,26.819,-53.417,73.181,43.508,-51.520,56.492,48.96,224,0.875,bilinear
|
||||
densenet169,+55,26.811,-49.101,73.189,45.375,-47.649,54.625,14.15,224,0.875,bicubic
|
||||
regnetx_064,-24,26.802,-52.264,73.198,44.904,-49.552,55.096,26.21,224,0.875,bicubic
|
||||
regnety_120,-72,26.782,-53.600,73.218,44.440,-50.688,55.560,51.82,224,0.875,bicubic
|
||||
regnetx_032,+6,26.707,-51.459,73.293,45.226,-48.854,54.774,15.30,224,0.875,bicubic
|
||||
densenet121,+55,26.676,-48.898,73.324,45.900,-46.756,54.100,7.98,224,0.875,bicubic
|
||||
seresnet152,-13,26.672,-51.986,73.328,43.945,-50.429,56.055,66.82,224,0.875,bilinear
|
||||
tf_efficientnet_el,-79,26.623,-53.825,73.377,44.636,-50.524,55.364,10.59,300,0.904,bicubic
|
||||
efficientnet_es,+4,26.617,-51.437,73.383,45.106,-48.824,54.894,5.44,224,0.875,bicubic
|
||||
res2net50_26w_6s,-14,26.587,-51.987,73.413,43.978,-50.148,56.022,37.05,224,0.875,bilinear
|
||||
dla60x,-4,26.564,-51.678,73.436,45.039,-48.983,54.961,17.65,224,0.875,bilinear
|
||||
regnety_080,-63,26.515,-53.353,73.485,44.355,-50.477,55.645,39.18,224,0.875,bicubic
|
||||
tf_efficientnet_b0,+34,26.491,-50.349,73.509,45.656,-47.570,54.344,5.29,224,0.875,bicubic
|
||||
res2net50_14w_8s,-2,26.471,-51.681,73.529,44.369,-49.473,55.631,25.06,224,0.875,bilinear
|
||||
gluon_resnet50_v1b,+13,26.432,-51.146,73.568,44.033,-49.685,55.967,25.56,224,0.875,bicubic
|
||||
regnetx_040,-18,26.239,-52.247,73.760,44.424,-49.818,55.576,22.12,224,0.875,bicubic
|
||||
dpn68,+37,26.122,-50.184,73.878,44.233,-48.737,55.767,12.61,224,0.875,bicubic
|
||||
hrnet_w18,+30,25.976,-50.780,74.024,44.809,-48.633,55.191,21.30,224,0.875,bilinear
|
||||
regnety_040,-46,25.913,-53.309,74.087,43.854,-50.802,56.146,20.65,224,0.875,bicubic
|
||||
resnet34,+49,25.884,-49.228,74.116,43.990,-48.298,56.010,21.80,224,0.875,bilinear
|
||||
res2net50_26w_4s,-2,25.870,-52.076,74.130,43.161,-50.691,56.839,25.70,224,0.875,bilinear
|
||||
tresnet_m_448,-121,25.850,-55.862,74.150,42.868,-52.702,57.132,31.39,448,0.875,bilinear
|
||||
gluon_resnet50_v1c,-8,25.795,-52.215,74.205,43.017,-50.971,56.983,25.58,224,0.875,bicubic
|
||||
selecsls60,-6,25.729,-52.253,74.272,44.069,-49.763,55.931,30.67,224,0.875,bicubic
|
||||
dla60_res2net,-25,25.642,-52.830,74.358,43.589,-50.615,56.411,21.15,224,0.875,bilinear
|
||||
dla60_res2next,-24,25.638,-52.810,74.362,43.670,-50.474,56.330,17.33,224,0.875,bilinear
|
||||
tf_efficientnet_lite1,+23,25.506,-51.132,74.493,43.583,-49.649,56.417,5.42,240,0.882,bicubic
|
||||
mixnet_l,-46,25.499,-53.477,74.501,43.463,-50.721,56.537,7.33,224,0.875,bicubic
|
||||
efficientnet_b1,-37,25.483,-53.215,74.517,43.286,-50.866,56.714,7.79,240,0.875,bicubic
|
||||
tv_resnext50_32x4d,-5,25.469,-52.149,74.531,42.791,-50.907,57.209,25.03,224,0.875,bilinear
|
||||
tf_mixnet_l,-42,25.420,-53.350,74.580,42.544,-51.460,57.456,7.33,224,0.875,bicubic
|
||||
res2next50,-23,25.395,-52.847,74.606,42.492,-51.400,57.508,24.67,224,0.875,bilinear
|
||||
selecsls60b,-29,25.328,-53.090,74.672,43.554,-50.612,56.446,32.77,224,0.875,bicubic
|
||||
seresnet101,-29,25.328,-53.068,74.672,42.828,-51.430,57.172,49.33,224,0.875,bilinear
|
||||
regnety_032,-50,25.324,-53.546,74.676,42.907,-51.495,57.093,19.44,224,0.875,bicubic
|
||||
dla102,-22,25.314,-52.712,74.686,43.837,-50.113,56.163,33.73,224,0.875,bilinear
|
||||
wide_resnet50_2,-36,25.310,-53.158,74.690,42.178,-51.908,57.822,68.88,224,0.875,bilinear
|
||||
resnest14d,+25,25.282,-50.222,74.718,44.121,-48.393,55.879,10.61,224,0.875,bilinear
|
||||
seresnext50_32x4d,-62,25.218,-53.858,74.782,41.938,-52.496,58.062,27.56,224,0.875,bilinear
|
||||
res2net50_48w_2s,-10,25.023,-52.491,74.977,42.202,-51.346,57.798,25.29,224,0.875,bilinear
|
||||
efficientnet_b0,-18,25.015,-52.677,74.985,42.785,-50.747,57.215,5.29,224,0.875,bicubic
|
||||
gluon_resnet34_v1b,+35,24.948,-49.632,75.052,42.237,-49.751,57.763,21.80,224,0.875,bicubic
|
||||
mobilenetv2_120d,-7,24.933,-52.361,75.067,43.064,-50.438,56.936,5.83,224,0.875,bicubic
|
||||
dla60,-1,24.927,-52.097,75.073,43.302,-50.006,56.698,22.33,224,0.875,bilinear
|
||||
regnety_016,-23,24.819,-53.033,75.181,42.626,-51.090,57.374,11.20,224,0.875,bicubic
|
||||
tf_efficientnet_em,-53,24.534,-54.164,75.466,42.410,-51.910,57.590,6.90,240,0.882,bicubic
|
||||
tf_efficientnet_lite2,-16,24.530,-52.930,75.470,42.292,-51.454,57.708,6.09,260,0.890,bicubic
|
||||
skresnet18,+36,24.494,-48.550,75.505,42.538,-48.640,57.462,11.96,224,0.875,bicubic
|
||||
regnetx_016,-4,24.477,-52.453,75.523,42.502,-50.916,57.498,9.19,224,0.875,bicubic
|
||||
tf_efficientnet_lite0,+22,24.371,-50.471,75.629,42.510,-49.660,57.490,4.65,224,0.875,bicubic
|
||||
tv_resnet50,+4,24.092,-52.038,75.908,41.309,-51.553,58.691,25.56,224,0.875,bilinear
|
||||
seresnet34,+21,24.037,-50.771,75.963,41.895,-50.231,58.105,21.96,224,0.875,bilinear
|
||||
tv_densenet121,+21,23.846,-50.906,76.154,41.921,-50.231,58.079,7.98,224,0.875,bicubic
|
||||
tf_efficientnet_es,-16,23.824,-53.440,76.176,41.319,-52.281,58.681,5.44,224,0.875,bicubic
|
||||
mobilenetv2_140,-3,23.710,-52.814,76.290,41.469,-51.521,58.531,6.11,224,0.875,bicubic
|
||||
mixnet_m,-17,23.709,-53.547,76.291,41.139,-52.279,58.861,5.01,224,0.875,bicubic
|
||||
dla34,+19,23.677,-50.959,76.323,41.543,-50.521,58.457,15.78,224,0.875,bilinear
|
||||
seresnet50,-34,23.644,-53.992,76.356,40.081,-53.671,59.919,28.09,224,0.875,bilinear
|
||||
tf_mixnet_m,-15,23.479,-53.471,76.521,41.005,-52.151,58.995,5.01,224,0.875,bicubic
|
||||
tv_resnet34,+22,23.473,-49.841,76.527,41.367,-50.053,58.633,21.80,224,0.875,bilinear
|
||||
selecsls42b,-21,23.366,-53.810,76.633,40.677,-52.715,59.323,32.46,224,0.875,bicubic
|
||||
mobilenetv2_110d,+8,23.070,-51.982,76.930,40.744,-51.436,59.256,4.52,224,0.875,bicubic
|
||||
mobilenetv3_large_100,-5,22.665,-53.103,77.335,40.785,-51.755,59.215,5.48,224,0.875,bicubic
|
||||
mobilenetv3_rw,-4,22.626,-53.002,77.374,40.370,-52.340,59.630,5.48,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_100,-3,22.571,-52.945,77.429,39.759,-52.841,60.241,5.48,224,0.875,bilinear
|
||||
hrnet_w18_small_v2,+1,22.341,-52.785,77.659,39.847,-52.569,60.153,15.60,224,0.875,bilinear
|
||||
regnety_008,-14,22.113,-54.201,77.887,38.896,-54.166,61.104,6.26,224,0.875,bicubic
|
||||
seresnext26tn_32x4d,-52,22.003,-55.987,77.997,38.492,-55.256,61.508,16.81,224,0.875,bicubic
|
||||
seresnext26t_32x4d,-52,21.987,-56.001,78.013,38.566,-55.140,61.434,16.82,224,0.875,bicubic
|
||||
regnety_006,-4,21.973,-53.287,78.027,38.953,-53.575,61.047,6.06,224,0.875,bicubic
|
||||
regnetx_008,=,21.952,-53.070,78.048,38.930,-53.414,61.070,7.26,224,0.875,bicubic
|
||||
resnet26d,-23,21.914,-54.766,78.086,38.617,-54.549,61.383,16.01,224,0.875,bicubic
|
||||
semnasnet_100,-9,21.897,-53.559,78.103,38.604,-53.988,61.396,3.89,224,0.875,bicubic
|
||||
regnetx_006,+6,21.743,-52.119,78.257,38.904,-52.776,61.096,6.20,224,0.875,bicubic
|
||||
gluon_resnet18_v1b,+16,21.545,-49.285,78.455,38.873,-50.883,61.127,11.69,224,0.875,bicubic
|
||||
fbnetc_100,-8,21.492,-53.628,78.508,38.165,-54.221,61.835,5.57,224,0.875,bilinear
|
||||
mnasnet_100,-2,21.350,-53.306,78.650,37.715,-54.411,62.285,4.38,224,0.875,bicubic
|
||||
resnet26,-13,21.295,-53.997,78.705,38.016,-54.554,61.984,16.00,224,0.875,bicubic
|
||||
ssl_resnet18,+7,21.278,-51.322,78.722,39.114,-52.302,60.886,11.69,224,0.875,bilinear
|
||||
mixnet_s,-24,21.258,-54.730,78.742,38.193,-54.601,61.807,4.13,224,0.875,bicubic
|
||||
seresnext26d_32x4d,-55,21.254,-56.350,78.746,37.285,-56.327,62.715,16.81,224,0.875,bicubic
|
||||
seresnext26_32x4d,-41,21.093,-56.007,78.907,37.639,-55.671,62.361,16.79,224,0.875,bicubic
|
||||
regnetx_004,+4,20.887,-51.519,79.113,37.548,-53.282,62.452,5.16,224,0.875,bicubic
|
||||
spnasnet_100,-6,20.867,-53.213,79.133,37.892,-53.940,62.108,4.42,224,0.875,bilinear
|
||||
seresnet18,+5,20.840,-50.918,79.160,37.645,-52.689,62.355,11.78,224,0.875,bicubic
|
||||
mobilenetv2_100,-1,20.761,-52.217,79.239,37.751,-53.265,62.249,3.50,224,0.875,bicubic
|
||||
tf_mixnet_s,-28,20.478,-55.170,79.522,36.627,-56.009,63.373,4.13,224,0.875,bicubic
|
||||
regnety_004,-9,20.417,-53.609,79.583,37.030,-54.718,62.970,4.34,224,0.875,bicubic
|
||||
tf_mobilenetv3_large_075,-8,20.372,-53.070,79.628,36.770,-54.582,63.230,3.99,224,0.875,bilinear
|
||||
hrnet_w18_small,-2,20.366,-51.976,79.634,37.094,-53.578,62.906,13.19,224,0.875,bilinear
|
||||
resnet18,+2,20.228,-49.530,79.772,37.260,-51.818,62.740,11.69,224,0.875,bilinear
|
||||
tf_mobilenetv3_large_minimal_100,-3,20.116,-52.128,79.884,36.904,-53.732,63.096,3.92,224,0.875,bilinear
|
||||
regnety_002,-1,17.460,-52.822,82.540,32.443,-57.097,67.557,3.16,224,0.875,bicubic
|
||||
regnetx_002,=,16.951,-51.803,83.049,32.235,-56.313,67.765,2.68,224,0.875,bicubic
|
||||
dla60x_c,+1,16.326,-51.582,83.674,31.775,-56.659,68.225,1.34,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_100,-1,16.233,-51.685,83.767,31.223,-56.439,68.777,2.54,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_075,+1,14.940,-50.778,85.060,29.572,-56.564,70.428,2.04,224,0.875,bilinear
|
||||
dla46_c,+1,14.661,-50.217,85.339,29.374,-56.912,70.626,1.31,224,0.875,bilinear
|
||||
dla46x_c,-2,14.380,-51.600,85.620,29.177,-57.803,70.823,1.08,224,0.875,bilinear
|
||||
tf_mobilenetv3_small_minimal_100,=,13.968,-48.930,86.032,27.980,-56.250,72.019,2.04,224,0.875,bilinear
|
||||
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
|
||||
ig_resnext101_32x48d,58.810,41.190,81.076,18.924,828.41,224,0.875,bilinear,-26.618,-16.496,+5
|
||||
ig_resnext101_32x32d,58.386,41.614,80.381,19.619,468.53,224,0.875,bilinear,-26.708,-17.057,+9
|
||||
ig_resnext101_32x16d,57.690,42.310,79.905,20.095,194.03,224,0.875,bilinear,-26.480,-17.291,+14
|
||||
swsl_resnext101_32x16d,57.458,42.542,80.385,19.615,194.03,224,0.875,bilinear,-25.888,-16.461,+18
|
||||
swsl_resnext101_32x8d,56.438,43.562,78.944,21.056,88.79,224,0.875,bilinear,-27.845,-18.232,+10
|
||||
ig_resnext101_32x8d,54.918,45.082,77.534,22.466,88.79,224,0.875,bilinear,-27.770,-19.103,+23
|
||||
swsl_resnext101_32x4d,53.603,46.397,76.347,23.653,44.18,224,0.875,bilinear,-29.627,-20.413,+17
|
||||
tf_efficientnet_l2_ns_475,51.494,48.506,73.928,26.072,480.31,475,0.936,bicubic,-36.740,-24.618,-6
|
||||
swsl_resnext50_32x4d,50.437,49.563,73.368,26.633,25.03,224,0.875,bilinear,-31.745,-22.862,+24
|
||||
swsl_resnet50,49.541,50.459,72.334,27.666,25.56,224,0.875,bilinear,-31.625,-23.638,+38
|
||||
tf_efficientnet_b7_ns,47.800,52.200,69.640,30.360,66.35,600,0.949,bicubic,-39.040,-28.454,-8
|
||||
tf_efficientnet_b6_ns,47.761,52.239,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-8
|
||||
tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.782,-28.631,-12
|
||||
tf_efficientnet_b8_ap,45.774,54.226,67.911,32.089,87.41,672,0.954,bicubic,-39.596,-29.383,-6
|
||||
tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.473,-29.910,-10
|
||||
tf_efficientnet_b4_ns,43.450,56.550,65.519,34.481,19.34,380,0.922,bicubic,-41.713,-31.951,-7
|
||||
tf_efficientnet_b8,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic,-42.862,-32.533,-10
|
||||
tf_efficientnet_b7,41.431,58.569,63.017,36.983,66.35,600,0.949,bicubic,-43.505,-34.186,-6
|
||||
tf_efficientnet_b7_ap,41.429,58.571,62.874,37.126,66.35,600,0.949,bicubic,-43.691,-34.378,-9
|
||||
tf_efficientnet_b5_ap,41.418,58.582,62.084,37.916,30.39,456,0.934,bicubic,-42.834,-34.890,-4
|
||||
tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.689,-34.783,-8
|
||||
tf_efficientnet_b4_ap,40.484,59.516,61.723,38.277,19.34,380,0.922,bicubic,-42.764,-34.669,+1
|
||||
tf_efficientnet_b3_ns,39.584,60.416,61.453,38.547,12.23,300,0.904,bicubic,-44.464,-35.457,-4
|
||||
tf_efficientnet_b5,38.356,61.644,59.913,40.087,30.39,456,0.934,bicubic,-45.456,-36.835,-3
|
||||
resnest269e,37.315,62.685,57.468,42.532,110.93,416,0.928,bicubic,-47.203,-39.518,-11
|
||||
tf_efficientnet_b3_ap,37.055,62.945,57.240,42.760,12.23,300,0.904,bicubic,-44.767,-38.384,+12
|
||||
tf_efficientnet_b2_ns,36.183,63.817,57.551,42.449,9.11,260,0.890,bicubic,-46.197,-38.697,+4
|
||||
ecaresnet101d,36.004,63.996,56.165,43.835,44.57,224,0.875,bicubic,-46.168,-39.881,+6
|
||||
resnest200e,35.931,64.069,55.849,44.151,70.20,320,0.909,bicubic,-47.901,-41.045,-9
|
||||
swsl_resnet18,35.858,64.142,58.455,41.545,11.69,224,0.875,bilinear,-37.418,-33.279,+195
|
||||
resnest101e,35.373,64.627,55.780,44.220,48.28,256,0.875,bilinear,-47.517,-40.540,-4
|
||||
ssl_resnext101_32x16d,34.603,65.397,55.931,44.069,194.03,224,0.875,bilinear,-47.241,-40.165,+5
|
||||
resnest50d_4s2x40d,34.355,65.645,54.725,45.275,30.42,224,0.875,bicubic,-46.753,-40.833,+16
|
||||
tf_efficientnet_b1_ns,34.157,65.843,55.489,44.511,7.79,240,0.882,bicubic,-47.231,-40.249,+12
|
||||
tf_efficientnet_b4,34.064,65.936,54.198,45.802,19.34,380,0.922,bicubic,-48.958,-42.102,-9
|
||||
ssl_resnext101_32x8d,34.017,65.983,55.601,44.399,88.79,224,0.875,bilinear,-47.599,-40.437,+6
|
||||
tf_efficientnet_b6,33.998,66.002,54.544,45.456,43.04,528,0.942,bicubic,-50.112,-42.342,-19
|
||||
efficientnet_b3_pruned,33.996,66.004,54.108,45.892,9.86,300,0.904,bicubic,-46.862,-41.134,+18
|
||||
tresnet_xl,33.257,66.743,52.294,47.706,78.44,224,0.875,bilinear,-48.797,-43.642,-4
|
||||
resnest50d_1s4x24d,33.147,66.853,52.839,47.161,25.68,224,0.875,bicubic,-47.841,-42.483,+11
|
||||
rexnet_200,32.987,67.013,52.939,47.061,16.37,224,0.875,bicubic,-48.645,-42.729,0
|
||||
resnest50d,32.972,67.028,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.665,+10
|
||||
tf_efficientnet_b3,32.860,67.140,52.950,47.050,12.23,300,0.904,bicubic,-48.776,-42.767,-3
|
||||
pnasnet5large,32.848,67.152,50.500,49.500,86.06,331,0.911,bicubic,-49.934,-45.540,-16
|
||||
nasnetalarge,32.775,67.225,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.906,-15
|
||||
inception_resnet_v2,32.738,67.262,50.648,49.352,55.84,299,0.897,bicubic,-47.720,-44.658,+20
|
||||
gluon_resnet152_v1d,32.734,67.266,51.088,48.912,60.21,224,0.875,bicubic,-47.740,-44.118,+17
|
||||
tf_efficientnet_b2_ap,32.681,67.319,52.239,47.761,9.11,260,0.890,bicubic,-47.619,-42.789,+27
|
||||
tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.929,-44.485,-4
|
||||
ens_adv_inception_resnet_v2,32.370,67.629,50.427,49.573,55.84,299,0.897,bicubic,-47.611,-44.509,+36
|
||||
gluon_resnet152_v1s,32.331,67.669,50.526,49.474,60.32,224,0.875,bicubic,-48.685,-44.886,-1
|
||||
gluon_seresnext101_64x4d,32.205,67.795,50.319,49.681,88.23,224,0.875,bicubic,-48.689,-44.989,+3
|
||||
gluon_seresnext101_32x4d,32.107,67.893,51.237,48.763,48.96,224,0.875,bicubic,-48.797,-44.057,+1
|
||||
cspresnext50,31.822,68.178,51.602,48.398,20.57,224,0.875,bilinear,-48.218,-43.342,+30
|
||||
efficientnet_b3a,31.732,68.268,51.325,48.675,12.23,320,1.000,bicubic,-50.134,-44.511,-19
|
||||
efficientnet_b3,31.555,68.445,51.276,48.724,12.23,300,0.904,bicubic,-49.939,-44.440,-12
|
||||
resnet50,31.547,68.453,50.170,49.830,25.56,224,0.875,bicubic,-47.491,-44.220,+68
|
||||
ssl_resnext101_32x4d,31.423,68.577,52.121,47.879,44.18,224,0.875,bilinear,-49.501,-43.607,-5
|
||||
inception_v4,31.378,68.622,49.244,50.756,42.68,299,0.875,bicubic,-48.790,-45.724,+20
|
||||
rexnet_150,31.366,68.634,51.288,48.712,9.73,224,0.875,bicubic,-48.944,-43.878,+13
|
||||
ecaresnetlight,31.121,68.879,50.243,49.757,30.16,224,0.875,bicubic,-49.341,-45.007,+4
|
||||
gluon_resnet101_v1s,31.115,68.885,49.793,50.207,44.67,224,0.875,bicubic,-49.187,-45.367,+12
|
||||
tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.892,+100
|
||||
ecaresnet50d,31.058,68.942,50.848,49.152,25.58,224,0.875,bicubic,-49.534,-44.472,-2
|
||||
cspdarknet53,31.018,68.981,50.390,49.610,27.64,256,0.887,bilinear,-49.040,-44.694,+18
|
||||
tresnet_m,30.997,69.003,48.682,51.318,31.39,224,0.875,bilinear,-49.805,-46.178,-7
|
||||
gluon_resnet152_v1c,30.991,69.009,48.924,51.076,60.21,224,0.875,bicubic,-48.919,-45.916,+22
|
||||
gluon_resnext101_64x4d,30.987,69.013,48.549,51.451,83.46,224,0.875,bicubic,-49.617,-46.439,-7
|
||||
tf_efficientnet_cc_b1_8e,30.899,69.101,50.080,49.920,39.72,240,0.882,bicubic,-48.409,-44.290,+42
|
||||
ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.921,-45.615,-13
|
||||
gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic,-49.457,-46.389,0
|
||||
tf_efficientnet_lite4,30.830,69.170,50.386,49.614,13.01,380,0.920,bilinear,-50.706,-45.282,-29
|
||||
dpn107,30.678,69.322,48.810,51.190,86.92,224,0.875,bicubic,-49.478,-46.100,+7
|
||||
ese_vovnet39b,30.657,69.343,49.875,50.125,24.57,224,0.875,bicubic,-48.663,-44.837,+35
|
||||
gluon_resnet152_v1b,30.623,69.376,48.521,51.479,60.19,224,0.875,bicubic,-49.063,-46.215,+24
|
||||
tresnet_xl_448,30.614,69.386,49.069,50.931,78.44,448,0.875,bilinear,-52.436,-47.104,-51
|
||||
ssl_resnext50_32x4d,30.594,69.406,50.657,49.343,25.03,224,0.875,bilinear,-49.724,-44.749,-5
|
||||
gluon_resnet101_v1d,30.523,69.477,47.950,52.050,44.57,224,0.875,bicubic,-49.891,-47.064,-10
|
||||
dpn68b,30.517,69.483,49.158,50.842,12.61,224,0.875,bicubic,-48.699,-45.256,+39
|
||||
resnest26d,30.490,69.510,50.677,49.323,17.07,224,0.875,bilinear,-47.988,-43.621,+63
|
||||
efficientnet_b2a,30.435,69.565,49.698,50.302,9.11,288,1.000,bicubic,-50.177,-45.620,-21
|
||||
tf_efficientnet_b1_ap,30.421,69.579,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+33
|
||||
seresnet50,30.077,69.923,49.292,50.708,28.09,224,0.875,bicubic,-50.197,-45.778,-6
|
||||
dpn98,30.067,69.933,48.244,51.756,61.57,224,0.875,bicubic,-49.575,-46.354,+17
|
||||
tf_efficientnet_b2,30.026,69.974,49.581,50.419,9.11,260,0.890,bicubic,-50.060,-45.327,-3
|
||||
dpn131,30.024,69.976,48.146,51.854,79.25,224,0.875,bicubic,-49.798,-46.564,+7
|
||||
dpn92,29.953,70.047,49.162,50.838,37.67,224,0.875,bicubic,-50.055,-45.674,-2
|
||||
gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.357,-47.454,-41
|
||||
xception,29.865,70.135,48.686,51.314,22.86,299,0.897,bicubic,-49.187,-45.706,+35
|
||||
adv_inception_v3,29.816,70.184,47.847,52.153,23.83,299,0.875,bicubic,-47.766,-45.889,+80
|
||||
gluon_xception65,29.784,70.216,47.755,52.245,39.92,299,0.903,bicubic,-49.932,-47.105,+7
|
||||
resnetblur50,29.625,70.375,48.248,51.752,25.56,224,0.875,bicubic,-49.661,-46.390,+22
|
||||
efficientnet_b2,29.615,70.385,48.777,51.223,9.11,260,0.875,bicubic,-50.777,-46.299,-24
|
||||
resnext101_32x8d,29.439,70.561,48.486,51.514,88.79,224,0.875,bilinear,-49.869,-46.032,+16
|
||||
ssl_resnet50,29.423,70.577,49.781,50.219,25.56,224,0.875,bilinear,-49.799,-45.051,+21
|
||||
resnext50_32x4d,29.331,70.669,47.397,52.603,25.03,224,0.875,bicubic,-50.438,-47.201,-1
|
||||
ecaresnet50d_pruned,29.215,70.785,48.453,51.547,19.94,224,0.875,bicubic,-50.501,-46.427,0
|
||||
tresnet_l_448,29.165,70.835,47.232,52.768,55.99,448,0.875,bilinear,-53.103,-48.744,-66
|
||||
gluon_inception_v3,29.124,70.876,46.957,53.043,23.83,299,0.875,bicubic,-49.682,-47.413,+33
|
||||
xception71,29.047,70.953,47.405,52.595,42.34,299,0.903,bicubic,-50.826,-47.517,-9
|
||||
hrnet_w64,28.989,71.011,47.142,52.858,128.06,224,0.875,bilinear,-50.485,-47.510,+5
|
||||
tf_efficientnet_b0_ns,28.902,71.098,49.011,50.989,5.29,224,0.875,bicubic,-49.756,-45.365,+36
|
||||
xception65,28.896,71.104,47.167,52.833,39.92,299,0.903,bicubic,-50.656,-47.487,0
|
||||
tf_efficientnet_b1,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.940,-46.695,+27
|
||||
gluon_resnet101_v1b,28.878,71.121,46.389,53.611,44.55,224,0.875,bicubic,-50.427,-48.135,+7
|
||||
skresnext50_32x4d,28.818,71.182,46.497,53.503,27.48,224,0.875,bicubic,-51.338,-48.145,-25
|
||||
tf_efficientnet_lite3,28.660,71.340,47.354,52.646,8.20,300,0.904,bilinear,-51.160,-47.560,-13
|
||||
gluon_seresnext50_32x4d,28.651,71.349,46.436,53.564,27.56,224,0.875,bicubic,-51.267,-48.386,-21
|
||||
skresnet34,28.645,71.355,47.953,52.047,22.28,224,0.875,bicubic,-48.267,-45.369,+78
|
||||
hrnet_w40,28.641,71.359,47.454,52.546,57.56,224,0.875,bilinear,-50.279,-47.016,+17
|
||||
resnet152,28.533,71.467,47.118,52.882,60.19,224,0.875,bilinear,-49.779,-46.920,+38
|
||||
hrnet_w48,28.413,71.587,47.586,52.414,77.47,224,0.875,bilinear,-50.887,-46.926,+1
|
||||
gluon_resnext50_32x4d,28.375,71.624,45.328,54.672,25.03,224,0.875,bicubic,-50.978,-49.098,-5
|
||||
efficientnet_b2_pruned,28.362,71.638,47.051,52.949,8.31,260,0.890,bicubic,-51.554,-47.805,-26
|
||||
tf_efficientnet_b0_ap,28.346,71.654,47.531,52.469,5.29,224,0.875,bicubic,-48.740,-45.725,+68
|
||||
tf_efficientnet_cc_b0_4e,28.315,71.685,47.364,52.636,13.31,224,0.875,bicubic,-48.991,-45.970,+61
|
||||
dla102x2,28.313,71.687,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.879,-10
|
||||
dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.375,-46.945,+19
|
||||
mixnet_xl,28.287,71.713,46.702,53.298,11.90,224,0.875,bicubic,-52.189,-48.234,-56
|
||||
gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.828,-48.592,+2
|
||||
wide_resnet101_2,28.108,71.892,46.401,53.599,126.89,224,0.875,bilinear,-50.748,-47.881,+9
|
||||
gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.617,-18
|
||||
regnetx_320,28.093,71.907,45.126,54.874,107.81,224,0.875,bicubic,-52.154,-49.900,-45
|
||||
densenet161,28.081,71.919,46.641,53.359,28.68,224,0.875,bicubic,-49.277,-46.997,+52
|
||||
regnety_320,28.059,71.941,45.444,54.556,145.05,224,0.875,bicubic,-52.753,-49.800,-67
|
||||
xception41,27.888,72.112,45.890,54.110,26.97,299,0.903,bicubic,-50.628,-48.388,+14
|
||||
regnetx_160,27.817,72.183,45.617,54.383,54.28,224,0.875,bicubic,-52.039,-49.213,-35
|
||||
tf_inception_v3,27.780,72.220,45.721,54.279,23.83,299,0.875,bicubic,-50.078,-47.917,+38
|
||||
res2net101_26w_4s,27.768,72.232,45.179,54.821,45.21,224,0.875,bilinear,-51.430,-49.253,-9
|
||||
regnety_160,27.623,72.377,45.532,54.468,83.59,224,0.875,bicubic,-52.673,-49.430,-54
|
||||
hrnet_w44,27.621,72.379,45.837,54.163,67.06,224,0.875,bilinear,-51.275,-48.531,-3
|
||||
inception_v3,27.556,72.444,45.263,54.737,23.83,299,0.875,bicubic,-49.884,-48.213,+42
|
||||
regnetx_080,27.405,72.595,45.002,54.998,39.57,224,0.875,bicubic,-51.789,-49.558,-12
|
||||
hrnet_w30,27.381,72.619,46.554,53.446,37.71,224,0.875,bilinear,-50.825,-47.668,+19
|
||||
hrnet_w32,27.369,72.631,45.994,54.006,41.23,224,0.875,bilinear,-51.081,-48.192,+11
|
||||
gluon_resnet50_v1s,27.326,72.674,45.222,54.778,25.68,224,0.875,bicubic,-51.386,-49.016,-2
|
||||
densenet201,27.265,72.735,46.222,53.778,20.01,224,0.875,bicubic,-50.021,-47.256,+41
|
||||
densenetblur121d,27.228,72.772,46.299,53.701,8.00,224,0.875,bicubic,-49.360,-46.893,+55
|
||||
regnety_064,27.220,72.780,44.847,55.153,30.58,224,0.875,bicubic,-52.502,-49.921,-43
|
||||
efficientnet_b1_pruned,27.181,72.819,45.872,54.128,6.33,240,0.882,bicubic,-51.055,-47.962,+12
|
||||
rexnet_130,27.094,72.906,45.933,54.067,7.56,224,0.875,bicubic,-52.406,-48.749,-36
|
||||
res2net50_26w_8s,27.078,72.921,44.428,55.572,48.40,224,0.875,bilinear,-52.120,-49.940,-23
|
||||
dla102x,27.061,72.939,45.475,54.525,26.31,224,0.875,bilinear,-51.449,-48.753,-2
|
||||
resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.411,-48.306,+31
|
||||
resnext50d_32x4d,26.876,73.124,44.436,55.564,25.05,224,0.875,bicubic,-52.800,-50.430,-45
|
||||
regnetx_120,26.868,73.132,44.682,55.318,46.11,224,0.875,bicubic,-52.728,-50.056,-44
|
||||
rexnet_100,26.831,73.169,45.369,54.631,4.80,224,0.875,bicubic,-51.027,-48.501,+18
|
||||
densenet169,26.829,73.171,45.373,54.627,14.15,224,0.875,bicubic,-49.077,-47.653,+51
|
||||
regnety_120,26.788,73.212,44.454,55.546,51.82,224,0.875,bicubic,-53.578,-50.672,-79
|
||||
regnetx_064,26.784,73.216,44.927,55.073,26.21,224,0.875,bicubic,-52.288,-49.531,-27
|
||||
regnetx_032,26.703,73.297,45.236,54.764,15.30,224,0.875,bicubic,-51.469,-48.852,+3
|
||||
densenet121,26.664,73.336,45.900,54.100,7.98,224,0.875,bicubic,-48.914,-46.752,+51
|
||||
tf_efficientnet_el,26.623,73.377,44.648,55.352,10.59,300,0.904,bicubic,-53.817,-50.516,-86
|
||||
efficientnet_es,26.621,73.379,45.112,54.888,5.44,224,0.875,bicubic,-51.445,-48.814,+2
|
||||
res2net50_26w_6s,26.595,73.405,43.990,56.010,37.05,224,0.875,bilinear,-51.975,-50.134,-16
|
||||
dla60x,26.552,73.448,45.023,54.977,17.35,224,0.875,bilinear,-51.694,-48.994,-6
|
||||
regnety_080,26.524,73.476,44.359,55.641,39.18,224,0.875,bicubic,-53.352,-50.471,-67
|
||||
tf_efficientnet_b0,26.485,73.515,45.646,54.354,5.29,224,0.875,bicubic,-50.363,-47.582,+30
|
||||
res2net50_14w_8s,26.483,73.517,44.371,55.629,25.06,224,0.875,bilinear,-51.667,-49.477,-4
|
||||
gluon_resnet50_v1b,26.436,73.564,44.035,55.965,25.56,224,0.875,bicubic,-51.144,-49.681,+11
|
||||
regnetx_040,26.243,73.757,44.438,55.562,22.12,224,0.875,bicubic,-52.239,-49.806,-19
|
||||
dpn68,26.129,73.871,44.228,55.772,12.61,224,0.875,bicubic,-50.189,-48.750,+33
|
||||
hrnet_w18,25.986,74.014,44.813,55.187,21.30,224,0.875,bilinear,-50.772,-48.631,+27
|
||||
regnety_040,25.923,74.077,43.848,56.152,20.65,224,0.875,bicubic,-53.297,-50.808,-47
|
||||
resnet34,25.888,74.112,43.982,56.018,21.80,224,0.875,bilinear,-49.222,-48.302,+47
|
||||
res2net50_26w_4s,25.866,74.134,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.699,-4
|
||||
tresnet_m_448,25.852,74.148,42.874,57.126,31.39,448,0.875,bilinear,-55.862,-52.698,-128
|
||||
gluon_resnet50_v1c,25.784,74.216,43.031,56.969,25.58,224,0.875,bicubic,-52.228,-50.957,-10
|
||||
selecsls60,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.254,-49.763,-8
|
||||
dla60_res2net,25.652,74.348,43.599,56.401,20.85,224,0.875,bilinear,-52.812,-50.607,-25
|
||||
dla60_res2next,25.640,74.360,43.670,56.330,17.03,224,0.875,bilinear,-52.800,-50.482,-24
|
||||
mixnet_l,25.512,74.488,43.455,56.545,7.33,224,0.875,bicubic,-53.464,-50.727,-46
|
||||
tf_efficientnet_lite1,25.499,74.501,43.585,56.415,5.42,240,0.882,bicubic,-51.143,-49.641,+19
|
||||
efficientnet_b1,25.469,74.531,43.284,56.716,7.79,240,0.875,bicubic,-53.229,-50.860,-38
|
||||
tv_resnext50_32x4d,25.455,74.545,42.787,57.213,25.03,224,0.875,bilinear,-52.165,-50.909,-7
|
||||
tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.464,-43
|
||||
res2next50,25.389,74.611,42.508,57.492,24.67,224,0.875,bilinear,-52.857,-51.384,-26
|
||||
regnety_032,25.332,74.668,42.911,57.089,19.44,224,0.875,bicubic,-53.554,-51.501,-49
|
||||
selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.080,-50.614,-31
|
||||
dla102,25.316,74.684,43.827,56.173,33.27,224,0.875,bilinear,-52.716,-50.119,-23
|
||||
wide_resnet50_2,25.308,74.692,42.178,57.822,68.88,224,0.875,bilinear,-53.170,-51.916,-37
|
||||
resnest14d,25.284,74.716,44.114,55.886,10.61,224,0.875,bilinear,-50.222,-48.404,+23
|
||||
res2net50_48w_2s,25.027,74.973,42.208,57.792,25.29,224,0.875,bilinear,-52.495,-51.346,-11
|
||||
efficientnet_b0,25.015,74.985,42.787,57.213,5.29,224,0.875,bicubic,-52.683,-50.745,-17
|
||||
gluon_resnet34_v1b,24.939,75.061,42.243,57.757,21.80,224,0.875,bicubic,-49.649,-49.747,+34
|
||||
mobilenetv2_120d,24.937,75.063,43.058,56.942,5.83,224,0.875,bicubic,-52.347,-50.434,-7
|
||||
dla60,24.933,75.067,43.296,56.704,22.04,224,0.875,bilinear,-52.099,-50.022,-3
|
||||
regnety_016,24.811,75.189,42.616,57.384,11.20,224,0.875,bicubic,-53.051,-51.104,-24
|
||||
tf_efficientnet_em,24.542,75.458,42.412,57.588,6.90,240,0.882,bicubic,-54.166,-51.902,-54
|
||||
tf_efficientnet_lite2,24.530,75.470,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.474,-17
|
||||
skresnet18,24.483,75.517,42.536,57.464,11.96,224,0.875,bicubic,-48.555,-48.632,+35
|
||||
regnetx_016,24.473,75.527,42.514,57.486,9.19,224,0.875,bicubic,-52.477,-50.906,-7
|
||||
tf_efficientnet_lite0,24.373,75.627,42.487,57.513,4.65,224,0.875,bicubic,-50.457,-49.689,+22
|
||||
tv_resnet50,24.070,75.930,41.313,58.687,25.56,224,0.875,bilinear,-52.068,-51.551,+3
|
||||
efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.575,-50.422,+11
|
||||
tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.894,-50.225,+20
|
||||
tf_efficientnet_es,23.819,76.181,41.331,58.669,5.44,224,0.875,bicubic,-53.439,-52.263,-16
|
||||
mobilenetv2_140,23.712,76.288,41.477,58.523,6.11,224,0.875,bicubic,-52.804,-51.520,-4
|
||||
mixnet_m,23.710,76.290,41.141,58.859,5.01,224,0.875,bicubic,-53.550,-52.283,-19
|
||||
dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.961,-50.527,+18
|
||||
ese_vovnet19b_dw,23.535,76.465,41.288,58.712,6.54,224,0.875,bicubic,-53.263,-51.980,-12
|
||||
tf_mixnet_m,23.484,76.516,40.989,59.011,5.01,224,0.875,bicubic,-53.458,-52.163,-16
|
||||
tv_resnet34,23.473,76.527,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.059,+21
|
||||
selecsls42b,23.357,76.643,40.677,59.323,32.46,224,0.875,bicubic,-53.817,-52.713,-22
|
||||
mobilenetv2_110d,23.066,76.934,40.716,59.284,4.52,224,0.875,bicubic,-51.970,-51.470,+9
|
||||
mobilenetv3_large_100,22.655,77.345,40.781,59.219,5.48,224,0.875,bicubic,-53.111,-51.761,-6
|
||||
mobilenetv3_rw,22.630,77.370,40.374,59.626,5.48,224,0.875,bicubic,-53.004,-52.334,-5
|
||||
tf_mobilenetv3_large_100,22.569,77.431,39.767,60.233,5.48,224,0.875,bilinear,-52.949,-52.839,-4
|
||||
hrnet_w18_small_v2,22.337,77.663,39.861,60.139,15.60,224,0.875,bilinear,-52.777,-52.555,+2
|
||||
regnety_008,22.119,77.881,38.900,61.100,6.26,224,0.875,bicubic,-54.197,-54.166,-14
|
||||
seresnext26tn_32x4d,21.991,78.009,38.482,61.518,16.81,224,0.875,bicubic,-55.995,-55.264,-51
|
||||
seresnext26t_32x4d,21.985,78.015,38.570,61.430,16.82,224,0.875,bicubic,-56.013,-55.138,-53
|
||||
regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.577,-4
|
||||
regnetx_008,21.940,78.060,38.928,61.072,7.26,224,0.875,bicubic,-53.098,-53.408,-1
|
||||
resnet26d,21.907,78.094,38.619,61.381,16.01,224,0.875,bicubic,-54.789,-54.531,-24
|
||||
semnasnet_100,21.903,78.097,38.600,61.400,3.89,224,0.875,bicubic,-53.545,-54.004,-9
|
||||
regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.768,+5
|
||||
gluon_resnet18_v1b,21.549,78.451,38.869,61.131,11.69,224,0.875,bicubic,-49.287,-50.893,+14
|
||||
fbnetc_100,21.484,78.516,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.225,-9
|
||||
mnasnet_100,21.350,78.650,37.719,62.281,4.38,224,0.875,bicubic,-53.308,-54.395,-3
|
||||
resnet26,21.295,78.705,38.018,61.982,16.00,224,0.875,bicubic,-53.997,-54.552,-13
|
||||
ssl_resnet18,21.278,78.722,39.113,60.887,11.69,224,0.875,bilinear,-51.332,-52.303,+6
|
||||
mixnet_s,21.254,78.746,38.187,61.813,4.13,224,0.875,bicubic,-54.738,-54.609,-25
|
||||
seresnext26d_32x4d,21.252,78.748,37.311,62.689,16.81,224,0.875,bicubic,-56.350,-56.297,-55
|
||||
regnetx_004,20.898,79.102,37.566,62.434,5.16,224,0.875,bicubic,-51.498,-53.264,+4
|
||||
spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.922,-6
|
||||
mobilenetv2_100,20.773,79.227,37.759,62.241,3.50,224,0.875,bicubic,-52.197,-53.257,0
|
||||
tf_mixnet_s,20.470,79.530,36.607,63.393,4.13,224,0.875,bicubic,-55.180,-56.021,-27
|
||||
regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.619,-54.750,-8
|
||||
hrnet_w18_small,20.368,79.632,37.093,62.907,13.19,224,0.875,bilinear,-51.974,-53.585,0
|
||||
tf_mobilenetv3_large_075,20.366,79.634,36.764,63.236,3.99,224,0.875,bilinear,-53.072,-54.586,-8
|
||||
resnet18,20.228,79.772,37.261,62.739,11.69,224,0.875,bilinear,-49.520,-51.816,+2
|
||||
tf_mobilenetv3_large_minimal_100,20.122,79.878,36.908,63.092,3.92,224,0.875,bilinear,-52.126,-53.722,-2
|
||||
regnety_002,17.450,82.550,32.431,67.569,3.16,224,0.875,bicubic,-52.802,-57.109,-1
|
||||
regnetx_002,16.962,83.038,32.225,67.775,2.68,224,0.875,bicubic,-51.800,-56.331,0
|
||||
dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,+1
|
||||
tf_mobilenetv3_small_100,16.226,83.775,31.223,68.777,2.54,224,0.875,bilinear,-51.697,-56.441,-1
|
||||
tf_mobilenetv3_small_075,14.944,85.056,29.572,70.428,2.04,224,0.875,bilinear,-50.772,-56.558,+1
|
||||
dla46_c,14.657,85.343,29.380,70.620,1.30,224,0.875,bilinear,-50.209,-56.912,+1
|
||||
dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-2
|
||||
tf_mobilenetv3_small_minimal_100,13.964,86.036,27.988,72.012,2.04,224,0.875,bilinear,-48.942,-56.242,0
|
||||
|
||||
|
Loading…
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Reference in New Issue
Block a user