From b3f3a005a0eaf9326e1dab19dbbc4a947863da4e Mon Sep 17 00:00:00 2001
From: Ross Wightman <rwightman@gmail.com>
Date: Mon, 26 Aug 2024 17:15:05 -0700
Subject: [PATCH] Add RTX4090 inference benchmark numbers for latest models

---
 ...ark-infer-amp-nchw-pt240-cu124-rtx4090.csv | 1348 +++++++++++++++++
 1 file changed, 1348 insertions(+)
 create mode 100644 results/benchmark-infer-amp-nchw-pt240-cu124-rtx4090.csv

diff --git a/results/benchmark-infer-amp-nchw-pt240-cu124-rtx4090.csv b/results/benchmark-infer-amp-nchw-pt240-cu124-rtx4090.csv
new file mode 100644
index 00000000..dff3a26a
--- /dev/null
+++ b/results/benchmark-infer-amp-nchw-pt240-cu124-rtx4090.csv
@@ -0,0 +1,1348 @@
+model,infer_img_size,infer_samples_per_sec,infer_step_time,infer_batch_size,param_count,infer_gmacs,infer_macts
+test_vit,160,190063.0,5.379,1024,0.37,0.04,0.48
+test_byobnet,160,118514.7,8.629,1024,0.46,0.03,0.43
+test_efficientnet,160,103055.12,9.926,1024,0.36,0.06,0.55
+tinynet_e,106,78220.02,13.082,1024,2.04,0.03,0.69
+mobilenetv3_small_050,224,70601.07,14.494,1024,1.59,0.03,0.92
+lcnet_035,224,64363.55,15.899,1024,1.64,0.03,1.04
+efficientvit_m0,224,54968.63,18.617,1024,2.35,0.08,0.91
+lcnet_050,224,53926.83,18.977,1024,1.88,0.05,1.26
+mobilenetv3_small_075,224,49666.53,20.607,1024,2.04,0.05,1.3
+mobilenetv3_small_100,224,44218.73,23.147,1024,2.54,0.06,1.42
+tinynet_d,152,40973.02,24.983,1024,2.34,0.05,1.42
+efficientvit_m1,224,38684.24,26.458,1024,2.98,0.17,1.33
+tf_mobilenetv3_small_075,224,38382.4,26.67,1024,2.04,0.05,1.3
+tf_mobilenetv3_small_minimal_100,224,38276.52,26.744,1024,2.04,0.06,1.41
+tf_mobilenetv3_small_100,224,34910.86,29.323,1024,2.54,0.06,1.42
+efficientvit_m2,224,34598.85,29.585,1024,4.19,0.2,1.47
+lcnet_075,224,33808.24,30.277,1024,2.36,0.1,1.99
+mobilenetv4_conv_small,224,32700.37,31.303,1024,3.77,0.19,1.97
+efficientvit_m3,224,29814.46,34.335,1024,6.9,0.27,1.62
+mnasnet_small,224,29456.16,34.753,1024,2.03,0.07,2.16
+levit_128s,224,28912.58,35.406,1024,7.78,0.31,1.88
+ghostnet_050,224,27865.72,36.737,1024,2.59,0.05,1.77
+efficientvit_m4,224,27599.7,37.09,1024,8.8,0.3,1.7
+regnetx_002,224,27491.36,37.234,1024,2.68,0.2,2.16
+vit_small_patch32_224,224,27167.14,37.683,1024,22.88,1.15,2.5
+lcnet_100,224,26939.79,37.999,1024,2.95,0.16,2.52
+resnet10t,176,26689.26,38.357,1024,5.44,0.7,1.51
+repghostnet_050,224,26075.71,39.259,1024,2.31,0.05,2.02
+mobilenetv4_conv_small,256,25803.53,39.674,1024,3.77,0.25,2.57
+regnety_002,224,25792.04,39.686,1024,3.16,0.2,2.17
+levit_conv_128s,224,25144.82,40.713,1024,7.78,0.31,1.88
+mobilenetv2_035,224,25065.52,40.842,1024,1.68,0.07,2.86
+vit_tiny_r_s16_p8_224,224,24777.27,41.318,1024,6.34,0.44,2.06
+efficientvit_b0,224,22733.17,45.032,1024,3.41,0.1,2.87
+mnasnet_050,224,22340.77,45.824,1024,2.22,0.11,3.07
+pit_ti_224,224,22169.66,46.177,1024,4.85,0.7,6.19
+pit_ti_distilled_224,224,21986.86,46.561,1024,5.1,0.71,6.23
+tinynet_c,184,20762.85,49.306,1024,2.46,0.11,2.87
+repghostnet_058,224,20310.24,50.405,1024,2.55,0.07,2.59
+semnasnet_050,224,19602.44,52.227,1024,2.08,0.11,3.44
+mobilenetv2_050,224,19587.29,52.267,1024,1.97,0.1,3.64
+mixer_s32_224,224,19552.94,52.359,1024,19.1,1.0,2.28
+levit_128,224,19104.87,53.587,1024,9.21,0.41,2.71
+efficientvit_m5,224,18641.52,54.918,1024,12.47,0.53,2.41
+regnetx_004,224,18511.41,55.3,1024,5.16,0.4,3.14
+vit_medium_patch32_clip_224,224,18412.34,55.606,1024,39.69,2.0,3.34
+gernet_s,224,18020.84,56.811,1024,8.17,0.75,2.65
+regnetx_004_tv,224,17840.2,57.383,1024,5.5,0.42,3.17
+lcnet_150,224,17755.53,57.66,1024,4.5,0.34,3.79
+deit_tiny_patch16_224,224,17697.89,57.849,1024,5.72,1.26,5.97
+cs3darknet_focus_s,256,17695.17,57.855,1024,3.27,0.69,2.7
+vit_tiny_patch16_224,224,17666.29,57.953,1024,5.72,1.26,5.97
+deit_tiny_distilled_patch16_224,224,17595.15,58.184,1024,5.91,1.27,6.01
+levit_conv_128,224,17459.46,58.637,1024,9.21,0.41,2.71
+cs3darknet_s,256,17002.29,60.214,1024,3.28,0.72,2.97
+levit_192,224,16981.76,60.287,1024,10.95,0.66,3.2
+resnet10t,224,16770.82,61.045,1024,5.44,1.1,2.43
+mobilenetv3_large_075,224,16501.75,62.042,1024,3.99,0.16,4.0
+repghostnet_080,224,16166.33,63.329,1024,3.28,0.1,3.22
+levit_conv_192,224,15752.74,64.991,1024,10.95,0.66,3.2
+vit_xsmall_patch16_clip_224,224,15298.36,66.923,1024,8.28,1.79,6.65
+mobilenetv3_rw,224,14941.99,68.519,1024,5.48,0.23,4.41
+hardcorenas_a,224,14852.08,68.933,1024,5.26,0.23,4.38
+mobilenetv3_large_100,224,14657.13,69.845,1024,5.48,0.23,4.41
+resnet14t,176,14560.11,70.316,1024,10.08,1.07,3.61
+pit_xs_224,224,14527.16,70.475,1024,10.62,1.4,7.71
+mnasnet_075,224,14460.78,70.797,1024,3.17,0.23,4.77
+pit_xs_distilled_224,224,14430.58,70.948,1024,11.0,1.41,7.76
+ese_vovnet19b_slim_dw,224,14357.84,71.308,1024,1.9,0.4,5.28
+nf_regnet_b0,192,14305.6,71.567,1024,8.76,0.37,3.15
+regnetx_006,224,14180.45,72.196,1024,6.2,0.61,3.98
+tf_mobilenetv3_large_075,224,13976.52,73.254,1024,3.99,0.16,4.0
+ghostnet_100,224,13961.05,73.332,1024,5.18,0.15,3.55
+resnet18,224,13884.23,73.74,1024,11.69,1.82,2.48
+mobilenetv1_100,224,13770.5,74.349,1024,4.23,0.58,5.04
+regnety_004,224,13615.97,75.193,1024,4.34,0.41,3.89
+hardcorenas_b,224,13595.1,75.307,1024,5.18,0.26,5.09
+hardcorenas_c,224,13532.9,75.653,1024,5.52,0.28,5.01
+mobilenetv1_100h,224,13450.59,76.117,1024,5.28,0.63,5.09
+tf_mobilenetv3_large_minimal_100,224,13420.03,76.294,1024,3.92,0.22,4.4
+tf_efficientnetv2_b0,192,13399.74,76.405,1024,7.14,0.54,3.51
+tinynet_b,188,13333.07,76.791,1024,3.73,0.21,4.44
+vit_betwixt_patch32_clip_224,224,13206.84,77.524,1024,61.41,3.09,4.17
+repghostnet_100,224,13083.14,78.257,1024,4.07,0.15,3.98
+mobilenet_edgetpu_v2_xs,224,12987.95,78.829,1024,4.46,0.7,4.8
+seresnet18,224,12961.61,78.99,1024,11.78,1.82,2.49
+convnext_atto,224,12826.23,79.824,1024,3.7,0.55,3.81
+mnasnet_100,224,12689.99,80.68,1024,4.38,0.33,5.46
+hardcorenas_d,224,12571.28,81.442,1024,7.5,0.3,4.93
+tf_mobilenetv3_large_100,224,12541.83,81.636,1024,5.48,0.23,4.41
+levit_256,224,12520.3,81.773,1024,18.89,1.13,4.23
+legacy_seresnet18,224,12449.68,82.237,1024,11.78,1.82,2.49
+semnasnet_075,224,12296.1,83.264,1024,2.91,0.23,5.54
+mobilenetv2_075,224,12256.16,83.535,1024,2.64,0.22,5.86
+regnety_006,224,12245.96,83.6,1024,6.06,0.61,4.33
+edgenext_xx_small,256,12214.24,83.824,1024,1.33,0.26,3.33
+convnext_atto_ols,224,12210.27,83.851,1024,3.7,0.58,4.11
+levit_conv_256,224,11809.56,86.696,1024,18.89,1.13,4.23
+repghostnet_111,224,11804.51,86.733,1024,4.54,0.18,4.38
+spnasnet_100,224,11518.71,88.882,1024,4.42,0.35,6.03
+resnet18d,224,11300.62,90.601,1024,11.71,2.06,3.29
+repvgg_a0,224,11265.09,90.884,1024,9.11,1.52,3.59
+levit_256d,224,11120.6,92.066,1024,26.21,1.4,4.93
+hardcorenas_f,224,11118.17,92.089,1024,8.2,0.35,5.57
+convnext_femto,224,11037.5,92.762,1024,5.22,0.79,4.57
+dla46_c,224,10967.59,93.352,1024,1.3,0.58,4.5
+semnasnet_100,224,10960.14,93.416,1024,3.89,0.32,6.23
+regnetx_008,224,10939.81,93.587,1024,7.26,0.81,5.15
+mobilenetv1_100,256,10932.03,93.654,1024,4.23,0.76,6.59
+hardcorenas_e,224,10925.51,93.712,1024,8.07,0.35,5.65
+ghostnet_130,224,10848.04,94.382,1024,7.36,0.24,4.6
+mobilenetv2_100,224,10838.73,94.462,1024,3.5,0.31,6.68
+ese_vovnet19b_slim,224,10836.92,94.479,1024,3.17,1.69,3.52
+mobilenetv1_100h,256,10747.96,95.259,1024,5.28,0.82,6.65
+mobilenetv1_125,224,10740.32,95.328,1024,6.27,0.89,6.3
+convnext_femto_ols,224,10580.57,96.768,1024,5.23,0.82,4.87
+tinynet_a,192,10570.69,96.861,1024,6.19,0.35,5.41
+crossvit_tiny_240,240,10500.45,97.507,1024,7.01,1.57,9.08
+tf_efficientnetv2_b0,224,10493.28,97.575,1024,7.14,0.73,4.77
+mobilenet_edgetpu_100,224,10390.18,98.541,1024,4.09,1.0,5.75
+efficientnet_lite0,224,10381.01,98.627,1024,4.65,0.4,6.74
+mobilevit_xxs,256,10372.16,98.712,1024,1.27,0.42,8.34
+vit_base_patch32_224,224,10353.82,98.888,1024,88.22,4.41,5.01
+vit_base_patch32_clip_224,224,10344.58,98.978,1024,88.22,4.41,5.01
+tf_efficientnetv2_b1,192,10340.45,99.016,1024,8.14,0.76,4.59
+fbnetc_100,224,10327.72,99.138,1024,5.57,0.4,6.51
+mobilenetv4_hybrid_medium_075,224,10223.79,100.146,1024,7.31,0.66,5.65
+regnety_008,224,10220.13,100.181,1024,6.26,0.81,5.25
+hgnetv2_b0,224,10184.05,100.536,1024,6.0,0.33,2.12
+repghostnet_130,224,10033.55,102.044,1024,5.48,0.25,5.24
+xcit_nano_12_p16_224,224,9981.33,102.578,1024,3.05,0.56,4.17
+crossvit_9_240,240,9903.3,103.386,1024,8.55,1.85,9.52
+levit_conv_256d,224,9882.25,103.606,1024,26.21,1.4,4.93
+regnety_008_tv,224,9844.5,104.004,1024,6.43,0.84,5.42
+edgenext_xx_small,288,9599.39,106.66,1024,1.33,0.33,4.21
+resnetblur18,224,9589.26,106.768,1024,11.69,2.34,3.39
+visformer_tiny,224,9430.57,108.571,1024,10.32,1.27,5.72
+mobilenet_edgetpu_v2_s,224,9215.84,111.1,1024,5.99,1.21,6.6
+pvt_v2_b0,224,9200.37,111.287,1024,3.67,0.57,7.99
+dla46x_c,224,9172.96,111.617,1024,1.07,0.54,5.66
+resnet14t,224,9170.87,111.643,1024,10.08,1.69,5.8
+vit_small_patch32_384,384,9162.93,111.745,1024,22.92,3.45,8.25
+pit_s_224,224,9141.48,112.002,1024,23.46,2.88,11.56
+crossvit_9_dagger_240,240,9117.48,112.295,1024,8.78,1.99,9.97
+pit_s_distilled_224,224,9084.71,112.699,1024,24.04,2.9,11.64
+mobilenetv4_conv_medium,256,9075.19,112.822,1024,9.72,1.1,7.58
+efficientnet_b0,224,8945.49,114.456,1024,5.29,0.4,6.75
+tf_efficientnet_lite0,224,8920.39,114.78,1024,4.65,0.4,6.74
+mnasnet_140,224,8919.95,114.78,1024,7.12,0.6,7.71
+fbnetv3_b,224,8915.37,114.844,1024,8.6,0.42,6.97
+mobilevitv2_050,256,8875.55,115.354,1024,1.37,0.48,8.04
+cs3darknet_focus_m,256,8824.42,116.027,1024,9.3,1.98,4.89
+rexnet_100,224,8768.42,116.765,1024,4.8,0.41,7.44
+regnetz_005,224,8750.45,117.008,1024,7.12,0.52,5.86
+repghostnet_150,224,8731.12,117.268,1024,6.58,0.32,6.0
+dla60x_c,224,8669.68,118.096,1024,1.32,0.59,6.01
+efficientnet_b1_pruned,240,8655.02,118.298,1024,6.33,0.4,6.21
+efficientvit_b1,224,8649.75,118.368,1024,9.1,0.53,7.25
+repvit_m1,224,8623.06,118.737,1024,5.49,0.83,7.45
+mobilenetv1_125,256,8600.91,119.044,1024,6.27,1.16,8.23
+vit_base_patch32_clip_quickgelu_224,224,8586.33,119.247,1024,87.85,4.41,5.01
+convnext_pico,224,8583.01,119.292,1024,9.05,1.37,6.1
+rexnetr_100,224,8502.69,120.418,1024,4.88,0.43,7.72
+resnet18,288,8490.16,120.595,1024,11.69,3.01,4.11
+repvgg_a1,224,8446.59,121.216,1024,14.09,2.64,4.74
+resnet34,224,8403.19,121.844,1024,21.8,3.67,3.74
+ese_vovnet19b_dw,224,8333.76,122.858,1024,6.54,1.34,8.25
+selecsls42,224,8302.87,123.317,1024,30.35,2.94,4.62
+mobilenetv2_110d,224,8278.85,123.673,1024,4.52,0.45,8.71
+selecsls42b,224,8272.33,123.773,1024,32.46,2.98,4.62
+convnext_pico_ols,224,8242.27,124.225,1024,9.06,1.43,6.5
+cs3darknet_m,256,8217.55,124.597,1024,9.31,2.08,5.28
+repvit_m0_9,224,8206.87,124.757,1024,5.49,0.83,7.45
+tf_efficientnetv2_b2,208,8156.26,125.535,1024,10.1,1.06,6.0
+vit_tiny_r_s16_p8_384,384,8137.84,125.822,1024,6.36,1.34,6.49
+nf_regnet_b0,256,8095.02,126.483,1024,8.76,0.64,5.58
+vit_base_patch32_clip_256,256,8017.58,127.707,1024,87.86,5.76,6.65
+seresnet18,288,7927.48,129.154,1024,11.78,3.01,4.11
+hrnet_w18_small,224,7802.44,131.215,1024,13.19,1.61,5.72
+seresnet34,224,7779.98,131.604,1024,21.96,3.67,3.74
+efficientnet_b0_gn,224,7767.03,131.825,1024,5.29,0.42,6.75
+tf_efficientnet_b0,224,7759.75,131.945,1024,5.29,0.4,6.75
+convnext_atto,288,7757.45,131.989,1024,3.7,0.91,6.3
+skresnet18,224,7748.3,132.142,1024,11.96,1.82,3.24
+levit_384,224,7719.66,132.63,1024,39.13,2.36,6.26
+vit_small_patch16_224,224,7703.44,132.917,1024,22.05,4.61,11.95
+deit_small_patch16_224,224,7700.9,132.958,1024,22.05,4.61,11.95
+semnasnet_140,224,7682.75,133.261,1024,6.11,0.6,8.87
+gernet_m,224,7677.97,133.355,1024,21.14,3.02,5.24
+deit_small_distilled_patch16_224,224,7645.43,133.922,1024,22.44,4.63,12.02
+edgenext_x_small,256,7595.6,134.803,1024,2.34,0.54,5.93
+ghostnetv2_100,224,7569.76,135.261,1024,6.16,0.18,4.55
+mobilenetv2_140,224,7495.45,136.601,1024,6.11,0.6,9.57
+legacy_seresnet34,224,7448.67,137.459,1024,21.96,3.67,3.74
+fbnetv3_d,224,7434.13,137.727,1024,10.31,0.52,8.5
+hgnetv2_b1,224,7425.71,137.885,1024,6.34,0.49,2.73
+resnet34d,224,7387.99,138.587,1024,21.82,3.91,4.54
+mixer_b32_224,224,7385.3,138.64,1024,60.29,3.24,6.29
+convnext_atto_ols,288,7380.16,138.731,1024,3.7,0.96,6.8
+vit_pwee_patch16_reg1_gap_256,256,7362.92,139.065,1024,15.25,4.37,15.87
+levit_conv_384,224,7175.41,142.694,1024,39.13,2.36,6.26
+efficientnet_lite1,240,7092.06,144.369,1024,5.42,0.62,10.14
+dla34,224,7090.94,144.394,1024,15.74,3.07,5.02
+tf_efficientnetv2_b1,240,7079.51,144.631,1024,8.14,1.21,7.34
+mobilenet_edgetpu_v2_m,224,7063.27,144.95,1024,8.46,1.85,8.15
+mixnet_s,224,7057.74,145.074,1024,4.13,0.25,6.25
+selecsls60,224,7050.22,145.23,1024,30.67,3.59,5.52
+fbnetv3_b,256,7034.15,145.562,1024,8.6,0.55,9.1
+selecsls60b,224,7033.52,145.572,1024,32.77,3.63,5.52
+cs3darknet_focus_m,288,7004.1,146.185,1024,9.3,2.51,6.19
+tiny_vit_5m_224,224,6987.18,146.542,1024,12.08,1.28,11.25
+repvit_m1_0,224,6968.02,146.942,1024,7.3,1.13,8.69
+regnetx_016,224,6940.85,147.517,1024,9.19,1.62,7.93
+eva02_tiny_patch14_224,224,6905.92,148.265,1024,5.5,1.7,9.14
+resnet18d,288,6881.29,148.792,1024,11.71,3.41,5.43
+mixer_s16_224,224,6859.64,149.265,1024,18.53,3.79,5.97
+resmlp_12_224,224,6855.39,149.354,1024,15.35,3.01,5.5
+efficientnet_es,224,6839.95,149.691,1024,5.44,1.81,8.73
+deit3_small_patch16_224,224,6828.08,149.955,1024,22.06,4.61,11.95
+vit_wee_patch16_reg1_gap_256,256,6827.64,149.968,1024,13.42,3.83,13.9
+mobilenetv4_conv_blur_medium,224,6825.94,150.0,1024,9.72,1.22,8.58
+efficientnet_blur_b0,224,6816.05,150.216,1024,5.29,0.43,8.72
+resnet26,224,6813.9,150.263,1024,16.0,2.36,7.35
+efficientnet_es_pruned,224,6811.5,150.319,1024,5.44,1.81,8.73
+repvit_m2,224,6779.49,151.028,1024,8.8,1.36,9.43
+resnetrs50,160,6759.09,151.476,1024,35.69,2.29,6.2
+resnetaa34d,224,6703.89,152.733,1024,21.82,4.43,5.07
+convnext_femto,288,6692.29,152.995,1024,5.22,1.3,7.56
+mobilenetv3_large_150d,224,6690.02,153.049,1024,14.62,0.79,9.46
+flexivit_small,240,6670.68,153.493,1024,22.06,5.35,14.18
+efficientnet_b0_g16_evos,224,6659.88,153.728,1024,8.11,1.01,7.42
+convnextv2_atto,224,6651.46,153.932,1024,3.71,0.55,3.81
+rexnetr_130,224,6644.86,154.088,1024,7.61,0.68,9.81
+rexnet_130,224,6639.32,154.218,1024,7.56,0.68,9.71
+repghostnet_200,224,6609.23,154.92,1024,9.8,0.54,7.96
+mobilenetv4_hybrid_medium,256,6588.68,155.395,1024,11.07,1.29,9.01
+cs3darknet_m,288,6522.49,156.98,1024,9.31,2.63,6.69
+xcit_tiny_12_p16_224,224,6499.39,157.541,1024,6.72,1.24,6.29
+tf_mixnet_s,224,6469.19,158.277,1024,4.13,0.25,6.25
+repvit_m1_1,224,6457.73,158.553,1024,8.8,1.36,9.43
+convnext_femto_ols,288,6411.55,159.697,1024,5.23,1.35,8.06
+tf_efficientnet_es,224,6410.14,159.734,1024,5.44,1.81,8.73
+repvgg_b0,224,6370.98,160.714,1024,15.82,3.41,6.15
+gmixer_12_224,224,6313.06,162.189,1024,12.7,2.67,7.26
+mobilenetv4_conv_aa_medium,256,6304.46,162.409,1024,9.72,1.58,10.3
+tf_efficientnet_lite1,240,6275.67,163.157,1024,5.42,0.62,10.14
+efficientnet_b0_g8_gn,224,6272.15,163.246,1024,6.56,0.66,6.75
+convnext_nano,224,6251.97,163.774,1024,15.59,2.46,8.37
+resnet26d,224,6229.34,164.367,1024,16.01,2.6,8.15
+hgnetv2_b0,288,6158.0,166.271,1024,6.0,0.54,3.51
+ecaresnet50d_pruned,224,6146.47,166.583,1024,19.94,2.53,6.43
+hgnetv2_b4,224,6128.51,167.068,1024,19.8,2.75,6.7
+regnety_016,224,6094.94,167.994,1024,11.2,1.63,8.04
+efficientnet_cc_b0_4e,224,6043.49,169.426,1024,13.31,0.41,9.42
+mobilenetv2_120d,224,6039.18,169.541,1024,5.83,0.69,11.97
+nf_regnet_b1,256,6013.0,170.281,1024,10.22,0.82,7.27
+efficientnet_cc_b0_8e,224,6005.0,170.512,1024,24.01,0.42,9.42
+mobilenetv4_conv_medium,320,6003.2,170.562,1024,9.72,1.71,11.84
+mobilenet_edgetpu_v2_l,224,5981.16,171.188,1024,10.92,2.55,9.05
+edgenext_x_small,288,5972.49,171.439,1024,2.34,0.68,7.5
+vit_relpos_small_patch16_224,224,5964.81,171.662,1024,21.98,4.59,13.05
+darknet17,256,5951.87,172.03,1024,14.3,3.26,7.18
+tiny_vit_11m_224,224,5949.6,172.102,1024,20.35,2.04,13.49
+vit_base_patch32_plus_256,256,5929.79,172.675,1024,119.48,7.79,7.76
+vit_srelpos_small_patch16_224,224,5919.42,172.98,1024,21.97,4.59,12.16
+fbnetv3_d,256,5917.96,173.017,1024,10.31,0.68,11.1
+nf_resnet26,224,5905.34,173.386,1024,16.0,2.41,7.35
+mobilevitv2_075,256,5886.24,173.951,1024,2.87,1.05,12.06
+nf_regnet_b2,240,5868.16,174.486,1024,14.31,0.97,7.23
+ghostnetv2_130,224,5857.3,174.808,1024,8.96,0.28,5.9
+resnetblur18,288,5851.16,174.993,1024,11.69,3.87,5.6
+efficientnet_b2_pruned,260,5829.49,175.644,1024,8.31,0.73,9.13
+rexnetr_150,224,5828.25,175.681,1024,9.78,0.89,11.13
+poolformer_s12,224,5806.2,176.348,1024,11.92,1.82,5.53
+rexnet_150,224,5769.34,177.475,1024,9.73,0.9,11.21
+vit_tiny_patch16_384,384,5755.83,177.895,1024,5.79,4.7,25.39
+gmlp_ti16_224,224,5740.55,178.36,1024,5.87,1.34,7.55
+vit_relpos_small_patch16_rpn_224,224,5714.62,179.176,1024,21.97,4.59,13.05
+mobilenet_edgetpu_v2_m,256,5711.35,179.277,1024,8.46,2.42,10.65
+convnext_nano_ols,224,5669.72,180.594,1024,15.65,2.65,9.38
+efficientformer_l1,224,5653.65,181.105,1024,12.29,1.3,5.53
+convnextv2_femto,224,5642.48,181.466,1024,5.23,0.79,4.57
+efficientnet_lite2,260,5531.96,185.087,1024,6.09,0.89,12.9
+efficientnet_b1,240,5529.0,185.19,1024,7.79,0.71,10.88
+edgenext_small,256,5527.03,185.258,1024,5.59,1.26,9.07
+darknet21,256,5522.19,185.413,1024,20.86,3.93,7.47
+tf_efficientnet_cc_b0_8e,224,5509.3,185.857,1024,24.01,0.42,9.42
+tf_efficientnet_cc_b0_4e,224,5494.59,186.353,1024,13.31,0.41,9.42
+regnetz_005,288,5472.35,187.104,1024,7.12,0.86,9.68
+mobilenetv4_conv_blur_medium,256,5462.41,140.582,768,9.72,1.59,11.2
+repvgg_a2,224,5387.02,190.072,1024,28.21,5.7,6.26
+gernet_l,256,5350.43,191.369,1024,31.08,4.57,8.0
+resnest14d,224,5334.9,191.926,1024,10.61,2.76,7.33
+sedarknet21,256,5304.24,193.035,1024,20.95,3.93,7.47
+hgnet_tiny,224,5295.85,193.344,1024,14.74,4.54,6.36
+regnetz_b16,224,5250.64,195.009,1024,9.72,1.45,9.95
+tf_efficientnetv2_b2,260,5242.1,195.33,1024,10.1,1.72,9.84
+vit_relpos_base_patch32_plus_rpn_256,256,5220.53,196.138,1024,119.42,7.68,8.01
+cs3darknet_focus_l,256,5209.34,196.553,1024,21.15,4.66,8.03
+convnext_pico,288,5206.21,196.674,1024,9.05,2.27,10.08
+vit_medium_patch16_clip_224,224,5180.19,197.665,1024,38.59,8.0,15.93
+tf_efficientnetv2_b3,240,5133.66,199.455,1024,14.36,1.93,9.95
+resnet34,288,5117.19,200.093,1024,21.8,6.07,6.18
+efficientnetv2_rw_t,224,5116.09,200.136,1024,13.65,1.93,9.94
+resnext26ts,256,5115.07,200.176,1024,10.3,2.43,10.52
+pvt_v2_b1,224,5099.52,200.787,1024,14.01,2.12,15.39
+edgenext_small_rw,256,5079.23,201.591,1024,7.83,1.58,9.51
+hgnetv2_b2,224,5077.07,201.674,1024,11.22,1.15,4.12
+sam2_hiera_tiny,224,5069.82,201.96,1024,26.85,4.91,17.12
+legacy_seresnext26_32x4d,224,5045.5,202.933,1024,16.79,2.49,9.39
+ecaresnet101d_pruned,224,5026.94,203.686,1024,24.88,3.48,7.69
+crossvit_small_240,240,5019.93,203.968,1024,26.86,5.63,18.17
+mobilenetv4_hybrid_large_075,256,5017.92,204.051,1024,22.75,2.06,11.64
+tf_efficientnet_b1,240,5003.97,204.619,1024,7.79,0.71,10.88
+convnext_pico_ols,288,4996.07,204.942,1024,9.06,2.37,10.74
+mixnet_m,224,4967.06,206.142,1024,5.01,0.36,8.19
+dpn48b,224,4955.5,206.621,1024,9.13,1.69,8.92
+eca_resnext26ts,256,4949.64,206.868,1024,10.3,2.43,10.52
+seresnext26ts,256,4943.12,207.137,1024,10.39,2.43,10.52
+nf_ecaresnet26,224,4941.67,207.201,1024,16.0,2.41,7.36
+nf_seresnet26,224,4937.4,207.379,1024,17.4,2.41,7.36
+resnet26t,256,4937.39,207.381,1024,16.01,3.35,10.52
+tf_efficientnet_lite2,260,4927.5,207.798,1024,6.09,0.89,12.9
+mobilevit_xs,256,4924.54,155.939,768,2.32,1.05,16.33
+cs3darknet_l,256,4911.93,208.453,1024,21.16,4.86,8.55
+vit_little_patch16_reg1_gap_256,256,4887.41,209.505,1024,22.52,6.27,18.06
+gcresnext26ts,256,4846.31,211.275,1024,10.48,2.43,10.53
+vit_little_patch16_reg4_gap_256,256,4842.72,211.439,1024,22.52,6.35,18.33
+ecaresnetlight,224,4840.5,211.528,1024,30.16,4.11,8.42
+coatnext_nano_rw_224,224,4817.98,212.518,1024,14.7,2.47,12.8
+convnext_tiny,224,4809.63,212.89,1024,28.59,4.47,13.44
+ecaresnext50t_32x4d,224,4774.36,214.463,1024,15.41,2.7,10.09
+ecaresnext26t_32x4d,224,4774.12,214.475,1024,15.41,2.7,10.09
+seresnext26t_32x4d,224,4763.02,214.96,1024,16.81,2.7,10.09
+tf_mixnet_m,224,4747.7,215.672,1024,5.01,0.36,8.19
+ghostnetv2_160,224,4746.59,215.715,1024,12.39,0.42,7.23
+seresnet34,288,4741.41,215.94,1024,21.96,6.07,6.18
+tresnet_m,224,4732.57,216.362,1024,31.39,5.75,7.31
+efficientnet_b2,256,4724.67,216.717,1024,9.11,0.89,12.81
+mobileone_s1,224,4722.24,216.827,1024,4.83,0.86,9.67
+seresnext26d_32x4d,224,4702.6,217.731,1024,16.81,2.73,10.19
+crossvit_15_240,240,4694.83,218.094,1024,27.53,5.81,19.77
+gc_efficientnetv2_rw_t,224,4684.2,218.588,1024,13.68,1.94,9.97
+nf_regnet_b1,288,4674.56,219.042,1024,10.22,1.02,9.2
+efficientnet_b3_pruned,300,4669.28,219.289,1024,9.86,1.04,11.86
+vit_small_resnet26d_224,224,4668.48,219.332,1024,63.61,5.07,11.12
+vit_small_r26_s32_224,224,4638.31,220.759,1024,36.43,3.56,9.85
+deit3_medium_patch16_224,224,4626.11,221.334,1024,38.85,8.0,15.93
+vit_relpos_medium_patch16_cls_224,224,4625.63,221.364,1024,38.76,8.03,18.24
+repvit_m3,224,4608.12,222.2,1024,10.68,1.89,13.94
+selecsls84,224,4607.16,222.243,1024,50.95,5.9,7.57
+hgnetv2_b1,288,4583.43,223.398,1024,6.34,0.82,4.51
+resnetv2_50,224,4576.28,223.743,1024,25.55,4.11,11.11
+cs3sedarknet_l,256,4569.96,224.055,1024,21.91,4.86,8.56
+ese_vovnet19b_dw,288,4551.81,224.948,1024,6.54,2.22,13.63
+coatnet_pico_rw_224,224,4540.25,225.519,1024,10.85,2.05,14.62
+levit_512,224,4511.68,226.95,1024,95.17,5.64,10.22
+nf_regnet_b2,272,4505.6,227.256,1024,14.31,1.22,9.27
+vgg11,224,4500.57,227.514,1024,132.86,7.61,7.44
+resnet34d,288,4489.24,228.085,1024,21.82,6.47,7.51
+skresnet34,224,4486.82,228.203,1024,22.28,3.67,5.13
+coat_lite_tiny,224,4434.58,230.89,1024,5.72,1.6,11.65
+mobilevitv2_100,256,4431.73,173.281,768,4.9,1.84,16.08
+hiera_tiny_224,224,4425.66,231.362,1024,27.91,4.91,17.13
+crossvit_15_dagger_240,240,4399.33,232.744,1024,28.21,6.13,20.43
+eca_botnext26ts_256,256,4383.86,233.568,1024,10.59,2.46,11.6
+ecaresnet26t,256,4373.46,234.124,1024,16.01,3.35,10.53
+convit_tiny,224,4370.23,234.296,1024,5.71,1.26,7.94
+resnetv2_50t,224,4350.12,235.375,1024,25.57,4.32,11.82
+vovnet39a,224,4346.92,235.555,1024,22.6,7.09,6.73
+regnetx_032,224,4346.66,235.559,1024,15.3,3.2,11.37
+resnet50,224,4338.32,236.02,1024,25.56,4.11,11.11
+resnet32ts,256,4333.43,236.283,1024,17.96,4.63,11.58
+eca_halonext26ts,256,4309.79,237.58,1024,10.76,2.44,11.46
+convnextv2_pico,224,4307.6,237.701,1024,9.07,1.37,6.1
+cspresnet50,256,4302.02,238.0,1024,21.62,4.54,11.5
+resnetv2_50d,224,4300.06,238.115,1024,25.57,4.35,11.92
+fbnetv3_g,240,4280.46,239.21,1024,16.62,1.28,14.87
+fastvit_t8,256,4273.95,239.574,1024,4.03,0.7,8.63
+dla60,224,4273.51,239.596,1024,22.04,4.26,10.16
+regnety_032,224,4273.23,239.614,1024,19.44,3.2,11.26
+resnet33ts,256,4263.83,240.143,1024,19.68,4.76,11.66
+hrnet_w18_small_v2,224,4238.51,241.565,1024,15.6,2.62,9.65
+rexnet_200,224,4233.05,181.414,768,16.37,1.56,14.91
+rexnetr_200,224,4230.87,181.509,768,16.52,1.59,15.11
+mobilenetv4_hybrid_medium,320,4228.88,242.127,1024,11.07,2.05,14.36
+levit_512d,224,4228.26,242.165,1024,92.5,5.85,11.3
+levit_conv_512,224,4204.41,243.535,1024,95.17,5.64,10.22
+efficientvit_b2,224,4201.7,243.695,1024,24.33,1.6,14.62
+botnet26t_256,256,4199.59,243.814,1024,12.49,3.32,11.98
+lambda_resnet26t,256,4197.83,243.917,1024,10.96,3.02,11.87
+coat_lite_mini,224,4189.59,244.393,1024,11.01,2.0,12.25
+coatnet_nano_cc_224,224,4181.16,244.885,1024,13.76,2.24,15.02
+resnet26,288,4168.11,245.651,1024,16.0,3.9,12.15
+halonet26t,256,4157.33,246.295,1024,12.48,3.19,11.69
+ese_vovnet39b,224,4155.68,246.39,1024,24.57,7.09,6.74
+eca_vovnet39b,224,4153.63,246.514,1024,22.6,7.09,6.74
+dpn68,224,4141.58,247.228,1024,12.61,2.35,10.47
+hgnetv2_b3,224,4136.06,247.561,1024,16.29,1.78,5.07
+seresnet33ts,256,4134.23,247.67,1024,19.78,4.76,11.66
+resnet50t,224,4132.05,247.8,1024,25.57,4.32,11.82
+eca_resnet33ts,256,4131.83,247.815,1024,19.68,4.76,11.66
+coatnet_nano_rw_224,224,4130.96,247.864,1024,15.14,2.41,15.41
+vit_relpos_medium_patch16_224,224,4121.44,248.446,1024,38.75,7.97,17.02
+visformer_small,224,4114.24,248.879,1024,40.22,4.88,11.43
+efficientnet_em,240,4103.38,249.529,1024,6.9,3.04,14.34
+resnet50d,224,4092.09,250.221,1024,25.58,4.35,11.92
+gcresnet33ts,256,4087.51,250.499,1024,19.88,4.76,11.68
+vit_srelpos_medium_patch16_224,224,4082.77,250.798,1024,38.74,7.96,16.21
+cs3darknet_focus_l,288,4075.88,251.217,1024,21.15,5.9,10.16
+dpn68b,224,4074.5,251.297,1024,12.61,2.35,10.47
+resnetaa34d,288,4067.23,251.75,1024,21.82,7.33,8.38
+resnet50c,224,4049.91,252.827,1024,25.58,4.35,11.92
+resnetv2_50x1_bit,224,4047.44,252.982,1024,25.55,4.23,11.11
+bat_resnext26ts,256,4035.77,253.703,1024,10.73,2.53,12.51
+convnextv2_atto,288,4025.41,254.365,1024,3.71,0.91,6.3
+resnext26ts,288,4010.44,255.312,1024,10.3,3.07,13.31
+vit_base_resnet26d_224,224,4000.16,255.977,1024,101.4,6.97,13.16
+regnetv_040,224,3993.47,256.399,1024,20.64,4.0,12.29
+resnetaa50,224,3992.69,256.451,1024,25.56,5.15,11.64
+davit_tiny,224,3986.47,192.634,768,28.36,4.54,18.89
+cspresnet50w,256,3983.85,257.02,1024,28.12,5.04,12.19
+twins_svt_small,224,3971.62,257.815,1024,24.06,2.94,13.75
+regnety_040,224,3941.54,259.759,1024,20.65,4.0,12.29
+cspresnet50d,256,3938.43,259.979,1024,21.64,4.86,12.55
+tf_efficientnet_em,240,3933.29,260.326,1024,6.9,3.04,14.34
+vgg11_bn,224,3925.9,260.817,1024,132.87,7.62,7.44
+efficientnet_b1,288,3923.83,260.952,1024,7.79,0.97,15.46
+tf_efficientnet_b2,260,3918.71,261.291,1024,9.11,1.02,13.83
+convnext_tiny_hnf,224,3905.44,262.163,1024,28.59,4.47,13.44
+vit_relpos_medium_patch16_rpn_224,224,3899.45,262.589,1024,38.73,7.97,17.02
+resnetv2_50d_gn,224,3897.33,262.725,1024,25.57,4.38,11.92
+eca_resnext26ts,288,3883.84,263.64,1024,10.3,3.07,13.32
+seresnext26ts,288,3876.96,264.103,1024,10.39,3.07,13.32
+resnet50_gn,224,3863.28,265.043,1024,25.56,4.14,11.11
+mobileone_s2,224,3863.19,265.049,1024,7.88,1.34,11.55
+hgnetv2_b4,288,3855.49,265.576,1024,19.8,4.54,11.08
+legacy_seresnet50,224,3851.87,265.828,1024,28.09,3.88,10.6
+haloregnetz_b,224,3850.92,265.893,1024,11.68,1.97,11.94
+cs3darknet_l,288,3850.36,265.931,1024,21.16,6.16,10.83
+levit_conv_512d,224,3845.33,266.28,1024,92.5,5.85,11.3
+mobilevit_s,256,3842.06,199.876,768,5.58,2.03,19.94
+res2net50_48w_2s,224,3838.99,266.72,1024,25.29,4.18,11.72
+efficientnet_cc_b1_8e,240,3838.25,266.774,1024,39.72,0.75,15.44
+gcresnext26ts,288,3831.83,267.218,1024,10.48,3.07,13.33
+repvit_m1_5,224,3829.69,267.368,1024,14.64,2.31,15.7
+resnest26d,224,3825.99,267.626,1024,17.07,3.64,9.97
+tiny_vit_21m_224,224,3825.46,267.669,1024,33.22,4.29,20.08
+resnet26d,288,3806.58,268.99,1024,16.01,4.29,13.48
+mixnet_l,224,3789.76,270.185,1024,7.33,0.58,10.84
+ecaresnet50d_pruned,288,3789.18,270.219,1024,19.94,4.19,10.61
+convnext_nano,288,3789.0,270.24,1024,15.59,4.06,13.84
+resnetaa50d,224,3787.6,270.338,1024,25.58,5.39,12.44
+resnet50_clip_gap,224,3787.06,270.374,1024,23.53,5.39,12.44
+regnetx_040,224,3776.41,271.131,1024,22.12,3.99,12.2
+twins_pcpvt_small,224,3749.07,273.123,1024,24.11,3.83,18.08
+seresnet50,224,3739.21,273.824,1024,28.09,4.11,11.13
+resnetblur50,224,3723.82,274.969,1024,25.56,5.16,12.02
+efficientnet_b2,288,3720.73,275.197,1024,9.11,1.12,16.2
+vovnet57a,224,3709.84,276.011,1024,36.64,8.95,7.52
+vit_base_r26_s32_224,224,3672.45,278.82,1024,101.38,6.81,12.36
+hiera_small_224,224,3665.79,279.318,1024,35.01,6.42,20.75
+inception_v3,299,3663.18,279.521,1024,23.83,5.73,8.97
+gcvit_xxtiny,224,3662.14,279.601,1024,12.0,2.14,15.36
+tf_mixnet_l,224,3628.39,282.207,1024,7.33,0.58,10.84
+vit_medium_patch16_gap_240,240,3618.49,282.978,1024,44.4,9.22,18.81
+densenet121,224,3615.96,283.171,1024,7.98,2.87,6.9
+resnet50_clip,224,3603.45,284.154,1024,38.32,6.14,12.98
+vit_base_patch32_384,384,3589.74,285.243,1024,88.3,13.06,16.5
+tf_efficientnet_cc_b1_8e,240,3587.93,285.389,1024,39.72,0.75,15.44
+seresnet50t,224,3585.17,285.604,1024,28.1,4.32,11.83
+vit_base_patch32_clip_384,384,3584.64,285.652,1024,88.3,13.06,16.5
+cs3sedarknet_l,288,3584.18,285.681,1024,21.91,6.16,10.83
+coatnet_rmlp_nano_rw_224,224,3570.66,286.76,1024,15.15,2.62,20.34
+inception_next_tiny,224,3559.95,287.626,1024,28.06,4.19,11.98
+mobileone_s0,224,3556.45,287.904,1024,5.29,1.09,15.48
+ecaresnet50d,224,3556.36,287.915,1024,25.58,4.35,11.93
+dla60x,224,3540.36,289.216,1024,17.35,3.54,13.8
+ese_vovnet57b,224,3539.68,289.273,1024,38.61,8.95,7.52
+resnetblur50d,224,3538.58,289.362,1024,25.58,5.4,12.82
+edgenext_small,320,3531.58,289.939,1024,5.59,1.97,14.16
+resnetrs50,224,3520.78,290.827,1024,35.69,4.48,12.14
+mobilevitv2_125,256,3520.35,218.145,768,7.48,2.86,20.1
+resnext50_32x4d,224,3518.05,291.052,1024,25.03,4.26,14.4
+hgnetv2_b5,224,3507.0,291.968,1024,39.57,6.56,11.19
+nf_regnet_b3,288,3506.81,291.985,1024,18.59,1.67,11.84
+res2net50_26w_4s,224,3496.87,292.803,1024,25.7,4.28,12.61
+resmlp_24_224,224,3493.71,293.079,1024,30.02,5.96,10.91
+resnet50s,224,3491.91,293.23,1024,25.68,5.47,13.52
+regnety_040_sgn,224,3486.54,293.681,1024,20.65,4.03,12.29
+res2net50_14w_8s,224,3485.38,293.767,1024,25.06,4.21,13.28
+xcit_tiny_24_p16_224,224,3484.04,293.898,1024,12.12,2.34,11.82
+vit_large_patch32_224,224,3482.07,294.063,1024,305.51,15.39,13.3
+cs3darknet_focus_x,256,3463.16,295.665,1024,35.02,8.03,10.69
+vit_medium_patch16_reg1_gap_256,256,3454.11,296.448,1024,38.88,10.63,22.26
+vit_medium_patch16_reg4_gap_256,256,3453.4,296.509,1024,38.88,10.76,22.6
+coatnet_0_rw_224,224,3447.12,297.037,1024,27.44,4.43,18.73
+convnext_nano_ols,288,3441.72,297.506,1024,15.65,4.38,15.5
+eca_nfnet_l0,224,3440.16,297.642,1024,24.14,4.35,10.47
+nfnet_l0,224,3434.6,298.123,1024,35.07,4.36,10.47
+convnextv2_femto,288,3419.61,299.432,1024,5.23,1.3,7.56
+hgnet_small,224,3416.82,299.673,1024,24.36,8.53,8.79
+cspresnext50,256,3413.1,299.996,1024,20.57,4.05,15.86
+dla60_res2net,224,3408.39,300.415,1024,20.85,4.15,12.34
+maxvit_pico_rw_256,256,3405.76,225.482,768,7.46,1.83,22.3
+maxvit_rmlp_pico_rw_256,256,3400.52,225.831,768,7.52,1.85,24.86
+resnest50d_1s4x24d,224,3397.93,301.341,1024,25.68,4.43,13.57
+crossvit_18_240,240,3381.09,302.841,1024,43.27,9.05,26.26
+nfnet_f0,192,3368.03,304.019,1024,71.49,7.21,10.16
+resnet32ts,288,3364.74,304.312,1024,17.96,5.86,14.65
+resnext50d_32x4d,224,3351.32,305.531,1024,25.05,4.5,15.2
+efficientnet_lite3,300,3340.62,153.25,512,8.2,1.65,21.85
+hieradet_small,256,3340.41,229.891,768,34.72,8.51,27.76
+res2net50d,224,3331.02,307.379,1024,25.72,4.52,13.41
+xcit_nano_12_p16_384,384,3326.7,307.798,1024,3.05,1.64,12.15
+edgenext_base,256,3324.3,308.019,1024,18.51,3.85,15.58
+seresnetaa50d,224,3323.18,308.106,1024,28.11,5.4,12.46
+resnet33ts,288,3321.53,308.272,1024,19.68,6.02,14.75
+tf_efficientnetv2_b3,300,3320.74,308.352,1024,14.36,3.04,15.74
+res2next50,224,3304.9,309.812,1024,24.67,4.2,13.71
+dla60_res2next,224,3298.61,310.413,1024,17.03,3.49,13.17
+cs3darknet_x,256,3291.51,311.086,1024,35.05,8.38,11.35
+lambda_resnet26rpt_256,256,3280.64,234.084,768,10.99,3.16,11.87
+densenetblur121d,224,3270.68,313.066,1024,8.0,3.11,7.9
+darknetaa53,256,3257.27,314.354,1024,36.02,7.97,12.39
+repvgg_b1g4,224,3255.71,314.506,1024,39.97,8.15,10.64
+edgenext_small_rw,320,3253.28,314.742,1024,7.83,2.46,14.85
+eva02_small_patch14_224,224,3234.17,316.599,1024,21.62,6.14,18.28
+efficientnetv2_rw_t,288,3232.36,316.777,1024,13.65,3.19,16.42
+focalnet_tiny_srf,224,3231.67,316.846,1024,28.43,4.42,16.32
+gcresnext50ts,256,3230.22,316.986,1024,15.67,3.75,15.46
+gcresnet50t,256,3224.44,317.555,1024,25.9,5.42,14.67
+gmixer_24_224,224,3221.14,317.88,1024,24.72,5.28,14.45
+efficientvit_l1,224,3216.43,318.344,1024,52.65,5.27,15.85
+regnetz_b16,288,3208.14,319.17,1024,9.72,2.39,16.43
+eca_resnet33ts,288,3206.98,319.283,1024,19.68,6.02,14.76
+seresnet33ts,288,3206.07,319.373,1024,19.78,6.02,14.76
+crossvit_18_dagger_240,240,3199.3,320.049,1024,44.27,9.5,27.03
+mobileone_s3,224,3185.77,321.411,1024,10.17,1.94,13.85
+vit_medium_patch16_gap_256,256,3185.65,321.427,1024,38.86,10.59,22.15
+resnet26t,320,3174.02,322.601,1024,16.01,5.24,16.44
+regnetz_c16,256,3171.91,322.812,1024,13.46,2.51,16.57
+gcresnet33ts,288,3169.44,323.067,1024,19.88,6.02,14.78
+pit_b_224,224,3154.22,324.624,1024,73.76,12.42,32.94
+poolformerv2_s12,224,3150.86,324.97,1024,11.89,1.83,5.53
+hgnetv2_b2,288,3134.1,326.708,1024,11.22,1.89,6.8
+convnextv2_nano,224,3132.64,326.86,1024,15.62,2.46,8.37
+pit_b_distilled_224,224,3129.32,327.207,1024,74.79,12.5,33.07
+resnetrs101,192,3125.85,327.573,1024,63.62,6.04,12.7
+legacy_seresnext50_32x4d,224,3111.0,329.114,1024,27.56,4.26,14.42
+rdnet_tiny,224,3110.66,329.173,1024,23.86,5.06,15.98
+nextvit_small,224,3109.09,329.335,1024,31.76,5.81,18.44
+seresnext50_32x4d,224,3107.25,329.529,1024,27.56,4.26,14.42
+resnet51q,256,3107.04,329.555,1024,35.7,6.38,16.55
+cs3sedarknet_x,256,3072.61,333.247,1024,35.4,8.38,11.35
+ecaresnet101d_pruned,288,3071.2,333.403,1024,24.88,5.75,12.71
+eva02_tiny_patch14_336,336,3053.59,335.322,1024,5.76,4.68,27.16
+gc_efficientnetv2_rw_t,288,3046.49,336.107,1024,13.68,3.2,16.45
+fbnetv3_g,288,3038.51,336.988,1024,16.62,1.77,21.09
+pvt_v2_b2,224,3037.44,337.107,1024,25.36,4.05,27.53
+regnetx_080,224,3027.33,338.23,1024,39.57,8.02,14.06
+coatnet_bn_0_rw_224,224,3025.08,338.48,1024,27.44,4.67,22.04
+coatnet_rmlp_0_rw_224,224,3008.62,340.332,1024,27.45,4.72,24.89
+darknet53,256,3002.18,341.059,1024,41.61,9.31,12.39
+xcit_small_12_p16_224,224,3000.79,341.23,1024,26.25,4.82,12.58
+vit_base_resnet50d_224,224,2998.0,341.547,1024,110.97,8.73,16.92
+ecaresnetlight,288,2987.91,342.694,1024,30.16,6.79,13.91
+skresnet50,224,2975.77,344.089,1024,25.8,4.11,12.5
+convnext_small,224,2975.41,344.133,1024,50.22,8.71,21.56
+poolformer_s24,224,2974.01,344.296,1024,21.39,3.41,10.68
+nf_ecaresnet50,224,2973.92,344.309,1024,25.56,4.21,11.13
+nf_seresnet50,224,2971.88,344.543,1024,28.09,4.21,11.13
+densenet169,224,2964.81,345.364,1024,14.15,3.4,7.3
+focalnet_tiny_lrf,224,2963.87,345.475,1024,28.65,4.49,17.76
+tf_efficientnet_lite3,300,2963.18,172.775,512,8.2,1.65,21.85
+resnet50_mlp,256,2957.31,346.242,1024,26.65,7.05,16.25
+fastvit_t12,256,2938.09,348.507,1024,7.55,1.42,12.42
+sehalonet33ts,256,2936.71,348.67,1024,13.69,3.55,14.7
+hgnet_tiny,288,2930.33,349.428,1024,14.74,7.51,10.51
+seresnext26t_32x4d,288,2922.53,350.357,1024,16.81,4.46,16.68
+mobilevitv2_150,256,2921.15,175.258,512,10.59,4.09,24.11
+convnext_tiny,288,2919.0,350.783,1024,28.59,7.39,22.21
+resnetv2_101,224,2906.4,352.304,1024,44.54,7.83,16.23
+regnetx_064,224,2896.62,353.495,1024,26.21,6.49,16.37
+seresnext26d_32x4d,288,2889.88,354.318,1024,16.81,4.51,16.85
+nf_regnet_b3,320,2883.56,355.099,1024,18.59,2.05,14.61
+skresnet50d,224,2862.55,357.698,1024,25.82,4.36,13.31
+vit_base_patch16_224_miil,224,2860.63,357.949,1024,94.4,17.59,23.91
+gcvit_xtiny,224,2860.13,358.006,1024,19.98,2.93,20.26
+cs3sedarknet_xdw,256,2859.56,358.052,1024,21.6,5.97,17.18
+gmlp_s16_224,224,2858.61,358.196,1024,19.42,4.42,15.1
+vgg13,224,2858.57,358.206,1024,133.05,11.31,12.25
+deit_base_patch16_224,224,2857.13,358.383,1024,86.57,17.58,23.9
+vit_base_patch16_224,224,2855.91,358.54,1024,86.57,17.58,23.9
+resnet61q,256,2849.34,359.36,1024,36.85,7.8,17.01
+vit_base_patch16_clip_224,224,2845.0,359.916,1024,86.57,17.58,23.9
+deit_base_distilled_patch16_224,224,2842.01,360.289,1024,87.34,17.68,24.05
+rexnetr_300,224,2828.37,271.517,768,34.81,3.39,22.16
+nf_resnet50,256,2827.02,362.2,1024,25.56,5.46,14.52
+ecaresnet26t,320,2815.23,363.715,1024,16.01,5.24,16.44
+nest_tiny,224,2809.59,364.447,1024,17.06,5.83,25.48
+dla102,224,2808.76,364.552,1024,33.27,7.19,14.18
+repvgg_b1,224,2808.68,364.565,1024,57.42,13.16,10.64
+ecaresnet50t,256,2808.21,364.624,1024,25.57,5.64,15.45
+resnet101,224,2806.75,364.816,1024,44.55,7.83,16.23
+resnetv2_50,288,2798.58,365.877,1024,25.55,6.79,18.37
+efficientnet_b3,288,2798.5,182.938,512,12.23,1.63,21.49
+wide_resnet50_2,224,2796.84,366.116,1024,68.88,11.43,14.4
+resnetv2_101d,224,2793.23,366.578,1024,44.56,8.07,17.04
+fastvit_sa12,256,2785.71,367.569,1024,11.58,1.96,14.03
+fastvit_s12,256,2779.28,368.418,1024,9.47,1.82,13.67
+maxxvit_rmlp_nano_rw_256,256,2778.95,276.346,768,16.78,4.37,26.05
+cs3edgenet_x,256,2772.06,369.377,1024,47.82,11.53,12.92
+dm_nfnet_f0,192,2765.26,370.288,1024,71.49,7.21,10.16
+lambda_resnet50ts,256,2762.61,370.644,1024,21.54,5.07,17.48
+nest_tiny_jx,224,2760.1,370.98,1024,17.06,5.83,25.48
+cspdarknet53,256,2757.82,371.286,1024,27.64,6.57,16.81
+rexnet_300,224,2752.62,278.989,768,34.71,3.44,22.4
+vit_base_mci_224,224,2750.86,372.235,1024,86.35,17.73,24.65
+res2net50_26w_6s,224,2749.29,372.425,1024,37.05,6.33,15.28
+mixnet_xl,224,2746.1,372.872,1024,11.9,0.93,14.57
+coatnet_0_224,224,2740.95,186.78,512,25.04,4.58,24.01
+swin_tiny_patch4_window7_224,224,2729.38,375.154,1024,28.29,4.51,17.06
+beit_base_patch16_224,224,2722.23,376.138,1024,86.53,17.58,23.9
+beitv2_base_patch16_224,224,2700.25,379.202,1024,86.53,17.58,23.9
+resnet101c,224,2682.54,381.706,1024,44.57,8.08,17.04
+twins_pcpvt_base,224,2674.37,382.882,1024,43.83,6.68,25.25
+vit_base_patch32_clip_448,448,2669.76,383.538,1024,88.34,17.93,23.9
+maxxvitv2_nano_rw_256,256,2651.7,289.605,768,23.7,6.26,23.05
+pvt_v2_b2_li,224,2643.02,387.413,1024,22.55,3.91,27.6
+resnet50,288,2640.47,387.788,1024,25.56,6.8,18.37
+regnety_032,288,2624.42,390.16,1024,19.44,5.29,18.61
+rexnetr_200,288,2617.6,195.573,512,16.52,2.62,24.96
+tresnet_v2_l,224,2614.37,391.67,1024,46.17,8.85,16.34
+convnextv2_pico,288,2613.16,391.844,1024,9.07,2.27,10.08
+mixer_b16_224,224,2612.11,392.0,1024,59.88,12.62,14.53
+efficientnetv2_s,288,2606.82,392.794,1024,21.46,4.75,20.13
+efficientformer_l3,224,2600.04,393.82,1024,31.41,3.93,12.01
+vit_relpos_base_patch16_clsgap_224,224,2598.7,394.031,1024,86.43,17.6,25.12
+deit3_base_patch16_224,224,2595.6,394.495,1024,86.59,17.58,23.9
+vit_relpos_base_patch16_cls_224,224,2594.9,394.608,1024,86.43,17.6,25.12
+resnest50d,224,2594.88,394.601,1024,27.48,5.4,14.36
+maxvit_nano_rw_256,256,2591.8,296.299,768,15.45,4.46,30.28
+maxvit_rmlp_nano_rw_256,256,2590.17,296.487,768,15.5,4.47,31.92
+resnet101_clip_gap,224,2565.12,399.177,1024,42.52,9.11,17.56
+resnetaa101d,224,2564.8,399.226,1024,44.57,9.12,17.56
+cs3darknet_x,288,2560.22,399.946,1024,35.05,10.6,14.36
+darknetaa53,288,2559.83,400.007,1024,36.02,10.08,15.68
+efficientvit_l2,224,2559.77,400.015,1024,63.71,6.97,19.58
+hgnetv2_b3,288,2551.2,401.358,1024,16.29,2.94,8.38
+cs3se_edgenet_x,256,2545.43,402.269,1024,50.72,11.53,12.94
+xcit_nano_12_p8_224,224,2537.06,403.6,1024,3.05,2.16,15.71
+vit_betwixt_patch16_reg1_gap_256,256,2526.17,405.343,1024,60.4,16.32,27.83
+resnet50t,288,2524.72,405.569,1024,25.57,7.14,19.53
+gcresnext50ts,288,2523.02,405.84,1024,15.67,4.75,19.57
+vit_betwixt_patch16_reg4_gap_256,256,2515.42,407.075,1024,60.4,16.52,28.24
+gcresnet50t,288,2511.8,407.653,1024,25.9,6.86,18.57
+vit_base_patch16_siglip_gap_224,224,2511.64,407.688,1024,85.8,17.49,23.75
+vit_small_patch16_384,384,2504.68,408.823,1024,22.2,15.52,50.78
+resnet50d,288,2503.64,408.986,1024,25.58,7.19,19.7
+hiera_base_224,224,2498.38,409.844,1024,51.52,9.4,30.42
+davit_small,224,2494.48,307.859,768,49.75,8.8,30.49
+vit_base_patch16_siglip_224,224,2493.07,410.725,1024,92.88,17.73,24.06
+efficientnetv2_rw_s,288,2490.73,411.099,1024,23.94,4.91,21.41
+dpn68b,288,2490.57,411.128,1024,12.61,3.89,17.3
+cait_xxs24_224,224,2490.4,411.16,1024,11.96,2.53,20.29
+resnet101_clip,224,2482.83,412.411,1024,56.26,9.81,18.08
+hrnet_w18_ssld,224,2480.54,412.796,1024,21.3,4.32,16.31
+tresnet_l,224,2479.51,412.974,1024,55.99,10.9,11.9
+mobilenetv4_conv_large,384,2476.83,413.412,1024,32.59,6.43,27.31
+mobilevitv2_175,256,2473.0,207.019,512,14.25,5.54,28.13
+lamhalobotnet50ts_256,256,2469.68,414.607,1024,22.57,5.02,18.44
+hrnet_w18,224,2465.97,415.236,1024,21.3,4.32,16.31
+flexivit_base,240,2457.31,416.695,1024,86.59,20.29,28.36
+resnetblur101d,224,2450.53,417.847,1024,44.57,9.12,17.94
+legacy_seresnet101,224,2450.32,417.885,1024,49.33,7.61,15.74
+regnetv_040,288,2446.98,418.454,1024,20.64,6.6,20.3
+sebotnet33ts_256,256,2445.65,156.999,384,13.7,3.89,17.46
+swin_s3_tiny_224,224,2445.07,418.778,1024,28.33,4.64,19.13
+resnetaa50,288,2442.45,419.229,1024,25.56,8.52,19.24
+regnety_080,224,2440.67,419.537,1024,39.18,8.0,17.97
+vit_base_patch16_gap_224,224,2434.33,420.632,1024,86.57,17.49,25.59
+resnet101s,224,2426.53,421.979,1024,44.67,9.19,18.64
+ese_vovnet39b,288,2421.94,317.077,768,24.57,11.71,11.13
+coat_lite_small,224,2419.52,423.199,1024,19.84,3.96,22.09
+regnety_040,288,2415.11,423.977,1024,20.65,6.61,20.3
+darknet53,288,2413.85,424.189,1024,41.61,11.78,15.68
+regnetv_064,224,2410.14,424.851,1024,30.58,6.39,16.41
+seresnet101,224,2404.03,425.93,1024,49.33,7.84,16.27
+cs3sedarknet_x,288,2397.27,427.131,1024,35.4,10.6,14.37
+mixer_l32_224,224,2391.64,428.139,1024,206.94,11.27,19.86
+resnetv2_50d_gn,288,2388.44,428.709,1024,25.57,7.24,19.7
+regnety_064,224,2383.4,429.596,1024,30.58,6.39,16.41
+resnet50_gn,288,2379.78,430.271,1024,25.56,6.85,18.37
+nextvit_base,224,2379.04,430.405,1024,44.82,8.29,23.71
+resnet51q,288,2377.22,430.733,1024,35.7,8.07,20.94
+convnext_tiny_hnf,288,2368.12,432.373,1024,28.59,7.39,22.21
+mobileone_s4,224,2366.03,432.773,1024,14.95,3.04,17.74
+vit_small_patch16_36x1_224,224,2355.13,434.784,1024,64.67,13.71,35.69
+vit_relpos_base_patch16_224,224,2350.48,435.645,1024,86.43,17.51,24.97
+dla102x,224,2345.04,436.641,1024,26.31,5.89,19.42
+resmlp_36_224,224,2342.23,437.17,1024,44.69,8.91,16.33
+vit_small_resnet50d_s16_224,224,2340.36,437.529,1024,57.53,13.48,24.82
+vit_base_patch16_clip_quickgelu_224,224,2338.63,437.848,1024,86.19,17.58,23.9
+ecaresnet101d,224,2331.1,439.256,1024,44.57,8.08,17.07
+volo_d1_224,224,2328.62,439.734,1024,26.63,6.94,24.43
+hiera_small_abswin_256,256,2328.57,439.732,1024,34.36,8.29,26.38
+densenet201,224,2321.0,441.17,1024,20.01,4.34,7.85
+tf_efficientnet_b3,300,2320.67,220.613,512,12.23,1.87,23.83
+resnetaa50d,288,2315.93,442.134,1024,25.58,8.92,20.57
+efficientnet_b3,320,2312.31,221.406,512,12.23,2.01,26.52
+nf_resnet101,224,2307.77,443.697,1024,44.55,8.01,16.23
+halonet50ts,256,2303.45,444.529,1024,22.73,5.3,19.2
+sequencer2d_s,224,2302.08,444.793,1024,27.65,4.96,11.31
+vgg13_bn,224,2292.53,446.65,1024,133.05,11.33,12.25
+seresnet50,288,2289.53,447.215,1024,28.09,6.8,18.39
+maxvit_tiny_rw_224,224,2285.81,335.965,768,29.06,5.11,33.11
+repvgg_b2g4,224,2283.48,448.418,1024,61.76,12.63,12.9
+tf_efficientnetv2_s,300,2279.47,449.216,1024,21.46,5.35,22.73
+efficientnet_b3_gn,288,2277.33,224.805,512,11.73,1.74,23.35
+resnetblur50,288,2277.06,449.681,1024,25.56,8.52,19.87
+legacy_xception,299,2272.27,337.966,768,22.86,8.4,35.83
+res2net101_26w_4s,224,2264.2,452.216,1024,45.21,8.1,18.45
+vitamin_small_224,224,2256.14,453.861,1024,22.03,5.92,26.38
+regnety_080_tv,224,2255.01,454.078,1024,39.38,8.51,19.73
+vit_medium_patch16_rope_reg1_gap_256,256,2250.11,455.077,1024,38.74,10.63,22.26
+resnext101_32x4d,224,2247.01,455.693,1024,44.18,8.01,21.23
+res2net50_26w_8s,224,2245.53,455.996,1024,48.4,8.37,17.95
+efficientvit_b3,224,2232.68,458.618,1024,48.65,3.99,26.9
+vit_small_patch16_18x2_224,224,2229.27,459.331,1024,64.67,13.71,35.69
+pvt_v2_b3,224,2229.03,459.372,1024,45.24,6.92,37.7
+xcit_tiny_12_p16_384,384,2223.82,460.453,1024,6.72,3.64,18.26
+vit_base_patch16_rpn_224,224,2218.18,461.623,1024,86.54,17.49,23.75
+vit_base_patch16_xp_224,224,2217.92,461.67,1024,86.51,17.56,23.9
+deit3_small_patch16_384,384,2217.52,461.755,1024,22.21,15.52,50.78
+repvit_m2_3,224,2215.04,462.276,1024,23.69,4.57,26.21
+swinv2_cr_tiny_224,224,2212.2,462.86,1024,28.33,4.66,28.45
+nf_resnet50,288,2207.22,463.913,1024,25.56,6.88,18.37
+hgnetv2_b5,288,2195.84,466.313,1024,39.57,10.84,18.5
+res2net101d,224,2194.83,466.504,1024,45.23,8.35,19.25
+seresnet50t,288,2193.87,466.731,1024,28.1,7.14,19.55
+vgg16,224,2192.71,466.984,1024,138.36,15.47,13.56
+vit_relpos_base_patch16_rpn_224,224,2188.36,467.918,1024,86.41,17.51,24.97
+resnet61q,288,2185.31,468.561,1024,36.85,9.87,21.52
+densenet121,288,2184.18,468.806,1024,7.98,4.74,11.41
+swinv2_cr_tiny_ns_224,224,2182.92,469.072,1024,28.33,4.66,28.45
+ecaresnet50d,288,2176.98,470.354,1024,25.58,7.19,19.72
+rdnet_small,224,2164.68,473.027,1024,50.44,8.74,22.55
+resnetblur50d,288,2163.76,473.229,1024,25.58,8.92,21.19
+cs3edgenet_x,288,2161.82,473.652,1024,47.82,14.59,16.36
+resnext50_32x4d,288,2158.59,474.36,1024,25.03,7.04,23.81
+mvitv2_tiny,224,2156.12,474.905,1024,24.17,4.7,21.16
+regnety_040_sgn,288,2151.17,476.0,1024,20.65,6.67,20.3
+ese_vovnet99b,224,2147.42,476.828,1024,63.2,16.51,11.27
+mobilevitv2_200,256,2146.25,357.812,768,18.45,7.22,32.15
+resnet101d,256,2144.64,477.448,1024,44.57,10.55,22.25
+convnextv2_tiny,224,2141.5,478.149,1024,28.64,4.47,13.44
+edgenext_base,320,2140.0,478.487,1024,18.51,6.01,24.32
+coatnet_rmlp_1_rw_224,224,2134.35,479.745,1024,41.69,7.85,35.47
+regnetz_040,256,2121.97,482.55,1024,27.12,4.06,24.19
+inception_next_small,224,2117.54,483.56,1024,49.37,8.36,19.27
+regnetz_040_h,256,2117.33,483.603,1024,28.94,4.12,24.29
+ese_vovnet39b_evos,224,2114.58,484.235,1024,24.58,7.07,6.74
+vit_mediumd_patch16_reg4_gap_256,256,2109.53,485.404,1024,64.11,17.87,37.57
+resnest50d_4s2x40d,224,2104.34,486.593,1024,30.42,4.4,17.94
+convnext_base,224,2098.94,487.84,1024,88.59,15.38,28.75
+nfnet_l0,288,2098.4,487.968,1024,35.07,7.13,17.29
+eca_nfnet_l0,288,2098.39,487.971,1024,24.14,7.12,17.29
+regnetz_d32,256,2092.21,489.412,1024,27.58,5.98,23.74
+xception41p,299,2088.16,245.178,512,26.91,9.25,39.86
+vit_base_patch16_reg4_gap_256,256,2087.53,490.516,1024,86.62,23.5,33.89
+nf_regnet_b4,320,2087.11,490.613,1024,30.21,3.29,19.88
+regnetz_d8,256,2074.6,493.569,1024,23.37,3.97,23.74
+resnext50d_32x4d,288,2059.69,497.141,1024,25.05,7.44,25.13
+vgg19,224,2046.68,500.308,1024,143.67,19.63,14.86
+regnetz_c16,320,2046.0,500.466,1024,13.46,3.92,25.88
+resnetv2_152,224,2041.67,501.527,1024,60.19,11.55,22.56
+repvgg_b2,224,2033.24,503.606,1024,89.02,20.45,12.9
+regnetx_120,224,2032.49,503.791,1024,46.11,12.13,21.37
+seresnetaa50d,288,2031.69,503.992,1024,28.11,8.92,20.59
+dpn92,224,2031.19,504.111,1024,37.67,6.54,18.21
+crossvit_base_240,240,2009.6,509.533,1024,105.03,21.22,36.33
+poolformer_s36,224,1999.8,512.028,1024,30.86,5.0,15.82
+focalnet_small_srf,224,1997.03,512.738,1024,49.89,8.62,26.26
+hgnet_small,288,1995.77,384.795,768,24.36,14.09,14.53
+resnet152,224,1994.24,513.455,1024,60.19,11.56,22.56
+resnetv2_152d,224,1987.67,515.153,1024,60.2,11.8,23.36
+skresnext50_32x4d,224,1986.89,515.35,1024,27.48,4.5,17.18
+hiera_base_plus_224,224,1984.94,515.857,1024,69.9,12.67,37.98
+seresnext101_32x4d,224,1981.76,516.647,1024,48.96,8.02,21.26
+legacy_seresnext101_32x4d,224,1981.16,516.813,1024,48.96,8.02,21.26
+densenetblur121d,288,1973.03,518.976,1024,8.0,5.14,13.06
+convit_small,224,1972.23,519.184,1024,27.78,5.76,17.87
+coatnet_1_rw_224,224,1970.96,519.516,1024,41.72,8.04,34.6
+nfnet_f0,256,1970.58,519.622,1024,71.49,12.62,18.05
+coatnet_rmlp_1_rw2_224,224,1968.48,520.171,1024,41.72,8.11,40.13
+resnetv2_50d_frn,224,1957.69,523.038,1024,25.59,4.33,11.92
+botnet50ts_256,256,1954.38,261.957,512,22.74,5.54,22.23
+twins_svt_base,224,1953.73,524.114,1024,56.07,8.59,26.33
+vgg16_bn,224,1951.48,524.714,1024,138.37,15.5,13.56
+convmixer_1024_20_ks9_p14,224,1945.03,526.447,1024,24.38,5.55,5.51
+fastvit_mci0,256,1936.57,528.747,1024,11.41,2.42,18.29
+inception_v4,299,1936.49,528.769,1024,42.68,12.28,15.09
+vit_base_patch16_siglip_gap_256,256,1931.31,530.197,1024,85.84,23.13,33.23
+twins_pcpvt_large,224,1930.36,530.459,1024,60.99,9.84,35.82
+resnet152c,224,1929.5,530.683,1024,60.21,11.8,23.36
+nextvit_large,224,1927.09,531.347,1024,57.87,10.78,28.99
+halo2botnet50ts_256,256,1916.97,534.15,1024,22.64,5.02,21.78
+vit_base_patch16_siglip_256,256,1913.67,535.082,1024,92.93,23.44,33.63
+seresnext50_32x4d,288,1909.67,536.193,1024,27.56,7.04,23.82
+regnetz_b16_evos,224,1906.46,537.103,1024,9.74,1.43,9.95
+gcvit_tiny,224,1906.08,537.208,1024,28.22,4.79,29.82
+convnextv2_nano,288,1897.46,404.732,768,15.62,4.06,13.84
+dla169,224,1894.99,540.348,1024,53.39,11.6,20.2
+regnety_120,224,1894.27,540.554,1024,51.82,12.14,21.38
+caformer_s18,224,1893.34,540.812,1024,26.34,4.13,19.39
+repvgg_b3g4,224,1889.75,541.848,1024,83.83,17.89,15.1
+efficientnet_el_pruned,300,1886.65,542.729,1024,10.59,8.0,30.7
+efficientnet_el,300,1885.95,542.937,1024,10.59,8.0,30.7
+nf_ecaresnet101,224,1882.29,543.999,1024,44.55,8.01,16.27
+nf_seresnet101,224,1880.16,544.615,1024,49.33,8.02,16.27
+maxvit_tiny_tf_224,224,1876.03,409.358,768,30.92,5.6,35.78
+maxxvit_rmlp_tiny_rw_256,256,1872.93,410.036,768,29.64,6.66,39.76
+efficientnet_b3_gn,320,1871.01,205.219,384,11.73,2.14,28.83
+tresnet_xl,224,1849.97,553.509,1024,78.44,15.2,15.34
+mobilenetv4_conv_large,448,1831.55,419.294,768,32.59,8.75,37.17
+focalnet_small_lrf,224,1831.48,559.093,1024,50.34,8.74,28.61
+nest_small,224,1823.51,561.528,1024,38.35,10.35,40.04
+efficientnet_b3_g8_gn,288,1821.78,421.549,768,14.25,2.59,23.35
+tf_efficientnet_el,300,1821.48,562.165,1024,10.59,8.0,30.7
+vit_base_patch16_plus_240,240,1814.59,564.299,1024,117.56,27.41,33.08
+densenet161,224,1812.07,565.075,1024,28.68,7.79,11.06
+vit_large_r50_s32_224,224,1808.95,566.058,1024,328.99,19.58,24.41
+sequencer2d_m,224,1807.86,566.396,1024,38.31,6.55,14.26
+convnext_small,288,1804.69,567.386,1024,50.22,14.39,35.65
+nest_small_jx,224,1803.95,567.62,1024,38.35,10.35,40.04
+ecaresnet50t,320,1800.51,568.704,1024,25.57,8.82,24.13
+vit_small_patch8_224,224,1793.86,570.823,1024,21.67,22.44,80.84
+resnet152s,224,1792.48,571.252,1024,60.32,12.92,24.96
+davit_base,224,1788.93,429.285,768,87.95,15.51,40.66
+resnetv2_101,288,1775.48,576.719,1024,44.54,12.94,26.83
+maxvit_tiny_rw_256,256,1769.88,433.904,768,29.07,6.74,44.35
+maxvit_rmlp_tiny_rw_256,256,1767.86,434.406,768,29.15,6.77,46.92
+xception41,299,1763.09,290.388,512,26.97,9.28,39.86
+regnetx_160,224,1762.3,581.036,1024,54.28,15.99,25.52
+convformer_s18,224,1757.19,582.724,1024,26.77,3.96,15.82
+resnetv2_50d_evos,224,1754.34,583.667,1024,25.59,4.33,11.92
+rexnetr_300,288,1752.37,292.156,512,34.81,5.59,36.61
+coatnet_1_224,224,1747.63,292.946,512,42.23,8.7,39.0
+efficientnet_b4,320,1743.98,293.566,512,19.34,3.13,34.76
+hrnet_w30,224,1727.79,592.609,1024,37.71,8.15,21.21
+mixnet_xxl,224,1725.55,445.052,768,23.96,2.04,23.43
+tnt_s_patch16_224,224,1724.33,593.84,1024,23.76,5.24,24.37
+resnet101,288,1721.74,594.727,1024,44.55,12.95,26.83
+legacy_seresnet152,224,1716.04,596.702,1024,66.82,11.33,22.08
+eva02_base_patch16_clip_224,224,1714.2,597.336,1024,86.26,17.62,26.32
+wide_resnet50_2,288,1713.43,597.619,1024,68.88,18.89,23.81
+vgg19_bn,224,1712.02,598.111,1024,143.68,19.66,14.86
+mobilenetv4_hybrid_large,384,1710.5,598.632,1024,37.76,7.77,34.52
+mvitv2_small_cls,224,1707.62,599.646,1024,34.87,7.04,28.17
+swin_small_patch4_window7_224,224,1703.89,600.947,1024,49.61,8.77,27.47
+xcit_tiny_12_p8_224,224,1698.87,602.74,1024,6.71,4.81,23.6
+seresnet152,224,1696.56,603.552,1024,66.82,11.57,22.61
+hrnet_w32,224,1696.45,603.556,1024,41.23,8.97,22.02
+vit_betwixt_patch16_rope_reg4_gap_256,256,1685.85,607.395,1024,60.23,16.52,28.24
+wide_resnet101_2,224,1675.91,611.0,1024,126.89,22.8,21.23
+cait_xxs36_224,224,1670.6,612.933,1024,17.3,3.77,30.34
+efficientformerv2_s0,224,1634.1,626.622,1024,3.6,0.41,5.3
+samvit_base_patch16_224,224,1628.88,628.64,1024,86.46,17.54,24.54
+regnety_160,224,1628.76,628.671,1024,83.59,15.96,23.04
+cs3se_edgenet_x,320,1625.41,629.969,1024,50.72,18.01,20.21
+mvitv2_small,224,1623.4,630.752,1024,34.87,7.0,28.08
+vit_relpos_base_patch16_plus_240,240,1622.67,631.047,1024,117.38,27.3,34.33
+vit_base_r50_s16_224,224,1614.09,634.399,1024,97.89,21.66,35.28
+poolformerv2_s24,224,1612.12,635.163,1024,21.34,3.42,10.68
+dm_nfnet_f0,256,1605.93,637.612,1024,71.49,12.62,18.05
+xcit_small_24_p16_224,224,1605.63,637.739,1024,47.67,9.1,23.64
+pvt_v2_b5,224,1601.65,639.322,1024,81.96,11.76,50.92
+dla102x2,224,1601.63,639.322,1024,41.28,9.34,29.91
+pvt_v2_b4,224,1601.58,639.35,1024,62.56,10.14,53.74
+maxvit_tiny_pm_256,256,1600.41,479.857,768,30.09,6.61,47.9
+efficientnet_lite4,380,1597.45,240.361,384,13.01,4.04,45.66
+vit_small_r26_s32_384,384,1594.74,642.098,1024,36.47,10.43,29.85
+repvgg_b3,224,1594.53,642.172,1024,123.09,29.16,15.1
+hgnetv2_b6,224,1589.63,644.15,1024,75.26,16.88,21.23
+swinv2_tiny_window8_256,256,1588.07,644.782,1024,28.35,5.96,24.57
+hiera_base_abswin_256,256,1581.59,647.424,1024,51.27,12.46,40.7
+resnetaa101d,288,1571.17,651.717,1024,44.57,15.07,29.03
+coat_tiny,224,1570.07,652.18,1024,5.5,4.35,27.2
+eca_nfnet_l1,256,1561.48,655.765,1024,41.41,9.62,22.04
+xception65p,299,1550.46,330.208,512,39.82,13.91,52.48
+resnet152d,256,1541.54,664.245,1024,60.21,15.41,30.51
+fastvit_sa24,256,1527.5,670.354,1024,21.55,3.8,24.32
+regnety_080,288,1515.82,675.514,1024,39.18,13.22,29.69
+efficientnetv2_s,384,1512.01,677.219,1024,21.46,8.44,35.77
+efficientformerv2_s1,224,1506.78,679.568,1024,6.19,0.67,7.66
+rdnet_base,224,1504.61,510.407,768,87.45,15.4,31.14
+resnetblur101d,288,1500.06,682.613,1024,44.57,15.07,29.65
+inception_next_base,224,1486.84,688.686,1024,86.67,14.85,25.69
+efficientnet_b3_g8_gn,320,1485.76,516.89,768,14.25,3.2,28.83
+dpn98,224,1480.33,691.705,1024,61.57,11.73,25.2
+seresnet101,288,1474.26,694.56,1024,49.33,12.95,26.87
+mobilenetv4_conv_aa_large,448,1472.09,521.687,768,32.59,9.63,43.94
+regnetv_064,288,1471.6,695.814,1024,30.58,10.55,27.11
+hrnet_w18_ssld,288,1464.17,699.354,1024,21.3,7.14,26.96
+tf_efficientnetv2_s,384,1461.18,700.791,1024,21.46,8.44,35.77
+tf_efficientnet_lite4,380,1455.85,263.75,384,13.01,4.04,45.66
+regnety_064,288,1454.95,703.743,1024,30.58,10.56,27.11
+nf_regnet_b4,384,1448.77,706.788,1024,30.21,4.7,28.61
+resnext101_64x4d,224,1448.12,707.098,1024,83.46,15.52,31.21
+efficientnetv2_rw_s,384,1440.8,710.685,1024,23.94,8.72,38.03
+resnext101_32x8d,224,1433.29,714.418,1024,88.79,16.48,31.21
+hgnet_base,224,1432.65,536.046,768,71.58,25.14,15.47
+resnet200,224,1431.11,715.506,1024,64.67,15.07,32.19
+focalnet_base_srf,224,1427.87,717.129,1024,88.15,15.28,35.01
+crossvit_15_dagger_408,408,1427.2,717.464,1024,28.5,21.45,95.05
+eva02_small_patch14_336,336,1426.94,717.593,1024,22.13,15.48,54.33
+ecaresnet101d,288,1426.39,717.87,1024,44.57,13.35,28.19
+resnetrs101,288,1417.48,722.382,1024,63.62,13.56,28.53
+inception_resnet_v2,299,1414.4,723.961,1024,55.84,13.18,25.06
+poolformer_m36,224,1412.88,724.735,1024,56.17,8.8,22.02
+nfnet_f1,224,1376.08,744.122,1024,132.63,17.87,22.94
+swinv2_cr_small_224,224,1375.05,744.68,1024,49.7,9.07,50.27
+maxvit_rmlp_small_rw_224,224,1365.92,562.237,768,64.9,10.75,49.3
+swinv2_cr_small_ns_224,224,1363.75,750.85,1024,49.7,9.08,50.27
+regnetz_040,320,1362.85,375.665,512,27.12,6.35,37.78
+vit_mediumd_patch16_rope_reg1_gap_256,256,1362.46,751.571,1024,63.95,17.65,37.02
+resnet101d,320,1361.45,752.113,1024,44.57,16.48,34.77
+vit_medium_patch16_gap_384,384,1360.37,752.723,1024,39.03,26.08,67.54
+regnetz_040_h,320,1357.41,377.167,512,28.94,6.43,37.94
+vit_so150m_patch16_reg4_gap_256,256,1354.45,756.012,1024,134.13,36.75,53.21
+vit_base_patch16_rope_reg1_gap_256,256,1342.85,762.542,1024,86.43,23.22,33.39
+vit_so150m_patch16_reg4_map_256,256,1341.71,763.192,1024,141.48,37.18,53.68
+regnetz_d32,320,1333.61,767.818,1024,27.58,9.33,37.08
+seresnext101_64x4d,224,1331.15,769.231,1024,88.23,15.53,31.25
+regnetz_d8,320,1323.7,773.564,1024,23.37,6.19,37.08
+seresnext101_32x8d,224,1322.54,774.192,1024,93.57,16.48,31.25
+focalnet_base_lrf,224,1319.4,776.084,1024,88.75,15.43,38.13
+convnextv2_small,224,1318.49,776.618,1024,50.32,8.71,21.56
+eva02_base_patch14_224,224,1317.94,776.942,1024,85.76,23.22,36.55
+xception65,299,1314.28,389.547,512,39.92,13.96,52.48
+seresnet152d,256,1311.97,780.482,1024,66.84,15.42,30.56
+nest_base,224,1311.61,780.691,1024,67.72,17.96,53.39
+coatnet_2_rw_224,224,1307.53,391.551,512,73.87,15.09,49.22
+volo_d2_224,224,1306.69,783.645,1024,58.68,14.34,41.34
+efficientnetv2_m,320,1305.73,784.209,1024,54.14,11.01,39.97
+resnetrs152,256,1305.32,784.413,1024,86.62,15.59,30.83
+nest_base_jx,224,1297.57,789.14,1024,67.72,17.96,53.39
+seresnext101d_32x8d,224,1297.16,789.386,1024,93.59,16.72,32.05
+convnextv2_tiny,288,1295.7,395.132,512,28.64,7.39,22.21
+resnest101e,256,1292.33,792.341,1024,48.28,13.38,28.66
+gmlp_b16_224,224,1290.85,793.247,1024,73.08,15.78,30.21
+hrnet_w40,224,1287.48,795.291,1024,57.56,12.75,25.29
+twins_svt_large,224,1280.12,799.909,1024,99.27,15.15,35.1
+cait_s24_224,224,1276.28,802.304,1024,46.92,9.35,40.58
+convnext_base,288,1269.31,605.027,768,88.59,25.43,47.53
+efficientformer_l7,224,1260.73,812.197,1024,82.23,10.17,24.45
+resnet50x4_clip_gap,288,1259.1,813.247,1024,65.62,19.57,34.11
+maxvit_small_tf_224,224,1247.27,410.477,512,68.93,11.66,53.17
+maxxvit_rmlp_small_rw_256,256,1240.68,618.992,768,66.01,14.67,58.38
+swin_base_patch4_window7_224,224,1236.07,828.405,1024,87.77,15.47,36.63
+coat_mini,224,1235.19,828.995,1024,10.34,6.82,33.68
+mobilenetv4_hybrid_large,448,1234.18,622.254,768,37.76,10.74,48.61
+coatnet_rmlp_2_rw_224,224,1231.33,415.785,512,73.88,15.18,54.78
+coat_lite_medium,224,1229.78,832.644,1024,44.57,9.81,40.06
+coatnet_2_224,224,1223.52,418.436,512,74.68,16.5,52.67
+resnet152,288,1222.04,837.917,1024,60.19,19.11,37.28
+tiny_vit_21m_384,384,1214.02,632.594,768,21.23,13.77,77.83
+efficientnet_b4,384,1213.09,316.525,384,19.34,4.51,50.04
+resnet50x4_clip,288,1208.74,847.137,1024,87.14,21.35,35.27
+convnext_large,224,1207.84,847.769,1024,197.77,34.4,43.13
+mvitv2_base_cls,224,1202.46,851.57,1024,65.44,10.23,40.65
+vit_large_patch32_384,384,1198.31,854.524,1024,306.63,45.31,43.86
+xcit_tiny_24_p16_384,384,1192.92,858.385,1024,12.12,6.87,34.29
+swin_s3_small_224,224,1178.45,651.675,768,49.74,9.43,37.84
+regnetz_e8,256,1177.62,869.524,1024,57.7,9.91,40.94
+levit_conv_384_s8,224,1166.38,438.944,512,39.12,9.98,35.86
+sequencer2d_l,224,1166.0,878.194,1024,54.3,9.74,22.12
+regnety_120,288,1163.08,660.294,768,51.82,20.06,35.34
+regnetz_b16_evos,288,1154.32,665.308,768,9.74,2.36,16.43
+dm_nfnet_f1,224,1149.43,890.855,1024,132.63,17.87,22.94
+xcit_medium_24_p16_224,224,1145.12,894.217,1024,84.4,16.13,31.71
+regnetz_c16_evos,256,1141.54,672.759,768,13.49,2.48,16.57
+mvitv2_base,224,1141.48,897.062,1024,51.47,10.16,40.5
+tf_efficientnet_b4,380,1137.75,337.493,384,19.34,4.49,49.49
+efficientnetv2_rw_m,320,1135.04,902.147,1024,53.24,12.72,47.14
+gcvit_small,224,1133.94,903.023,1024,51.09,8.57,41.61
+hrnet_w44,224,1127.35,908.254,1024,67.06,14.94,26.92
+levit_384_s8,224,1123.8,455.577,512,39.12,9.98,35.86
+tnt_b_patch16_224,224,1122.88,911.926,1024,65.41,14.09,39.01
+hrnet_w48_ssld,224,1118.07,915.84,1024,77.47,17.34,28.56
+hrnet_w48,224,1115.09,918.251,1024,77.47,17.34,28.56
+resnet200d,256,1104.81,926.826,1024,64.69,20.0,43.09
+vit_betwixt_patch16_reg4_gap_384,384,1101.15,929.917,1024,60.6,39.71,85.28
+dpn131,224,1086.37,942.551,1024,79.25,16.09,32.97
+poolformerv2_s36,224,1083.0,945.495,1024,30.79,5.01,15.82
+efficientvit_l3,224,1067.69,719.283,768,246.04,27.62,39.16
+resnetv2_50d_evos,288,1066.58,960.044,1024,25.59,7.15,19.7
+poolformer_m48,224,1064.77,961.686,1024,73.47,11.59,29.17
+maxvit_rmlp_small_rw_256,256,1061.85,723.239,768,64.9,14.15,66.09
+swinv2_base_window12_192,192,1055.59,970.044,1024,109.28,11.9,39.72
+fastvit_sa36,256,1052.21,973.166,1024,31.53,5.64,34.61
+convit_base,224,1047.67,977.374,1024,86.54,17.52,31.77
+davit_large,224,1047.61,733.075,768,196.81,34.6,60.99
+senet154,224,1042.95,981.755,1024,115.09,20.77,38.69
+legacy_senet154,224,1041.65,983.032,1024,115.09,20.77,38.69
+crossvit_18_dagger_408,408,1041.35,983.31,1024,44.61,32.47,124.87
+seresnet152,288,1038.57,985.947,1024,66.82,19.11,37.34
+vitamin_base_224,224,1038.23,493.133,512,87.72,22.68,52.77
+fastvit_mci1,256,1033.52,990.762,1024,21.54,4.72,32.84
+maxxvitv2_rmlp_base_rw_224,224,1032.79,743.592,768,116.09,24.2,62.77
+regnety_320,224,1031.79,992.422,1024,145.05,32.34,30.26
+xcit_small_12_p16_384,384,1030.91,993.278,1024,26.25,14.14,36.51
+densenet264d,224,1016.56,1007.298,1024,72.74,13.57,14.0
+dpn107,224,1007.05,1016.793,1024,86.92,18.38,33.46
+xception71,299,1004.71,509.59,512,42.34,18.09,69.92
+swinv2_cr_base_224,224,1003.77,1020.126,1024,87.88,15.86,59.66
+regnety_160,288,1003.28,510.303,512,83.59,26.37,38.07
+swinv2_cr_base_ns_224,224,997.21,1026.842,1024,87.88,15.86,59.66
+caformer_s36,224,993.85,1030.31,1024,39.3,8.0,37.53
+swinv2_small_window8_256,256,988.86,1035.509,1024,49.73,11.58,40.14
+regnetx_320,224,986.72,1037.749,1024,107.81,31.81,36.3
+swinv2_cr_small_ns_256,256,986.72,1037.751,1024,49.7,12.07,76.21
+hgnetv2_b6,288,984.31,780.213,768,75.26,27.9,35.09
+eca_nfnet_l1,320,982.43,1042.286,1024,41.41,14.92,34.42
+swin_s3_base_224,224,980.24,1044.613,1024,71.13,13.69,48.26
+resnet152d,320,976.27,1048.864,1024,60.21,24.08,47.67
+swinv2_tiny_window16_256,256,975.68,393.539,384,28.35,6.68,39.02
+mobilenetv4_conv_aa_large,544,970.16,527.724,512,32.59,14.19,64.79
+convnextv2_base,224,960.98,799.154,768,88.72,15.38,28.75
+nf_regnet_b5,384,960.86,799.264,768,49.74,7.95,42.9
+coat_small,224,951.38,1076.304,1024,21.69,12.61,44.25
+volo_d3_224,224,941.58,1087.524,1024,86.33,20.78,60.09
+deit_base_patch16_384,384,936.6,1093.293,1024,86.86,55.54,101.56
+deit_base_distilled_patch16_384,384,936.57,1093.324,1024,87.63,55.65,101.82
+vit_base_patch16_384,384,934.35,1095.932,1024,86.86,55.54,101.56
+vit_base_patch16_clip_384,384,932.54,1098.058,1024,86.86,55.54,101.56
+ecaresnet200d,256,931.95,1098.741,1024,64.69,20.0,43.15
+seresnet200d,256,930.84,1100.063,1024,71.86,20.01,43.15
+vit_mediumd_patch16_reg4_gap_384,384,927.88,1103.573,1024,64.27,43.67,113.51
+resnetrs200,256,927.57,1103.886,1024,93.21,20.18,43.42
+convformer_s36,224,921.84,1110.8,1024,40.01,7.67,30.5
+eva_large_patch14_196,196,916.33,1117.478,1024,304.14,61.57,63.52
+vit_large_patch16_224,224,912.56,1122.107,1024,304.33,61.6,63.52
+rdnet_large,224,904.24,566.202,512,186.27,34.74,46.67
+resnext101_64x4d,288,895.56,1143.385,1024,83.46,25.66,51.59
+tf_efficientnetv2_m,384,894.73,1144.471,1024,54.14,15.85,57.52
+xcit_tiny_24_p8_224,224,893.87,1145.562,1024,12.11,9.21,45.39
+beit_large_patch16_224,224,876.97,1167.628,1024,304.43,61.6,63.52
+beitv2_large_patch16_224,224,874.68,1170.677,1024,304.43,61.6,63.52
+fastvit_ma36,256,874.52,1170.908,1024,44.07,7.88,41.09
+resnet200,288,874.18,1171.358,1024,64.67,24.91,53.21
+hgnet_base,288,872.86,586.54,512,71.58,41.55,25.57
+xcit_nano_12_p8_384,384,866.9,1181.205,1024,3.05,6.34,46.08
+hrnet_w64,224,865.97,1182.465,1024,128.06,28.97,35.09
+beit_base_patch16_384,384,864.19,1184.895,1024,86.74,55.54,101.56
+vit_small_patch14_dinov2,518,860.51,1189.975,1024,22.06,46.76,198.79
+mixer_l16_224,224,860.31,1190.245,1024,208.2,44.6,41.69
+vit_base_patch16_18x2_224,224,855.12,1197.468,1024,256.73,52.51,71.38
+vit_small_patch14_reg4_dinov2,518,853.08,1200.342,1024,22.06,46.95,199.77
+deit3_large_patch16_224,224,848.06,1207.436,1024,304.37,61.6,63.52
+deit3_base_patch16_384,384,843.64,1213.766,1024,86.88,55.54,101.56
+gcvit_base,224,838.01,1221.919,1024,90.32,14.87,55.48
+hiera_large_224,224,834.39,1227.223,1024,213.74,40.34,83.37
+seresnet152d,320,832.39,1230.157,1024,66.84,24.09,47.72
+maxvit_rmlp_base_rw_224,224,832.11,922.935,768,116.14,23.15,92.64
+resnetrs152,320,827.47,1237.482,1024,86.62,24.34,48.14
+resnext101_32x16d,224,822.26,1245.32,1024,194.03,36.27,51.18
+vit_base_patch16_siglip_gap_384,384,821.0,1247.248,1024,86.09,55.43,101.3
+seresnext101_32x8d,288,813.78,1258.285,1024,93.57,27.24,51.63
+vit_base_patch16_siglip_384,384,812.68,1260.014,1024,93.18,56.12,102.2
+volo_d1_384,384,802.38,1276.195,1024,26.78,22.75,108.55
+seresnext101d_32x8d,288,799.14,1281.345,1024,93.59,27.64,52.95
+levit_conv_512_s8,224,798.01,320.781,256,74.05,21.82,52.28
+flexivit_large,240,796.47,1285.644,1024,304.36,70.99,75.39
+efficientformerv2_s2,224,794.08,1289.515,1024,12.71,1.27,11.77
+convnext_xlarge,224,790.65,971.327,768,350.2,60.98,57.5
+xcit_small_12_p8_224,224,788.37,1298.854,1024,26.21,18.69,47.21
+poolformerv2_m36,224,772.74,1325.122,1024,56.08,8.81,22.02
+fastvit_mci2,256,771.66,1326.978,1024,35.82,7.91,43.34
+nfnet_f2,256,765.81,1337.119,1024,193.78,33.76,41.85
+efficientnetv2_m,416,758.23,1350.487,1024,54.14,18.6,67.5
+levit_512_s8,224,757.87,337.765,256,74.05,21.82,52.28
+swin_large_patch4_window7_224,224,753.86,1018.723,768,196.53,34.53,54.94
+coatnet_rmlp_3_rw_224,224,748.25,342.106,256,165.15,33.56,79.47
+coatnet_3_rw_224,224,747.7,342.362,256,181.81,33.44,73.83
+seresnextaa101d_32x8d,288,744.69,1375.031,1024,93.59,28.51,56.44
+regnetz_d8_evos,256,740.4,1383.022,1024,23.46,4.5,24.92
+regnetz_e8,320,739.84,1384.056,1024,57.7,15.46,63.94
+coatnet_3_224,224,737.13,347.272,256,166.97,36.56,79.01
+resnetv2_152x2_bit,224,734.7,1393.746,1024,236.34,46.95,45.11
+seresnet269d,256,733.6,1395.834,1024,113.67,26.59,53.6
+regnetz_c16_evos,320,731.08,700.31,512,13.49,3.86,25.88
+maxvit_base_tf_224,224,728.39,702.903,512,119.47,24.04,95.01
+convnext_large,288,726.86,704.377,512,197.77,56.87,71.29
+ecaresnet200d,288,725.1,1412.188,1024,64.69,25.31,54.59
+seresnet200d,288,724.8,1412.789,1024,71.86,25.32,54.6
+swinv2_base_window8_256,256,723.09,1062.079,768,87.92,20.37,52.59
+caformer_m36,224,721.89,1418.463,1024,56.2,13.29,50.48
+resnetrs270,256,711.6,1438.984,1024,129.86,27.06,55.84
+resnet200d,320,701.41,1459.892,1024,64.69,31.25,67.33
+davit_huge,224,699.41,732.019,512,348.92,61.23,81.32
+nfnet_f1,320,698.24,1466.521,1024,132.63,35.97,46.77
+xcit_large_24_p16_224,224,695.75,1471.785,1024,189.1,35.86,47.27
+eca_nfnet_l2,320,689.04,1486.114,1024,56.72,20.95,47.43
+maxxvitv2_rmlp_large_rw_224,224,687.39,1117.238,768,215.42,44.14,87.15
+vit_large_patch14_224,224,685.15,1494.545,1024,304.2,81.08,88.79
+vit_large_patch14_clip_224,224,683.87,1497.343,1024,304.2,81.08,88.79
+hrnet_w48_ssld,288,675.35,1516.233,1024,77.47,28.66,47.21
+convformer_m36,224,674.57,1517.96,1024,57.05,12.89,42.05
+vit_base_patch8_224,224,674.44,1138.7,768,86.58,78.22,161.69
+resnetv2_101x1_bit,448,672.49,761.324,512,44.54,31.65,64.93
+swinv2_large_window12_192,192,664.65,770.3,512,228.77,26.17,56.53
+efficientnetv2_rw_m,416,661.11,1161.654,768,53.24,21.49,79.62
+tiny_vit_21m_512,512,655.54,585.764,384,21.27,27.02,177.93
+nf_regnet_b5,456,650.36,787.235,512,49.74,11.7,61.95
+efficientnet_b5,448,641.81,398.848,256,30.39,9.59,93.56
+dm_nfnet_f2,256,637.88,1605.288,1024,193.78,33.76,41.85
+halonet_h1,256,634.35,403.54,256,8.1,3.0,51.17
+vit_large_patch16_siglip_gap_256,256,628.69,1628.758,1024,303.36,80.8,88.34
+maxvit_tiny_tf_384,384,627.28,408.095,256,30.98,17.53,123.42
+vit_large_patch16_siglip_256,256,625.75,1636.41,1024,315.96,81.34,88.88
+vit_large_r50_s32_384,384,623.64,1641.943,1024,329.09,57.43,76.52
+swinv2_cr_large_224,224,621.89,1234.925,768,196.68,35.1,78.42
+swinv2_small_window16_256,256,617.54,621.792,384,49.73,12.82,66.29
+seresnextaa101d_32x8d,320,609.45,1260.127,768,93.59,35.19,69.67
+convnextv2_large,224,597.21,857.294,512,197.96,34.4,43.13
+resnetrs200,320,590.21,1734.942,1024,93.21,31.51,67.81
+convmixer_768_32,224,589.21,1737.895,1024,21.11,19.55,25.95
+convnext_large_mlp,320,589.09,869.103,512,200.13,70.21,88.02
+vit_large_patch14_clip_quickgelu_224,224,583.79,1754.026,1024,303.97,81.08,88.79
+poolformerv2_m48,224,582.13,1759.02,1024,73.35,11.59,29.17
+volo_d4_224,224,581.39,1761.298,1024,192.96,44.34,80.22
+convnextv2_base,288,580.7,881.659,512,88.72,25.43,47.53
+xcit_tiny_12_p8_384,384,578.8,1769.144,1024,6.71,14.13,69.14
+dm_nfnet_f1,320,574.16,1783.452,1024,132.63,35.97,46.77
+seresnet269d,288,570.6,1794.565,1024,113.67,33.65,67.81
+tf_efficientnet_b5,456,567.11,451.393,256,30.39,10.46,98.86
+tf_efficientnetv2_m,480,566.26,1356.259,768,54.14,24.76,89.84
+vit_large_patch14_xp_224,224,556.04,1841.562,1024,304.06,81.01,88.79
+xcit_small_24_p16_384,384,552.75,1852.527,1024,47.67,26.72,68.58
+swinv2_cr_tiny_384,384,542.08,472.225,256,28.33,15.34,161.01
+vit_base_r50_s16_384,384,539.66,1897.466,1024,98.95,67.43,135.03
+caformer_b36,224,534.51,1436.804,768,98.75,23.22,67.3
+efficientformerv2_l,224,522.0,1961.639,1024,26.32,2.59,18.54
+maxvit_large_tf_224,224,513.12,748.345,384,211.79,43.68,127.35
+efficientnetv2_l,384,506.17,2023.014,1024,118.52,36.1,101.16
+convformer_b36,224,499.32,1538.072,768,99.88,22.69,56.06
+tf_efficientnetv2_l,384,499.23,2051.129,1024,118.52,36.1,101.16
+nasnetalarge,331,491.23,781.691,384,88.75,23.89,90.56
+vitamin_large2_224,224,490.95,1042.862,512,333.58,75.05,112.83
+vitamin_large_224,224,490.5,1043.827,512,333.32,75.05,112.83
+eca_nfnet_l2,384,482.49,1591.715,768,56.72,30.05,68.28
+convnext_xlarge,288,476.43,805.97,384,350.2,100.8,95.05
+regnetz_d8_evos,320,472.97,1623.755,768,23.46,7.03,38.92
+ecaresnet269d,320,467.97,2188.167,1024,102.09,41.53,83.69
+vit_so400m_patch14_siglip_gap_224,224,464.81,2203.017,1024,412.44,109.57,106.13
+vit_so400m_patch14_siglip_224,224,464.58,2204.128,1024,427.68,110.26,106.73
+pnasnet5large,331,463.28,828.854,384,86.06,25.04,92.89
+swinv2_base_window16_256,256,455.36,843.267,384,87.92,22.02,84.71
+swinv2_base_window12to16_192to256,256,455.16,843.63,384,87.92,22.02,84.71
+coatnet_4_224,224,453.37,564.635,256,275.43,62.48,129.26
+volo_d2_384,384,446.88,1718.573,768,58.87,46.17,184.51
+vit_base_patch16_siglip_gap_512,512,446.3,1147.193,512,86.43,107.0,246.15
+repvgg_d2se,320,445.89,2296.522,1024,133.33,74.57,46.82
+resnest200e,320,444.06,2305.985,1024,70.2,35.69,82.78
+resnetrs350,288,444.03,2306.043,1024,163.96,43.67,87.09
+vit_base_patch16_siglip_512,512,442.22,1157.773,512,93.52,108.22,247.74
+eca_nfnet_l3,352,439.86,2328.006,1024,72.04,32.57,73.12
+eva02_large_patch14_224,224,428.65,2388.855,1024,303.27,81.15,97.2
+eva02_large_patch14_clip_224,224,423.61,2417.277,1024,304.11,81.18,97.2
+resnet50x16_clip_gap,384,419.68,1219.933,512,136.2,70.32,100.64
+maxvit_small_tf_384,384,417.9,459.419,192,69.02,35.87,183.65
+coat_lite_medium_384,384,414.53,1235.115,512,44.57,28.73,116.7
+xcit_small_24_p8_224,224,414.2,2472.187,1024,47.63,35.81,90.78
+resnext101_32x32d,224,412.19,1242.104,512,468.53,87.29,91.12
+cait_xxs24_384,384,411.19,2490.307,1024,12.03,9.63,122.66
+coatnet_rmlp_2_rw_384,384,409.07,469.322,192,73.88,47.69,209.43
+resnet50x16_clip,384,406.3,1260.113,512,167.33,74.9,103.54
+nfnet_f2,352,402.99,1905.717,768,193.78,63.22,79.06
+mvitv2_large_cls,224,397.23,1933.36,768,234.58,42.17,111.69
+xcit_medium_24_p16_384,384,394.64,2594.732,1024,84.4,47.39,91.64
+ecaresnet269d,352,388.52,2635.612,1024,102.09,50.25,101.25
+volo_d5_224,224,384.67,2662.009,1024,295.46,72.4,118.11
+mvitv2_large,224,377.3,1357.0,512,217.99,43.87,112.02
+vitamin_large2_256,256,376.15,1020.868,384,333.64,99.0,154.99
+vitamin_large_256,256,375.67,1022.167,384,333.38,99.0,154.99
+resnetrs270,352,375.43,2727.496,1024,129.86,51.13,105.48
+nfnet_f3,320,370.95,2070.333,768,254.92,68.77,83.93
+hiera_huge_224,224,370.79,1380.81,512,672.78,124.85,150.95
+efficientnetv2_xl,384,366.44,2794.4,1024,208.12,52.81,139.2
+tf_efficientnetv2_xl,384,362.53,2824.58,1024,208.12,52.81,139.2
+convnextv2_large,288,361.41,708.31,256,197.96,56.87,71.29
+resmlp_big_24_224,224,355.04,2884.142,1024,129.14,100.23,87.31
+vit_huge_patch14_224,224,353.22,2899.024,1024,630.76,167.4,139.41
+vit_huge_patch14_clip_224,224,351.85,2910.284,1024,632.05,167.4,139.41
+maxvit_tiny_tf_512,512,350.9,364.753,128,31.05,33.49,257.59
+efficientnet_b6,528,348.9,366.848,128,43.04,19.4,167.39
+maxxvitv2_rmlp_base_rw_384,384,338.76,1133.504,384,116.09,72.98,213.74
+vit_base_patch14_dinov2,518,337.87,1515.376,512,86.58,151.71,397.58
+swinv2_cr_small_384,384,335.51,762.998,256,49.7,29.7,298.03
+deit3_huge_patch14_224,224,334.44,3061.795,1024,632.13,167.4,139.41
+vit_base_patch14_reg4_dinov2,518,334.2,1532.009,512,86.58,152.25,399.53
+dm_nfnet_f2,352,333.77,2300.963,768,193.78,63.22,79.06
+tf_efficientnet_b6,528,331.45,386.164,128,43.04,19.4,167.39
+efficientnetv2_l,480,324.62,1577.18,512,118.52,56.4,157.99
+vit_huge_patch14_gap_224,224,322.61,3174.106,1024,630.76,166.73,138.74
+tf_efficientnetv2_l,480,320.01,1599.924,512,118.52,56.4,157.99
+eva02_base_patch14_448,448,313.16,1634.9,512,87.12,107.11,259.14
+vit_huge_patch14_clip_quickgelu_224,224,308.89,3315.107,1024,632.08,167.4,139.41
+dm_nfnet_f3,320,308.72,3316.901,1024,254.92,68.77,83.93
+focalnet_huge_fl3,224,308.18,1245.997,384,745.28,118.26,104.8
+resnetrs420,320,306.97,3335.827,1024,191.89,64.2,126.56
+swin_base_patch4_window12_384,384,305.97,836.652,256,87.9,47.19,134.78
+convmixer_1536_20,224,305.6,3350.767,1024,51.63,48.68,33.03
+maxvit_xlarge_tf_224,224,304.92,839.56,256,506.99,97.52,191.04
+xcit_tiny_24_p8_384,384,304.45,3363.373,1024,12.11,27.05,132.95
+vitamin_xlarge_256,256,300.02,853.254,256,436.06,130.13,177.37
+eva_large_patch14_336,336,299.08,2567.822,768,304.53,191.1,270.24
+vit_large_patch16_384,384,298.01,2577.11,768,304.72,191.21,270.24
+vit_large_patch14_clip_336,336,297.99,2577.285,768,304.53,191.11,270.24
+swinv2_cr_huge_224,224,296.24,1296.227,384,657.83,115.97,121.08
+vit_huge_patch14_xp_224,224,295.36,3466.97,1024,631.8,167.3,139.41
+xcit_medium_24_p8_224,224,294.74,3474.19,1024,84.32,63.53,121.23
+swinv2_large_window12to16_192to256,256,289.7,662.725,192,196.74,47.81,121.53
+cait_xs24_384,384,289.17,2655.875,768,26.67,19.28,183.98
+convnext_xxlarge,256,283.3,903.607,256,846.47,198.09,124.45
+beit_large_patch16_384,384,280.49,3650.764,1024,305.0,191.21,270.24
+deit3_large_patch16_384,384,278.28,3679.714,1024,304.76,191.21,270.24
+maxvit_rmlp_base_rw_384,384,277.37,1384.431,384,116.14,70.97,318.95
+davit_giant,224,277.2,1385.24,384,1406.47,192.92,153.06
+vit_giant_patch16_gap_224,224,275.62,3715.183,1024,1011.37,202.46,139.26
+cait_xxs36_384,384,275.13,3721.78,1024,17.37,14.35,183.7
+eca_nfnet_l3,448,271.94,1882.761,512,72.04,52.55,118.4
+vit_large_patch16_siglip_gap_384,384,265.55,2892.114,768,303.69,190.85,269.55
+xcit_small_12_p8_384,384,265.27,1447.564,384,26.21,54.92,138.29
+vit_large_patch16_siglip_384,384,265.14,2896.547,768,316.28,192.07,270.75
+coatnet_5_224,224,260.34,737.463,192,687.47,145.49,194.24
+vit_large_patch14_clip_quickgelu_336,336,256.8,2990.612,768,304.29,191.11,270.24
+resnetrs350,384,253.97,4031.885,1024,163.96,77.59,154.74
+resnetv2_50x3_bit,448,253.2,758.251,192,217.32,145.7,133.37
+sam2_hiera_small,896,248.86,257.159,64,33.95,123.99,442.63
+swinv2_cr_base_384,384,246.6,1038.074,256,87.88,50.57,333.68
+maxvit_base_tf_384,384,243.13,789.695,192,119.65,73.8,332.9
+xcit_large_24_p16_384,384,237.75,3230.334,768,189.1,105.35,137.17
+eva_giant_patch14_224,224,235.77,4343.142,1024,1012.56,267.18,192.64
+maxvit_small_tf_512,512,235.35,407.876,96,69.13,67.26,383.77
+eva_giant_patch14_clip_224,224,233.61,4383.311,1024,1012.59,267.18,192.64
+volo_d3_448,448,231.3,2213.591,512,86.63,96.33,446.83
+vit_giant_patch14_224,224,229.91,4453.969,1024,1012.61,267.18,192.64
+vit_giant_patch14_clip_224,224,228.04,4490.32,1024,1012.65,267.18,192.64
+regnety_640,384,225.41,1135.663,256,281.38,188.47,124.83
+seresnextaa201d_32x8d,384,218.5,2343.207,512,149.39,101.11,199.72
+cait_s24_384,384,218.48,2343.485,512,47.06,32.17,245.31
+nfnet_f3,416,217.87,2349.986,512,254.92,115.58,141.78
+vitamin_large2_336,336,214.46,895.242,192,333.83,175.72,307.47
+vitamin_large_336,336,214.25,896.119,192,333.57,175.72,307.47
+nfnet_f4,384,210.93,3641.005,768,316.07,122.14,147.57
+resnest269e,416,210.73,2429.594,512,110.93,77.69,171.98
+efficientnetv2_xl,512,210.15,2436.326,512,208.12,93.85,247.32
+focalnet_huge_fl4,224,209.87,2439.623,512,686.46,118.9,113.34
+tf_efficientnetv2_xl,512,207.99,2461.652,512,208.12,93.85,247.32
+efficientnet_b7,600,202.66,473.684,96,66.35,38.33,289.94
+tf_efficientnet_b7,600,194.46,493.665,96,66.35,38.33,289.94
+swin_large_patch4_window12_384,384,190.49,671.914,128,196.74,104.08,202.16
+eva02_large_patch14_clip_336,336,187.0,4106.837,768,304.43,191.34,289.13
+dm_nfnet_f3,416,181.66,2818.42,512,254.92,115.58,141.78
+resnetrs420,416,181.42,4233.185,768,191.89,108.45,213.79
+xcit_large_24_p8_224,224,177.62,2882.562,512,188.93,141.23,181.56
+dm_nfnet_f4,384,176.44,2901.825,512,316.07,122.14,147.57
+maxvit_large_tf_384,384,171.87,744.724,128,212.03,132.55,445.84
+mvitv2_huge_cls,224,171.78,2235.461,384,694.8,120.67,243.63
+vitamin_xlarge_336,336,171.77,1117.747,192,436.06,230.18,347.33
+swinv2_cr_large_384,384,155.58,822.709,128,196.68,108.96,404.96
+resnet50x64_clip_gap,448,155.54,1645.885,256,365.03,253.96,233.22
+vitamin_large2_384,384,154.76,1240.578,192,333.97,234.44,440.16
+vitamin_large_384,384,154.7,1241.121,192,333.71,234.44,440.16
+vit_so400m_patch14_siglip_gap_384,384,154.36,3317.01,512,412.99,333.46,451.19
+vit_so400m_patch14_siglip_384,384,154.28,3318.589,512,428.23,335.4,452.89
+focalnet_large_fl3,384,153.33,1669.595,256,239.13,105.06,168.04
+vit_huge_patch14_clip_336,336,152.77,3351.478,512,632.46,390.97,407.54
+resnetv2_101x3_bit,448,152.1,1262.305,192,387.93,280.33,194.78
+resnet50x64_clip,448,151.58,1688.828,256,420.38,265.02,239.13
+davit_base_fl,768,151.07,847.285,128,90.37,190.32,530.15
+nfnet_f5,416,148.37,3450.757,512,377.21,170.71,204.56
+beit_large_patch16_512,512,146.71,3489.92,512,305.67,362.24,656.39
+focalnet_large_fl4,384,146.26,1750.28,256,239.32,105.2,181.78
+cait_s36_384,384,146.2,3502.044,512,68.37,47.99,367.4
+volo_d4_448,448,141.19,2719.754,384,193.41,197.13,527.35
+xcit_small_24_p8_384,384,139.78,2747.122,384,47.63,105.24,265.91
+maxvit_base_tf_512,512,136.69,702.295,96,119.88,138.02,703.99
+vit_gigantic_patch14_224,224,133.56,3833.507,512,1844.44,483.95,275.37
+vit_gigantic_patch14_clip_224,224,133.53,3834.451,512,1844.91,483.96,275.37
+sam2_hiera_base_plus,896,132.84,481.767,64,68.68,227.48,828.88
+efficientnet_b8,672,130.98,732.89,96,87.41,63.48,442.89
+vitamin_xlarge_384,384,129.81,986.027,128,436.06,306.38,493.46
+tf_efficientnet_b8,672,126.67,757.846,96,87.41,63.48,442.89
+dm_nfnet_f5,416,124.24,4120.894,512,377.21,170.71,204.56
+swinv2_base_window12to24_192to384,384,119.99,533.378,64,87.92,55.25,280.36
+nfnet_f4,512,119.61,3210.456,384,316.07,216.26,262.26
+vit_huge_patch14_clip_378,378,118.67,4314.615,512,632.68,503.79,572.79
+regnety_1280,384,116.99,1094.119,128,644.81,374.99,210.2
+nfnet_f6,448,111.74,4581.914,512,438.36,229.7,273.62
+vit_large_patch14_dinov2,518,109.6,3503.769,384,304.37,507.15,1058.82
+vit_large_patch14_reg4_dinov2,518,109.05,3521.329,384,304.37,508.9,1064.02
+focalnet_xlarge_fl3,384,108.64,1767.345,192,408.79,185.61,223.99
+vit_so400m_patch14_siglip_gap_448,448,106.61,3601.921,384,413.33,487.18,764.26
+vit_huge_patch14_clip_quickgelu_378,378,105.52,3639.098,384,632.68,503.79,572.79
+focalnet_xlarge_fl4,384,103.97,1846.682,192,409.03,185.79,242.31
+eva_giant_patch14_336,336,102.82,4979.426,512,1013.01,620.64,550.67
+eva02_large_patch14_448,448,102.78,4981.301,512,305.08,362.33,689.95
+maxvit_xlarge_tf_384,384,102.68,934.963,96,475.32,292.78,668.76
+xcit_medium_24_p8_384,384,99.45,2574.234,256,84.32,186.67,354.73
+vit_huge_patch16_gap_448,448,99.32,3866.298,384,631.67,544.7,636.83
+dm_nfnet_f4,512,99.09,3875.068,384,316.07,216.26,262.26
+maxvit_large_tf_512,512,95.95,666.993,64,212.33,244.75,942.15
+volo_d5_448,448,94.2,2717.7,256,295.91,315.06,737.92
+dm_nfnet_f6,448,93.69,4098.704,384,438.36,229.7,273.62
+convnextv2_huge,384,93.47,1027.029,96,660.29,337.96,232.35
+swinv2_cr_giant_224,224,88.45,1447.089,128,2598.76,483.85,309.15
+nfnet_f5,544,87.02,2941.982,256,377.21,290.97,349.71
+nfnet_f7,480,84.82,4526.975,384,499.5,300.08,355.86
+tf_efficientnet_l2,475,84.59,1134.861,96,480.31,172.11,609.89
+swinv2_large_window12to24_192to384,384,76.52,627.281,48,196.74,116.15,407.83
+swinv2_cr_huge_384,384,73.71,868.242,64,657.94,352.04,583.18
+dm_nfnet_f5,544,73.06,3504.184,256,377.21,290.97,349.71
+volo_d5_512,512,72.09,3550.933,256,296.09,425.09,1105.37
+nfnet_f6,576,68.01,3764.021,256,438.36,378.69,452.2
+regnety_2560,384,64.42,1490.154,96,1282.6,747.83,296.49
+cait_m36_384,384,64.06,3996.333,256,271.22,173.11,734.81
+xcit_large_24_p8_384,384,59.86,3207.328,192,188.93,415.0,531.82
+davit_huge_fl,768,59.03,813.058,48,360.64,744.84,1060.3
+resnetv2_152x4_bit,480,57.96,2208.241,128,936.53,844.84,414.26
+maxvit_xlarge_tf_512,512,57.4,836.192,48,475.77,534.14,1413.22
+dm_nfnet_f6,576,56.67,4517.638,256,438.36,378.69,452.2
+nfnet_f7,608,53.41,4792.894,256,499.5,480.39,570.85
+sam2_hiera_large,1024,44.02,1090.456,48,212.15,907.48,2190.34
+eva_giant_patch14_560,560,34.13,3750.641,128,1014.45,1906.76,2577.17
+vit_giant_patch14_dinov2,518,33.73,3794.895,128,1136.48,1784.2,2757.89
+vit_giant_patch14_reg4_dinov2,518,33.54,3815.799,128,1136.48,1790.08,2771.21
+samvit_base_patch16,1024,31.92,375.95,12,89.67,486.43,1343.27
+efficientnet_l2,800,31.59,1013.065,32,480.31,479.12,1707.39
+cait_m48_448,448,27.49,4656.359,128,356.46,329.41,1708.23
+swinv2_cr_giant_384,384,23.91,1338.262,32,2598.76,1450.71,1394.86
+vit_so400m_patch14_siglip_gap_896,896,19.97,4806.088,96,416.87,2731.49,8492.88
+samvit_large_patch16,1024,15.33,521.93,8,308.28,1493.86,2553.78
+samvit_huge_patch16,1024,10.21,587.597,6,637.03,2982.23,3428.16