pytorch-image-models/results/benchmark-infer-fp32-nchw-p...

74 KiB

1modelinfer_img_sizeinfer_samples_per_secinfer_step_timeinfer_batch_sizeparam_countinfer_gmacsinfer_macts
2test_vit160707.291.40510.370.040.48
3test_byobnet160682.631.45610.460.030.43
4test_efficientnet160642.731.54710.360.060.55
5lcnet_035224382.512.60411.640.031.04
6resnet10t176353.932.81115.440.71.51
7tf_mobilenetv3_small_minimal_100224353.742.81712.040.061.41
8lcnet_050224342.172.91211.880.051.26
9mobilenetv3_small_050224310.683.20711.590.030.92
10tinynet_e106298.23.34112.040.030.69
11lcnet_075224288.243.45712.360.11.99
12lcnet_150224281.143.54414.50.343.79
13lcnet_100224263.863.77712.950.162.52
14mobilenetv2_035224263.633.78311.680.072.86
15mobilenetv3_small_075224253.253.93712.040.051.3
16levit_128s224252.753.94317.780.311.88
17mobilenetv3_small_100224249.83.99112.540.061.42
18mobilenetv1_100224248.334.01314.230.585.04
19mobilenetv4_conv_small224246.854.03813.770.191.97
20regnetx_002224246.414.04712.680.22.16
21tf_mobilenetv3_small_100224242.794.10612.540.061.42
22tf_mobilenetv3_small_075224239.834.15712.040.051.3
23mobilenetv2_050224237.224.20511.970.13.64
24mobilenetv1_125224236.414.21516.270.896.3
25mobilenetv1_100h224232.234.29215.280.635.09
26mnasnet_050224220.944.51512.220.113.07
27resnet18160218.154.568111.690.931.27
28ese_vovnet19b_slim224217.474.58413.171.693.52
29mobilenetv4_conv_small256215.854.6213.770.252.57
30efficientvit_b0224210.084.74813.410.12.87
31mobilenetv1_125256206.544.82716.271.168.23
32mnasnet_small224204.464.87912.030.072.16
33tinynet_d152200.464.97612.340.051.42
34mobilenetv2_075224198.95.01512.640.225.86
35mobilenetv1_100h256196.415.07715.280.826.65
36mnasnet_075224196.45.07813.170.234.77
37levit_conv_128s224195.145.11117.780.311.88
38mobilenetv1_100256193.775.14614.230.766.59
39hardcorenas_a224192.835.17215.260.234.38
40mobilenetv3_large_075224190.565.23413.990.164.0
41levit_192224190.445.237110.950.663.2
42ese_vovnet19b_slim_dw224190.325.2411.90.45.28
43levit_128224188.715.28519.210.412.71
44mobilenetv2_100224188.225.29913.50.316.68
45mnasnet_100224184.215.41514.380.335.46
46pit_ti_distilled_224224182.365.4715.10.716.23
47deit_tiny_patch16_224224181.95.48415.721.265.97
48vit_tiny_patch16_224224181.685.4915.721.265.97
49semnasnet_050224181.45.512.080.113.44
50efficientnet_lite0224181.395.49914.650.46.74
51gernet_s224180.685.5218.170.752.65
52vit_tiny_r_s16_p8_224224180.345.5316.340.442.06
53resnet10t224179.525.55515.441.12.43
54deit_tiny_distilled_patch16_224224178.785.57915.911.276.01
55hgnetv2_b0224178.195.59816.00.332.12
56mobilenet_edgetpu_v2_xs224176.265.6614.460.74.8
57mobilenetv3_large_100224176.255.65915.480.234.41
58mobilenetv3_rw224175.765.67615.480.234.41
59tf_mobilenetv3_large_minimal_100224174.075.7313.920.224.4
60mixer_s32_224224170.95.836119.11.02.28
61cs3darknet_focus_s256167.845.94413.270.692.7
62pit_ti_224224167.475.95714.850.76.19
63mobilenetv2_140224163.236.11216.110.69.57
64mobilenet_edgetpu_100224160.556.21514.091.05.75
65tf_mobilenetv3_large_075224159.496.25613.990.164.0
66cs3darknet_s256158.876.2813.280.722.97
67hardcorenas_b224158.236.30615.180.265.09
68vit_small_patch32_224224158.126.31122.881.152.5
69ese_vovnet19b_dw224157.956.31616.541.348.25
70regnety_002224157.246.34513.160.22.17
71edgenext_xx_small256156.866.36411.330.263.33
72dla46_c224155.316.42511.30.584.5
73resnet14t176155.296.425110.081.073.61
74hardcorenas_c224153.286.5115.520.285.01
75regnetx_004_tv224150.436.63415.50.423.17
76dla46x_c224150.236.64311.070.545.66
77spnasnet_100224150.136.64714.420.356.03
78tf_mobilenetv3_large_100224149.596.6715.480.234.41
79mobilenet_edgetpu_v2_s224147.346.77315.991.216.6
80fbnetc_100224147.196.7815.570.46.51
81semnasnet_075224147.116.78412.910.235.54
82mnasnet_140224146.876.79417.120.67.71
83semnasnet_100224146.316.82113.890.326.23
84gmixer_12_224224146.186.826112.72.677.26
85gmlp_ti16_224224146.066.83215.871.347.55
86efficientvit_m1224144.486.9112.980.171.33
87tf_efficientnet_lite0224143.016.97814.650.46.74
88efficientnet_es224143.06.97915.441.818.73
89pit_xs_224224141.887.033110.621.47.71
90tf_efficientnet_es224141.887.03415.441.818.73
91efficientnet_es_pruned224141.737.04115.441.818.73
92resnet14t224141.537.051110.081.695.8
93mobilenetv2_110d224141.417.05714.520.458.71
94levit_conv_128224141.127.07219.210.412.71
95pit_xs_distilled_224224141.017.077111.01.417.76
96mobilevitv2_050256140.897.08411.370.488.04
97efficientnet_lite1240140.137.12215.420.6210.14
98regnetx_004224139.237.16915.160.43.14
99levit_conv_192224138.837.189110.950.663.2
100levit_256224137.567.255118.891.134.23
101efficientvit_m2224137.237.27414.190.21.47
102regnetx_006224135.977.34116.20.613.98
103repghostnet_058224135.137.38712.550.072.59
104efficientvit_m0224135.047.39312.350.080.91
105semnasnet_140224134.87.40416.110.68.87
106ghostnet_050224134.367.4312.590.051.77
107regnetx_008224133.617.4717.260.815.15
108tinynet_c184131.977.56412.460.112.87
109ese_vovnet19b_dw288131.117.61216.542.2213.63
110hgnetv2_b1224130.757.63316.340.492.73
111edgenext_xx_small288130.477.65211.330.334.21
112repghostnet_050224130.457.65312.310.052.02
113mobilenet_edgetpu_v2_m224129.277.72118.461.858.15
114convnext_atto224129.037.73613.70.553.81
115repghostnet_080224128.987.7413.280.13.22
116mobileone_s1224128.617.76114.830.869.67
117edgenext_x_small256126.777.87512.340.545.93
118resnet18224126.237.907111.691.822.48
119resnext26ts256126.067.918110.32.4310.52
120dla60x_c224123.168.10711.320.596.01
121ghostnet_100224122.988.11715.180.153.55
122convnextv2_atto224122.088.17813.710.553.81
123repghostnet_100224122.068.1814.070.153.98
124hgnetv2_b0288121.948.18616.00.543.51
125efficientnet_lite2260120.948.25416.090.8912.9
126resnet34160120.628.275121.81.871.91
127hardcorenas_f224120.048.31718.20.355.57
128convnext_atto_ols224119.078.38413.70.584.11
129convnext_femto_ols224118.758.40715.230.824.87
130resnet18d224118.438.429111.712.063.29
131edgenext_x_small288118.248.44412.340.687.5
132repghostnet_111224118.28.44714.540.184.38
133resnetblur18224117.558.492111.692.343.39
134mobilenet_edgetpu_v2_m256117.438.50118.462.4210.65
135hardcorenas_e224117.28.51818.070.355.65
136vit_xsmall_patch16_clip_224224116.758.55118.281.796.65
137eca_resnext26ts256115.448.647110.32.4310.52
138mobilenet_edgetpu_v2_l224115.238.663110.922.559.05
139regnety_008224115.158.6716.260.815.25
140mobilenetv2_120d224115.148.6715.830.6911.97
141mobilenetv4_conv_medium224115.138.67119.720.845.8
142visformer_tiny224115.08.681110.321.275.72
143efficientvit_m3224114.868.69316.90.271.62
144mobileone_s2224113.768.77617.881.3411.55
145tf_efficientnet_lite1240112.678.8615.420.6210.14
146convnext_femto224112.578.86915.220.794.57
147mobilevitv2_075256112.538.87212.871.0512.06
148ecaresnext50t_32x4d224112.388.883115.412.710.09
149resmlp_12_224224112.178.9115.353.015.5
150repghostnet_130224111.658.94215.480.255.24
151lambda_resnet26t256111.488.955110.963.0211.87
152ecaresnext26t_32x4d224111.458.957115.412.710.09
153regnety_008_tv224111.428.96116.430.845.42
154resnext26ts288111.368.965110.33.0713.31
155resnet18288111.268.973111.693.014.11
156rexnetr_100224110.239.05814.880.437.72
157poolformerv2_s12224110.089.069111.891.835.53
158hardcorenas_d224109.619.1117.50.34.93
159mobilenetv4_conv_medium256109.529.11619.721.17.58
160edgenext_small256109.419.12515.591.269.07
161levit_conv_256224109.219.143118.891.134.23
162seresnet18224109.219.142111.781.822.49
163tinynet_b188108.989.16213.730.214.44
164regnety_004224108.819.17714.340.413.89
165seresnext26ts256108.649.19110.392.4310.52
166poolformer_s12224108.399.211111.921.825.53
167rexnet_100224108.289.22114.80.417.44
168resnest14d224107.979.247110.612.767.33
169botnet26t_256256107.889.254112.493.3211.98
170legacy_seresnet18224107.789.264111.781.822.49
171ghostnet_130224107.619.27817.360.244.6
172eva02_tiny_patch14_224224107.459.29315.51.79.14
173legacy_seresnext26_32x4d224107.299.305116.792.499.39
174gernet_m224106.389.385121.143.025.24
175efficientvit_b1256106.129.40919.10.699.46
176convnext_atto288106.059.41613.70.916.3
177eca_botnext26ts_256256105.999.42110.592.4611.6
178efficientvit_m4224105.669.4518.80.31.7
179rexnetr_130224105.529.46217.610.689.81
180hgnetv2_b2224105.379.475111.221.154.12
181efficientvit_b1224104.829.52619.10.537.25
182repghostnet_150224104.89.52816.580.326.0
183mixer_s16_224224104.389.565118.533.795.97
184fastvit_t8256104.049.59814.030.78.63
185resnet18d288104.019.6111.713.415.43
186efficientformer_l1224103.559.642112.291.35.53
187mobileone_s3224103.389.659110.171.9413.85
188regnetx_016224103.319.66419.191.627.93
189mobilenetv4_conv_aa_medium256102.959.69819.721.5810.3
190regnety_006224102.789.71616.060.614.33
191seresnext26d_32x4d224102.229.767116.812.7310.19
192mobilenetv4_conv_blur_medium224101.889.80119.721.228.58
193eca_resnext26ts288101.549.834110.33.0713.32
194efficientnet_b0256101.519.83715.290.528.81
195hgnet_tiny224101.329.854114.744.546.36
196seresnext26t_32x4d224100.849.901116.812.710.09
197pit_s_224224100.549.931123.462.8811.56
198resnet26224100.479.938116.02.367.35
199tf_efficientnet_lite2260100.429.94316.090.8912.9
200efficientnet_b0224100.419.94515.290.46.75
201halonet26t256100.039.982112.483.1911.69
202resnetblur1828899.969.989111.693.875.6
203repvgg_a022499.99.99519.111.523.59
204vit_medium_patch32_clip_22422499.810.005139.692.03.34
205mobilevit_xxs25699.6910.01711.270.428.34
206convnext_femto28899.6410.02115.221.37.56
207convnext_femto_ols28899.2910.05715.231.358.06
208efficientnet_em24099.1310.07316.93.0414.34
209rexnetr_15022498.9210.09519.780.8911.13
210mobilenetv4_conv_medium32098.5310.13519.721.7111.84
211seresnet1828898.5310.135111.783.014.11
212hgnetv2_b128898.3410.15416.340.824.51
213edgenext_small_rw25698.3310.15517.831.589.51
214eca_halonext26ts25698.1710.172110.762.4411.46
215tf_efficientnetv2_b019297.9310.19717.140.543.51
216rexnet_13022497.9210.19817.560.689.71
217lambda_resnet26rpt_25625697.6210.229110.993.1611.87
218levit_256d22497.5910.232126.211.44.93
219tf_efficientnet_em24097.4110.25216.93.0414.34
220vit_tiny_r_s16_p8_38438496.8110.31416.361.346.49
221efficientvit_b128896.7410.32319.10.8711.96
222rexnet_15022496.510.34819.730.911.21
223gcresnext26ts25696.0910.392110.482.4310.53
224resnet26d22496.0210.399116.012.68.15
225convnext_pico22495.910.41319.051.376.1
226mobilenetv4_conv_blur_medium25695.8210.42119.721.5911.2
227repghostnet_20022495.5710.44919.80.547.96
228vit_wee_patch16_reg1_gap_25625695.4510.462113.423.8313.9
229convit_tiny22495.0510.50615.711.267.94
230xcit_nano_12_p16_22422494.6610.55113.050.564.17
231seresnext26ts28894.6510.55110.393.0713.32
232tinynet_a19294.0310.6216.190.355.41
233mobilevitv2_10025693.6410.66514.91.8416.08
234pit_s_distilled_22422493.5410.676124.042.911.64
235pvt_v2_b022493.2410.7113.670.577.99
236mobilenetv3_large_150d22492.8410.756114.62
237convnextv2_atto28892.5110.79513.710.916.3
238efficientnet_lite330092.2910.8218.21.6521.85
239convnext_pico_ols22491.8510.87319.061.436.5
240efficientnet_b0_g16_evos22491.3210.93718.111.017.42
241cs3darknet_focus_m28890.711.0119.32.516.19
242resnext50_32x4d16090.3411.055125.032.177.35
243convnext_atto_ols28889.8611.11413.70.966.8
244cs3darknet_m25689.7211.1319.312.085.28
245levit_38422489.6911.134139.132.366.26
246mobilenetv4_hybrid_medium_07522489.6711.13817.310.665.65
247cs3darknet_focus_m25689.1911.19719.31.984.89
248efficientformerv2_s022489.0511.21613.60.415.3
249convnextv2_femto22488.9111.23215.230.794.57
250resnext50_32x4d17688.911.233125.032.718.97
251tf_efficientnetv2_b022488.911.23417.140.734.77
252efficientnet_cc_b0_4e22488.8511.24113.310.419.42
253resnet26t25688.3811.3116.013.3510.52
254tf_efficientnet_b022488.1411.3315.290.46.75
255fastvit_t1225688.1211.33317.551.4212.42
256edgenext_small32088.0411.34315.591.9714.16
257dla3422487.8711.366115.743.075.02
258cs3darknet_m28887.7711.37819.312.636.69
259resnet2628887.7211.384116.03.912.15
260efficientvit_m522487.311.441112.470.532.41
261vit_tiny_patch16_38438487.0711.4715.794.725.39
262skresnet1822487.0611.471111.961.823.24
263gcresnext26ts28886.911.493110.483.0713.33
264hgnetv2_b228886.511.546111.221.896.8
265mobilevitv2_12525685.311.70917.482.8620.1
266repvgg_a122485.1511.728114.092.644.74
267rexnetr_20022484.7111.79116.521.5915.11
268hgnetv2_b322484.4811.822116.291.785.07
269darknet1725684.0611.881114.33.267.18
270vit_betwixt_patch32_clip_22422483.7911.919161.413.094.17
271efficientnet_blur_b022483.7111.93215.290.438.72
272resnet33ts25683.1512.01119.684.7611.66
273resnet26d28882.9412.042116.014.2913.48
274efficientnet_cc_b0_8e22482.8812.051124.010.429.42
275rexnet_20022482.712.077116.371.5614.91
276crossvit_tiny_24024082.512.10717.011.579.08
277seresnext26t_32x4d28882.512.105116.814.4616.68
278vit_pwee_patch16_reg1_gap_25625682.0912.167115.254.3715.87
279fastvit_s1225681.6312.23619.471.8213.67
280vit_small_patch32_38438481.6312.236122.923.458.25
281edgenext_small_rw32081.4612.26117.832.4614.85
282ecaresnet26t25681.4412.263116.013.3510.53
283crossvit_9_24024081.4312.26718.551.859.52
284mobilevit_xs25680.9612.33712.321.0516.33
285mobilenetv4_hybrid_medium22480.7512.369111.070.986.84
286resnet3422480.6112.391121.83.673.74
287regnetx_03222480.612.392115.33.211.37
288xcit_tiny_12_p16_22422480.3512.43216.721.246.29
289mobilenetv4_hybrid_medium25679.8712.506111.071.299.01
290tf_efficientnetv2_b220879.6612.539110.11.066.0
291tf_efficientnet_cc_b0_4e22479.6512.541113.310.419.42
292gmixer_24_22422479.3912.581124.725.2814.45
293eca_resnet33ts25679.2412.604119.684.7611.66
294xcit_nano_12_p16_38438479.212.61213.051.6412.15
295mobileone_s422479.1612.618114.953.0417.74
296levit_conv_256d22479.1212.625126.211.44.93
297dla60x22478.7112.691117.353.5413.8
298resnet32ts28878.6612.697117.965.8614.65
299fastvit_sa1225678.1812.776111.581.9614.03
300resnet34d22478.1712.777121.823.914.54
301regnetz_00522478.0712.79517.120.525.86
302tf_efficientnetv2_b119277.7912.84218.140.764.59
303crossvit_9_dagger_24024077.6512.86418.781.999.97
304resnest26d22477.6112.869117.073.649.97
305vit_srelpos_small_patch16_22422477.2612.928121.974.5912.16
306resnet5016077.212.938125.562.15.67
307seresnext26d_32x4d28877.012.973116.814.5116.85
308resnext50_32x4d22476.9112.987125.034.2614.4
309ecaresnet50d_pruned22476.6213.036119.942.536.43
310vit_small_patch16_22422476.4913.058122.054.6111.95
311deit3_small_patch16_22422476.4813.06122.064.6111.95
312deit_small_patch16_22422476.4113.072122.054.6111.95
313tf_efficientnetv2_b124076.4113.07318.141.217.34
314deit_small_distilled_patch16_22422476.1413.119122.444.6312.02
315convnextv2_pico22476.0213.1419.071.376.1
316resnet26t32075.7913.179116.015.2416.44
317coat_lite_mini22475.6213.208111.012.012.25
318nf_regnet_b019275.3413.25818.760.373.15
319resnetaa34d22475.1813.287121.824.435.07
320xcit_nano_12_p8_22422475.1513.29313.052.1615.71
321resnet50d16075.1413.293125.582.226.08
322tf_efficientnet_cc_b0_8e22474.9213.333124.010.429.42
323resnext50d_32x4d22474.7813.358125.054.515.2
324resnet5017674.7513.362125.562.626.92
325fbnetv3_b22474.7213.36818.60.426.97
326resnet33ts28874.4213.421119.686.0214.75
327tiny_vit_5m_22422474.2813.448112.081.2811.25
328mixer_b32_22422474.1413.472160.293.246.29
329vit_little_patch16_reg1_gap_25625674.113.481122.526.2718.06
330gernet_l25674.013.498131.084.578.0
331dpn48b22473.6813.55719.131.698.92
332hgnet_tiny28873.6513.563114.747.5110.51
333efficientnet_b1_pruned24073.5513.58316.330.46.21
334vit_little_patch16_reg4_gap_25625673.5113.589122.526.3518.33
335efficientnet_b124073.3213.62517.790.7110.88
336cspresnext5025673.1313.66120.574.0515.86
337vovnet39a22473.113.665122.67.096.73
338gmlp_s16_22422473.0813.668119.424.4215.1
339mobilevitv2_15025672.8913.705110.594.0924.11
340regnetz_b1622472.6913.74319.721.459.95
341edgenext_base25672.6113.756118.513.8515.58
342resnet32ts25672.5413.77117.964.6311.58
343coat_lite_tiny22472.513.77715.721.611.65
344regnetz_00528872.413.79917.120.869.68
345repvgg_b022472.1613.843115.823.416.15
346hgnetv2_b422471.7613.92119.82.756.7
347dla6022471.6913.933122.044.2610.16
348efficientnet_b122471.4913.97417.790.599.36
349levit_conv_38422470.8214.105139.132.366.26
350efficientnet_b125670.7614.11917.790.7712.22
351regnetx_04022470.5914.151122.123.9912.2
352tf_efficientnet_lite330070.5614.15618.21.6521.85
353eca_vovnet39b22470.4714.174122.67.096.74
354efficientnet_b2_pruned26070.3514.19918.310.739.13
355tf_efficientnetv2_b226070.2514.221110.11.729.84
356hgnetv2_b328870.0614.259116.292.948.38
357fbnetv3_d22470.014.271110.310.528.5
358convnext_nano_ols22469.9814.274115.652.659.38
359fbnetv3_b25669.8314.30718.60.559.1
360repvit_m0_922469.814.31315.490.837.45
361efficientformerv2_s122469.5714.3616.190.677.66
362darknet2125669.514.374120.863.937.47
363ese_vovnet39b22469.414.394124.577.096.74
364eca_resnet33ts28869.3914.395119.686.0214.76
365nf_regnet_b025669.3414.40718.760.645.58
366ecaresnet50t16069.2814.419125.572.216.04
367repvit_m122469.1814.44215.490.837.45
368rexnetr_20028869.0814.46116.522.6224.96
369res2net50_48w_2s22469.014.478125.294.1811.72
370resnet3428868.8614.507121.86.076.18
371flexivit_small24068.8114.517122.065.3514.18
372legacy_seresnet3422468.7814.524121.963.673.74
373convnext_tiny22468.6814.544128.594.4713.44
374ecaresnet26t32068.5214.579116.015.2416.44
375regnetz_b16_evos22468.4214.619.741.439.95
376repvit_m1_122468.3814.6118.81.369.43
377efficientnet_b225668.1714.65519.110.8912.81
378efficientvit_b222468.1714.655124.331.614.62
379repvit_m222467.6914.7618.81.369.43
380seresnet3422467.3214.839121.963.673.74
381resnet5022467.214.865125.564.1111.11
382vit_relpos_small_patch16_rpn_22422467.1814.869121.974.5913.05
383convnextv2_femto28866.8614.94115.231.37.56
384resnet34d28866.7914.958121.826.477.51
385gcresnet33ts25666.3915.047119.884.7611.68
386tf_efficientnet_b124066.115.11417.790.7110.88
387fbnetv3_d25666.0515.125110.310.6811.1
388xcit_tiny_12_p16_38438465.5815.23316.723.6418.26
389vit_relpos_small_patch16_22422465.5115.25121.984.5913.05
390resnet50c22465.4815.257125.584.3511.92
391dpn6822465.4615.261112.612.3510.47
392ecaresnet50d_pruned28865.4415.265119.944.1910.61
393efficientnet_b128865.2115.32217.790.9715.46
394repvit_m1_022465.0715.35617.31.138.69
395twins_pcpvt_small22465.0615.355124.113.8318.08
396mobilenetv4_hybrid_medium32065.0415.36111.072.0514.36
397sedarknet2125664.9815.373120.953.937.47
398resnet50d22464.8315.41125.584.3511.92
399resnetaa34d28864.7215.435121.827.338.38
400hiera_tiny_22422464.5215.483127.914.9117.13
401poolformerv2_s2422464.3315.529121.343.4210.68
402dpn68b22464.2615.545112.612.3510.47
403ghostnetv2_10022464.1115.58516.160.184.55
404resnet50t22463.7215.678125.574.3211.82
405resnetv2_5022463.7215.68125.554.1111.11
406ghostnetv2_13022463.6515.69718.960.285.9
407resnetaa5022463.6515.694125.565.1511.64
408seresnet5016063.5815.713128.092.15.69
409regnetz_b1628863.5515.7219.722.3916.43
410convmixer_1024_20_ks9_p1422463.515.734124.385.555.51
411efficientnet_b228863.4815.73919.111.1216.2
412resnext50_32x4d28863.3615.767125.037.0423.81
413coatnet_pico_rw_22422463.3115.781110.852.0514.62
414regnetx_06422463.2115.805126.216.4916.37
415regnety_01622462.9815.864111.21.638.04
416poolformer_s2422462.8815.889121.393.4110.68
417rexnetr_30022462.8615.891134.813.3922.16
418nf_resnet2622462.7615.919116.02.417.35
419sam2_hiera_tiny22462.7115.931126.854.9117.12
420hgnet_small22462.615.958124.368.538.79
421mobilevitv2_17525662.5915.963114.255.5428.13
422efficientvit_b228862.2416.05124.332.6424.03
423seresnext50_32x4d22462.2316.053127.564.2614.42
424resnext50d_32x4d28862.1816.068125.057.4425.13
425convnext_nano22462.1516.076115.592.468.37
426regnety_03222461.9216.135119.443.211.26
427resnet50_clip_gap22461.916.138123.535.3912.44
428resnetaa50d22461.916.139125.585.3912.44
429resnetv2_50d22461.8316.157125.574.3511.92
430resnetblur5022461.6116.216125.565.1612.02
431tiny_vit_11m_22422461.5516.233120.352.0413.49
432resnet50s22461.4216.265125.685.4713.52
433visformer_small22461.416.271140.224.8811.43
434gcresnet33ts28861.3316.29119.886.0214.78
435convnextv2_tiny22461.316.298128.644.4713.44
436regnetz_c1625661.0716.36113.462.5116.57
437cs3darknet_l25661.0416.366121.164.868.55
438tf_efficientnetv2_b324061.0316.372114.361.939.95
439resnet51q25661.016.378135.76.3816.55
440legacy_seresnext50_32x4d22460.8616.415127.564.2614.42
441vit_base_patch32_22422460.5816.492188.224.415.01
442resnetv2_50t22460.5516.501125.574.3211.82
443mobilevit_s25660.5216.50915.582.0319.94
444xcit_tiny_12_p8_22422460.2816.57616.714.8123.6
445efficientvit_b225660.1416.612124.332.0919.03
446resnetrs5016060.1316.615135.692.296.2
447tf_efficientnet_b226060.0616.63619.111.0213.83
448hgnetv2_b428859.9616.662119.84.5411.08
449twins_svt_small22459.9416.668124.062.9413.75
450efficientnet_el_pruned30059.7716.716110.598.030.7
451seresnet3428859.6616.747121.966.076.18
452vit_base_patch32_clip_quickgelu_22422459.5816.77187.854.415.01
453efficientnet_cc_b1_8e24059.5116.79139.720.7515.44
454hrnet_w18_small22459.4716.799113.191.615.72
455efficientformer_l322459.416.82131.413.9312.01
456tf_mixnet_s22459.3816.82614.130.256.25
457efficientnet_el30059.3516.834110.598.030.7
458ecaresnetlight22459.3216.843130.164.118.42
459rexnet_30022459.2916.85134.713.4422.4
460volo_d1_22422459.2816.853126.636.9424.43
461resnetblur50d22459.1916.88125.585.412.82
462vit_base_patch32_clip_22422459.1616.887188.224.415.01
463tf_efficientnet_el30059.0616.916110.598.030.7
464seresnet33ts25659.0216.928119.784.7611.66
465efficientnet_lite438059.016.933113.014.0445.66
466ecaresnet50t22458.916.963125.574.3211.83
467resmlp_24_22422458.6417.039130.025.9610.91
468ghostnetv2_16022458.5917.053112.390.427.23
469nf_ecaresnet2622458.5517.063116.02.417.36
470ecaresnet50d22458.517.08125.584.3511.93
471mobilenetv4_conv_large25658.2817.144132.592.8612.14
472mixnet_s22458.2617.1514.130.256.25
473mobilenetv4_hybrid_medium38457.8917.259111.073.0121.18
474maxvit_pico_rw_25625657.5317.36817.461.8322.3
475eva02_tiny_patch14_33633657.4517.39115.764.6827.16
476resnetv2_50d_frn22457.3517.421125.594.3311.92
477cs3darknet_focus_l25657.2917.438121.154.668.03
478repvgg_a222457.0417.514128.215.76.26
479regnety_04022456.9217.552120.654.012.29
480edgenext_base32056.8117.588118.516.0124.32
481convit_small22456.7717.601127.785.7617.87
482crossvit_15_24024056.4717.694127.535.8119.77
483gcresnext50ts25656.3317.737115.673.7515.46
484nf_seresnet2622456.2117.774117.42.417.36
485nf_regnet_b125656.1517.796110.220.827.27
486legacy_seresnet5022455.9717.851128.093.8810.6
487dpn68b28855.9517.857112.613.8917.3
488inception_next_tiny22455.9517.858128.064.1911.98
489resnet5028855.9117.869125.566.818.37
490efficientnet_b3_pruned30055.8117.90419.861.0411.86
491cait_xxs24_22422455.7117.936111.962.5320.29
492hiera_small_22422455.717.938135.016.4220.75
493lambda_resnet50ts25655.5717.981121.545.0717.48
494tf_efficientnet_lite438055.518.002113.014.0445.66
495resnet50d28855.4318.027125.587.1919.7
496haloregnetz_b22455.3818.043111.681.9711.94
497resnet50_mlp25655.3818.042126.657.0516.25
498fbnetv3_g24055.1618.115116.621.2814.87
499vit_base_patch32_clip_25625654.9418.186187.865.766.65
500seresnet33ts28854.7818.24119.786.0214.76
501resnet50t28854.6818.272125.577.1419.53
502resnet51q28854.618.301135.78.0720.94
503sehalonet33ts25654.5418.322113.693.5514.7
504caformer_s1822454.3418.388126.344.1319.39
505ecaresnet50t25654.318.402125.575.6415.45
506regnetv_04022454.2118.43120.644.012.29
507seresnet5022454.1618.45128.094.1111.13
508swin_s3_tiny_22422454.0818.477128.334.6419.13
509tnt_s_patch16_22422453.9618.516123.765.2424.37
510nf_regnet_b128853.9218.531110.221.029.2
511tf_efficientnet_cc_b1_8e24053.9118.536139.720.7515.44
512efficientnetv2_rw_t22453.918.539113.651.939.94
513vit_srelpos_medium_patch16_22422453.7818.578138.747.9616.21
514deit3_medium_patch16_22422453.6518.623138.858.015.93
515vit_small_resnet26d_22422453.5218.668163.615.0711.12
516nest_tiny22453.518.675117.065.8325.48
517xcit_small_12_p16_22422453.4918.68126.254.8212.58
518cs3darknet_l28853.4118.707121.166.1610.83
519crossvit_15_dagger_24024053.2918.75128.216.1320.43
520seresnet50t22453.2918.749128.14.3211.83
521regnetz_b16_evos28853.1318.80519.742.3616.43
522mobilenetv4_conv_large32052.9618.867132.594.4718.97
523pvt_v2_b2_li22452.8518.908122.553.9127.6
524skresnet5022452.8318.915125.84.1112.5
525mobilevitv2_20025652.4919.037118.457.2232.15
526resnetaa5028852.319.104125.568.5219.24
527ese_vovnet39b28852.1319.169124.5711.7111.13
528efficientnet_b328851.9819.224112.231.6321.49
529resnet50_clip22451.9819.223138.326.1412.98
530tf_efficientnetv2_b330051.9419.237114.363.0415.74
531resnet61q25651.9119.248136.857.817.01
532coatnet_bn_0_rw_22422451.8419.274127.444.6722.04
533crossvit_small_24024051.7819.299126.865.6318.17
534cs3darknet_focus_l28851.7319.315121.155.910.16
535regnety_03228851.7219.319119.445.2918.61
536skresnet50d22451.6619.343125.824.3613.31
537resnetrs5022451.6519.346135.694.4812.14
538nest_tiny_jx22451.6419.349117.065.8325.48
539regnetz_c1632051.6219.359113.463.9225.88
540mobilenetv4_hybrid_medium44851.5719.376111.074.229.64
541vovnet57a22451.5319.39136.648.957.52
542seresnetaa50d22451.3519.459128.115.412.46
543gcresnext50ts28851.1419.538115.674.7519.57
544resnetblur5028851.119.555125.568.5219.87
545convnext_pico28851.0619.5719.052.2710.08
546regnetz_c16_evos25651.0619.57113.492.4816.57
547res2net50_26w_4s22450.9319.621125.74.2812.61
548dla102x22450.8819.637126.315.8919.42
549nf_regnet_b224050.8519.653114.310.977.23
550convnextv2_nano22450.8419.655115.622.468.37
551tiny_vit_21m_22422450.819.67133.224.2920.08
552resnetaa50d28850.7719.683125.588.9220.57
553nf_regnet_b227250.7519.691114.311.229.27
554skresnet3422450.6919.712122.283.675.13
555eva02_small_patch14_22422450.6219.74121.626.1418.28
556pvt_v2_b122450.5919.752114.012.1215.39
557mobilenetv4_hybrid_large_07525650.5419.772122.752.0611.64
558vit_relpos_base_patch32_plus_rpn_25625650.4419.8091119.427.688.01
559fbnetv3_g28850.3519.845116.621.7721.09
560dla60_res2next22450.3219.857117.033.4913.17
561convnext_pico_ols28850.2719.87919.062.3710.74
562sebotnet33ts_25625650.0619.961113.73.8917.46
563res2net50d22450.0519.963125.724.5213.41
564ese_vovnet57b22449.9719.996138.618.957.52
565ecaresnetlight28849.9620.0130.166.7913.91
566fastvit_mci025649.9220.017111.412.4218.29
567vit_relpos_medium_patch16_rpn_22422449.8420.05138.737.9717.02
568regnetx_08022449.8320.051139.578.0214.06
569maxvit_rmlp_pico_rw_25625649.7720.0817.521.8524.86
570seresnext50_32x4d28849.6320.133127.567.0423.82
571resnest50d22449.5920.15127.485.414.36
572dla60_res2net22449.5420.171120.854.1512.34
573skresnext50_32x4d22449.5220.179127.484.517.18
574regnety_04028849.4420.21120.656.6120.3
575convnext_tiny28849.4320.215128.597.3922.21
576nextvit_small22449.3920.232131.765.8118.44
577repvit_m322449.3720.243110.681.8913.94
578vit_medium_patch16_gap_24024049.320.268144.49.2218.81
579coatnet_nano_cc_22422449.2220.303113.762.2415.02
580res2next5022449.0720.363124.674.213.71
581vit_base_patch32_plus_25625649.0420.3761119.487.797.76
582mobilenetv4_conv_large38448.8820.443132.596.4327.31
583resnetblur50d28848.8720.447125.588.9221.19
584ecaresnet50d28848.8620.451125.587.1919.72
585resnest50d_1s4x24d22448.820.474125.684.4313.57
586poolformerv2_s3622448.6820.527130.795.0115.82
587vit_medium_patch16_clip_22422448.6520.539138.598.015.93
588vit_relpos_medium_patch16_22422448.620.561138.757.9717.02
589rexnetr_30028848.3420.671134.815.5936.61
590cs3sedarknet_l25648.2220.723121.914.868.56
591gcvit_xxtiny22448.1620.748112.02.1415.36
592davit_tiny22448.0920.778128.364.5418.89
593lamhalobotnet50ts_25625648.0120.812122.575.0218.44
594convnext_nano_ols28847.7520.929115.654.3815.5
595convnextv2_pico28847.5721.00819.072.2710.08
596gc_efficientnetv2_rw_t22447.4321.07113.681.949.97
597coatnet_0_rw_22422447.4121.079127.444.4318.73
598hgnet_small28847.421.08124.3614.0914.53
599regnety_040_sgn22447.2721.142120.654.0312.29
600coatnet_0_22422447.2521.147125.044.5824.01
601efficientnet_b332047.2521.147112.232.0126.52
602regnetv_04028847.2521.15120.646.620.3
603swinv2_cr_tiny_ns_22422447.2421.152128.334.6628.45
604resnest50d_4s2x40d22447.1621.189130.424.417.94
605maxvit_nano_rw_25625647.121.214115.454.4630.28
606resnetv2_5028847.0721.228125.556.7918.37
607cspresnet50d25646.7921.355121.644.8612.55
608resnet61q28846.7521.373136.859.8721.52
609swinv2_cr_tiny_22422446.7521.377128.334.6628.45
610coatnet_nano_rw_22422446.7321.383115.142.4115.41
611regnety_080_tv22446.721.397139.388.5119.73
612cspresnet5025646.6821.408121.624.5411.5
613regnety_08022446.6621.415139.188.017.97
614crossvit_18_24024046.5921.449143.279.0526.26
615efficientnetv2_rw_t28846.4921.496113.653.1916.42
616ecaresnet50t28846.3721.552125.577.1419.55
617resnet10116046.3521.558144.554.08.28
618tf_efficientnet_b330046.1821.641112.231.8723.83
619legacy_xception29946.1621.647122.868.435.83
620mobilenetv4_conv_aa_large38446.1421.66132.597.0732.29
621swin_tiny_patch4_window7_22422446.1221.667128.294.5117.06
622coatnet_rmlp_nano_rw_22422445.9721.738115.152.6220.34
623vit_medium_patch16_gap_25625645.7621.84138.8610.5922.15
624seresnet5028845.6321.898128.096.818.39
625regnety_06422445.6221.905130.586.3916.41
626fastvit_sa2425645.5721.931121.553.824.32
627mobileone_s022445.4821.97415.291.0915.48
628seresnet50t28845.4821.971128.17.1419.55
629efficientvit_l122445.4621.98152.655.2715.85
630dla10222445.3222.05133.277.1914.18
631mixer_b16_22422444.9522.231159.8812.6214.53
632tresnet_m22444.9322.24131.395.757.31
633convnext_nano28844.9122.252115.594.0613.84
634levit_512d22444.8222.297192.55.8511.3
635tf_mixnet_m22444.6722.37215.010.368.19
636poolformer_s3622444.5622.427130.865.015.82
637resnet10117644.5122.453144.554.9210.08
638hiera_small_abswin_25625644.3722.521134.368.2926.38
639efficientformerv2_s222444.222.612112.711.2711.77
640levit_51222444.1522.633195.175.6410.22
641ecaresnet50t32044.1422.639125.578.8224.13
642coatnet_rmlp_0_rw_22422444.1322.643127.454.7224.89
643regnetv_06422444.122.658130.586.3916.41
644nf_regnet_b328844.0222.703118.591.6711.84
645ese_vovnet39b_evos22443.9622.734124.587.076.74
646regnetz_d825643.9422.743123.373.9723.74
647mixnet_m22443.8822.77615.010.368.19
648maxxvitv2_nano_rw_25625643.7722.829123.76.2623.05
649xcit_tiny_24_p16_22422443.5122.97112.122.3411.82
650inception_v329943.4822.986123.835.738.97
651mobilenetv4_conv_large44843.4223.016132.598.7537.17
652cs3sedarknet_l28843.3623.047121.916.1610.83
653mvitv2_tiny22443.1523.162124.174.721.16
654mobilevitv2_15038443.1423.163110.599.254.25
655gcresnet50t25643.1323.17125.95.4214.67
656halonet50ts25643.0923.191122.735.319.2
657convnextv2_tiny28842.9523.27128.647.3922.21
658hieradet_small25642.8323.331134.728.5127.76
659resnext101_32x4d22442.7123.4144.188.0121.23
660darknetaa5325642.6923.407136.027.9712.39
661regnetx_12022442.6823.416146.1112.1321.37
662xception41p29942.5823.471126.919.2539.86
663crossvit_18_dagger_24024042.5423.491144.279.527.03
664densenetblur121d22442.3823.58418.03.117.9
665cs3sedarknet_xdw25642.2623.645121.65.9717.18
666regnetz_c16_evos32041.9323.833113.493.8625.88
667maxxvit_rmlp_nano_rw_25625641.9123.848116.784.3726.05
668vit_small_r26_s32_22422441.8423.884136.433.569.85
669nf_regnet_b332041.8323.893118.592.0514.61
670tf_mixnet_l22441.7723.92417.330.5810.84
671xcit_nano_12_p8_38438441.5724.03913.056.3446.08
672densenet12122441.4824.09517.982.876.9
673gc_efficientnetv2_rw_t28841.4224.127113.683.216.45
674dpn9222441.3724.158137.676.5418.21
675coat_lite_small22441.0824.326119.843.9622.09
676efficientnetv2_s28841.0724.333121.464.7520.13
677mobilenetv4_conv_aa_large44840.9624.396132.599.6343.94
678regnetz_04025640.9224.423127.124.0624.19
679ecaresnet101d_pruned22440.8424.468124.883.487.69
680maxvit_rmlp_nano_rw_25625640.7824.507115.54.4731.92
681regnetz_d8_evos25640.7824.507123.464.524.92
682efficientnet_b0_gn22440.7724.51115.290.426.75
683botnet50ts_25625640.724.554122.745.5422.23
684seresnetaa50d28840.5924.622128.118.9220.59
685regnetz_040_h25640.5624.64128.944.1224.29
686convformer_s1822440.5324.655126.773.9615.82
687cspresnet50w25640.4824.69128.125.0412.19
688convnext_tiny_hnf22440.4424.711128.594.4713.44
689xception4129940.3524.765126.979.2839.86
690gcresnet50t28840.3424.775125.96.8618.57
691focalnet_tiny_srf22440.2924.806128.434.4216.32
692coatnext_nano_rw_22422440.2124.856114.72.4712.8
693gcvit_xtiny22440.0924.927119.982.9320.26
694efficientnet_b3_gn28839.9425.025111.731.7423.35
695mixnet_l22439.7725.1317.330.5810.84
696twins_pcpvt_base22439.7425.15143.836.6825.25
697cs3darknet_x25639.6525.205135.058.3811.35
698darknetaa5328839.5825.247136.0210.0815.68
699resmlp_36_22422439.5625.262144.698.9116.33
700efficientnet_b0_g8_gn22439.4525.33216.560.666.75
701res2net50_14w_8s22439.3825.381125.064.2113.28
702cs3darknet_focus_x25639.325.428135.028.0310.69
703vit_base_resnet26d_22422439.2825.4411101.46.9713.16
704tf_efficientnetv2_s30039.2425.472121.465.3522.73
705resnet50_gn22439.2325.474125.564.1411.11
706levit_conv_51222439.1325.542195.175.6410.22
707hrnet_w18_small_v222439.0525.592115.62.629.65
708hiera_base_22422438.825.755151.529.430.42
709regnetz_d3225638.7725.776127.585.9823.74
710repvit_m1_522438.7725.781114.642.3115.7
711ecaresnet101d_pruned28838.7325.803124.885.7512.71
712efficientnetv2_rw_s28838.6125.887123.944.9121.41
713eca_nfnet_l022438.5925.896124.144.3510.47
714regnety_040_sgn28838.5625.92120.656.6720.3
715convnext_tiny38438.4825.972128.5913.1439.48
716darknet5325638.4525.996141.619.3112.39
717resnet101c22438.4326.009144.578.0817.04
718resnet101d22438.3926.031144.578.0817.04
719levit_conv_512d22438.2926.101192.55.8511.3
720efficientnet_b432038.2526.128119.343.1334.76
721vit_medium_patch16_reg1_gap_25625638.2126.156138.8810.6322.26
722cait_xxs36_22422438.0926.236117.33.7730.34
723resnetv2_10122437.9826.313144.547.8316.23
724resnet10122437.9626.325144.557.8316.23
725vit_medium_patch16_reg4_gap_25625637.9126.362138.8810.7622.6
726mobilenetv4_conv_aa_large48037.8626.401132.5911.0550.45
727vit_base_patch32_38438437.8526.406188.313.0616.5
728resnetv2_50d_gn22437.8426.412125.574.3811.92
729dla102x222437.7626.469141.289.3429.91
730nf_ecaresnet5022437.6426.55125.564.2111.13
731resnetv2_101d22437.526.654144.568.0717.04
732regnety_08028837.2926.802139.1813.2229.69
733vit_betwixt_patch16_reg4_gap_25625637.2826.811160.416.5228.24
734xcit_tiny_24_p16_38438437.2726.819112.126.8734.29
735resnet101s22437.2226.85144.679.1918.64
736resnet101_clip_gap22437.226.866142.529.1117.56
737vit_betwixt_patch16_reg1_gap_25625637.1726.887160.416.3227.83
738regnety_12022437.0726.958151.8212.1421.38
739resnetaa101d22437.0326.988144.579.1217.56
740vit_base_patch32_clip_38438436.9627.038188.313.0616.5
741focalnet_tiny_lrf22436.8227.146128.654.4917.76
742regnety_06428836.727.234130.5810.5627.11
743resnetblur101d22436.727.233144.579.1217.94
744swinv2_tiny_window8_25625636.6727.255128.355.9624.57
745efficientvit_b325636.6527.272148.655.235.01
746vit_small_resnet50d_s16_22422436.6227.293157.5313.4824.82
747convnextv2_nano28836.5427.35115.624.0613.84
748hgnetv2_b522436.3127.528139.576.5611.19
749nfnet_l022436.327.529135.074.3610.47
750efficientnet_b3_g8_gn28836.227.606114.252.5923.35
751res2net50_26w_6s22436.1827.623137.056.3315.28
752efficientvit_b322436.1127.679148.653.9926.9
753resnet50_gn28836.0727.705125.566.8518.37
754mobilevitv2_17538436.0627.718114.2512.4763.29
755resnetv2_50d_evos22436.0127.757125.594.3311.92
756vit_medium_patch16_rope_reg1_gap_25625635.8527.875138.7410.6322.26
757selecsls6022435.6528.033130.673.595.52
758darknet5328835.5928.085141.6111.7815.68
759vit_betwixt_patch16_rope_reg4_gap_25625635.5128.145160.2316.5228.24
760nf_seresnet5022435.2428.358128.094.2111.13
761resnet101d25635.2428.36144.5710.5522.25
762regnetx_16022435.1728.416154.2815.9925.52
763efficientnet_b3_gn32035.0128.544111.732.1428.83
764vit_base_patch16_xp_22422434.8528.679186.5117.5623.9
765cs3darknet_x28834.8328.698135.0510.614.36
766efficientvit_l222434.7928.728163.716.9719.58
767resnext101_32x4d28834.7628.749144.1813.2435.09
768efficientvit_l225634.7428.768163.719.0925.49
769convnext_small22434.7328.78150.228.7121.56
770ecaresnet101d22434.7328.782144.578.0817.07
771nextvit_base22434.728.806144.828.2923.71
772densenet12128834.6728.82917.984.7411.41
773regnetv_06428834.5828.905130.5810.5527.11
774seresnext101_32x4d22434.5228.956148.968.0221.26
775nf_resnet5025634.4928.98125.565.4614.52
776resnetrs10119234.4728.999163.626.0412.7
777legacy_seresnext101_32x4d22434.4429.022148.968.0221.26
778maxvit_tiny_rw_22422434.3529.1129.065.1133.11
779repvgg_b1g422434.3229.124139.978.1510.64
780vit_base_patch16_gap_22422434.1629.258186.5717.4925.59
781efficientvit_b328834.129.309148.656.5844.2
782halo2botnet50ts_25625634.0529.351122.645.0221.78
783selecsls4222433.8929.496130.352.944.62
784eca_nfnet_l028833.829.569124.147.1217.29
785vit_base_patch16_siglip_gap_22422433.7529.618185.817.4923.75
786resnet101_clip22433.729.656156.269.8118.08
787resnet15216033.4929.847160.195.911.51
788deit3_small_patch16_38438433.4229.906122.2115.5250.78
789mobilenetv4_hybrid_large38433.3829.94137.767.7734.52
790regnetz_040_h32033.330.017128.946.4337.94
791xcit_tiny_24_p8_22422433.2630.048112.119.2145.39
792densenetblur121d28833.2530.06318.05.1413.06
793densenet16922433.2330.075114.153.47.3
794resnet10128833.1330.169144.5512.9526.83
795twins_svt_base22433.1330.173156.078.5926.33
796deit3_base_patch16_22422433.1130.189186.5917.5823.9
797legacy_seresnet10122433.0830.217149.337.6115.74
798regnetz_04032032.8830.4127.126.3537.78
799resnetv2_50x1_bit22432.8730.406125.554.2311.11
800vit_base_resnet50d_22422432.8730.4081110.978.7316.92
801vit_base_patch16_rpn_22422432.8430.438186.5417.4923.75
802poolformerv2_m3622432.830.47156.088.8122.02
803tf_efficientnetv2_s38432.7230.552121.468.4435.77
804mobilenetv4_conv_aa_large54432.6730.598132.5914.1964.79
805vit_base_patch16_siglip_22422432.6530.616192.8817.7324.06
806mixnet_xl22432.630.656111.90.9314.57
807selecsls60b22432.630.659132.773.635.52
808mvitv2_small22432.5830.68134.877.028.08
809vit_small_patch16_38438432.5530.711122.215.5250.78
810caformer_s3622432.5330.726139.38.037.53
811tnt_b_patch16_22422432.5330.728165.4114.0939.01
812vitamin_small_22422432.5130.744122.035.9226.38
813nf_resnet5028832.530.752125.566.8818.37
814hgnetv2_b528832.4930.76139.5710.8418.5
815deit_base_distilled_patch16_22422432.4630.788187.3417.6824.05
816vit_base_patch16_clip_quickgelu_22422432.4630.79186.1917.5823.9
817vit_base_patch16_22422432.3730.879186.5717.5823.9
818convnextv2_tiny38432.2730.975128.6413.1439.48
819cs3sedarknet_x25632.2630.981135.48.3811.35
820hiera_base_plus_22422432.2431.003169.912.6737.98
821seresnet10122432.2331.014149.337.8416.27
822poolformer_m3622432.1931.046156.178.822.02
823nest_small22432.0731.17138.3510.3540.04
824vit_base_patch16_clip_22422432.0731.165186.5717.5823.9
825convnextv2_small22432.0631.176150.328.7121.56
826efficientnetv2_s38432.0531.19121.468.4435.77
827beitv2_base_patch16_22422431.9431.292186.5317.5823.9
828pit_b_22422431.9131.326173.7612.4232.94
829resnet15217631.8531.385160.197.2213.99
830deit_base_patch16_22422431.8431.396186.5717.5823.9
831xcit_small_12_p16_38438431.8131.426126.2514.1436.51
832vit_base_patch16_224_miil22431.7931.443194.417.5923.91
833efficientvit_l228831.7631.475163.7111.5132.19
834cspdarknet5325631.7431.496127.646.5716.81
835fastvit_sa3625631.7231.513131.535.6434.61
836efficientformerv2_l22431.6631.575126.322.5918.54
837cs3edgenet_x25631.6531.583147.8211.5312.92
838vit_base_mci_22422431.631.632186.3517.7324.65
839efficientnet_b438431.5631.668119.344.5150.04
840nest_small_jx22431.4531.779138.3510.3540.04
841vit_base_patch32_clip_44844831.4231.814188.3417.9323.9
842beit_base_patch16_22422431.431.831186.5317.5823.9
843nf_regnet_b432031.3931.841130.213.2919.88
844efficientnet_b3_g8_gn32031.3831.853114.253.228.83
845dpn9822431.3631.872161.5711.7325.2
846nfnet_l028831.3431.893135.077.1317.29
847selecsls42b22431.331.933132.462.984.62
848vit_relpos_base_patch16_22422431.2631.976186.4317.5124.97
849efficientformer_l722431.2332.009182.2310.1724.45
850vit_relpos_base_patch16_rpn_22422431.1932.049186.4117.5124.97
851efficientnetv2_rw_s38431.1732.062123.948.7238.03
852regnetz_d832031.1432.1123.376.1937.08
853resnetaa101d28831.0432.202144.5715.0729.03
854repvit_m2_322430.8432.413123.694.5726.21
855hiera_base_abswin_25625630.832.449151.2712.4640.7
856pit_b_distilled_22422430.6532.611174.7912.533.07
857regnetz_d8_evos32030.6432.621123.467.0338.92
858resnetv2_50d_gn28830.5932.672125.577.2419.7
859tf_efficientnet_b438030.5132.765119.344.4949.49
860inception_next_small22430.4232.862149.378.3619.27
861pvt_v2_b222430.3632.925125.364.0527.53
862eva02_small_patch14_33633630.2933.0122.1315.4854.33
863resnetblur101d28830.0433.271144.5715.0729.65
864vit_base_r26_s32_22422430.033.3211101.386.8112.36
865resnext101_32x8d17629.8333.513188.7910.3319.37
866repvgg_b122429.6733.688157.4213.1610.64
867resnetv2_50d_evos28829.6533.713125.597.1519.7
868tresnet_v2_l22429.633.773146.178.8516.34
869gcvit_tiny22429.4933.891128.224.7929.82
870resnet101d32029.3934.011144.5716.4834.77
871flexivit_base24029.3334.08186.5920.2928.36
872regnetz_d3232029.3234.088127.589.3337.08
873resnetv2_10128829.3134.106144.5412.9426.83
874mobilenetv4_hybrid_large44829.2734.151137.7610.7448.61
875ecaresnet101d28829.1534.285144.5713.3528.19
876samvit_base_patch16_22422429.1434.296186.4617.5424.54
877res2net50_26w_8s22429.0734.384148.48.3717.95
878seresnext101_32x4d28829.0234.449148.9613.2535.12
879resnet152c22429.0134.452160.2111.823.36
880coatnet_1_rw_22422428.934.585141.728.0434.6
881fastvit_ma3625628.7334.79144.077.8841.09
882res2net101_26w_4s22428.7234.8145.218.118.45
883xcit_small_24_p16_22422428.7234.804147.679.123.64
884tresnet_l22428.6334.917155.9910.911.9
885fastvit_mci125628.6134.943121.544.7232.84
886nf_regnet_b438428.5734.992130.214.728.61
887mvitv2_small_cls22428.5135.066134.877.0428.17
888dla16922428.4835.101153.3911.620.2
889ese_vovnet99b22428.4735.103163.216.5111.27
890cs3sedarknet_x28828.2935.337135.410.614.37
891xception65p29928.2335.414139.8213.9152.48
892cs3edgenet_x28828.1435.519147.8214.5916.36
893res2net101d22428.1435.527145.238.3519.25
894xception6529928.135.573139.9213.9652.48
895twins_pcpvt_large22428.0735.609160.999.8435.82
896resnet15222427.9635.749160.1911.5622.56
897vit_base_patch16_siglip_gap_25625627.9435.78185.8423.1333.23
898regnety_12028827.9235.806151.8220.0635.34
899volo_d2_22422427.7835.98158.6814.3441.34
900cait_s24_22422427.6436.167146.929.3540.58
901regnetz_e825627.5436.301157.79.9140.94
902coatnet_rmlp_1_rw_22422427.5336.312141.697.8535.47
903resnet152d22427.3136.603160.2111.823.36
904resnetv2_15222427.2536.685160.1911.5522.56
905cs3se_edgenet_x25627.2236.716150.7211.5312.94
906regnety_16022427.1236.857183.5915.9623.04
907resnet152d25627.1136.874160.2115.4130.51
908seresnet10128827.0236.999149.3312.9526.87
909resnet152s22426.8837.185160.3212.9224.96
910vit_small_patch16_36x1_22422426.6837.464164.6713.7135.69
911resnetv2_152d22426.6637.494160.211.823.36
912resnest101e25626.6537.508148.2813.3828.66
913vit_base_patch16_siglip_25625626.5737.619192.9323.4433.63
914coatnet_rmlp_1_rw2_22422426.5437.661141.728.1140.13
915resnext101_64x4d22426.5337.681183.4615.5231.21
916davit_small22426.4637.776149.758.830.49
917eva02_base_patch16_clip_22422426.4337.819186.2617.6226.32
918convnext_tiny_hnf28826.3737.908128.597.3922.21
919vit_small_patch16_18x2_22422426.3437.946164.6713.7135.69
920xcit_tiny_12_p8_38438426.3437.94716.7114.1369.14
921swinv2_cr_small_22422426.2838.042149.79.0750.27
922levit_384_s822426.2638.061139.129.9835.86
923convmixer_768_3222426.2538.075121.1119.5525.95
924nextvit_large22426.2238.123157.8710.7828.99
925coatnet_1_22422426.1538.229142.238.739.0
926fastvit_mci225626.1238.263135.827.9143.34
927tresnet_m44826.1138.285131.3922.9929.21
928resnetrs10128825.9238.57163.6213.5628.53
929gmlp_b16_22422425.8938.602173.0815.7830.21
930vit_base_patch16_rope_reg1_gap_25625625.7338.851186.4323.2233.39
931vit_small_r26_s32_38438425.7338.852136.4710.4329.85
932maxxvit_rmlp_tiny_rw_25625625.6738.943129.646.6639.76
933poolformerv2_m4822425.6538.971173.3511.5929.17
934swinv2_tiny_window16_25625625.6438.993128.356.6839.02
935mixnet_xxl22425.6338.998123.962.0423.43
936vit_base_patch16_reg4_gap_25625625.5239.177186.6223.533.89
937densenet20122425.5139.186120.014.347.85
938inception_v429925.4739.242142.6812.2815.09
939swinv2_cr_small_ns_22422425.4439.297149.79.0850.27
940xception7129925.3539.425142.3418.0969.92
941maxvit_tiny_tf_22422425.1939.689130.925.635.78
942levit_conv_384_s822425.1539.74139.129.9835.86
943resnext101_32x8d22425.1539.747188.7916.4831.21
944nextvit_small38425.1339.772131.7617.2657.14
945focalnet_small_srf22425.1239.79149.898.6226.26
946poolformer_m4822425.0539.907173.4711.5929.17
947xcit_small_12_p8_22422424.9940.001126.2118.6947.21
948wide_resnet50_217624.6840.508168.887.298.97
949rdnet_tiny22424.640.632123.865.0615.98
950swin_small_patch4_window7_22422424.2741.189149.618.7727.47
951convnext_small28824.2341.261150.2214.3935.65
952gcvit_small22424.241.299151.098.5741.61
953convnext_base22424.141.474188.5915.3828.75
954convit_base22424.0741.536186.5417.5231.77
955hrnet_w1822424.0441.579121.34.3216.31
956hrnet_w18_ssld22424.0241.615121.34.3216.31
957densenet16122423.8641.894128.687.7911.06
958crossvit_base_24024023.7542.0991105.0321.2236.33
959hgnet_base22423.742.176171.5825.1415.47
960coat_tiny22423.6742.2415.54.3527.2
961resnet20022423.6442.283164.6715.0732.19
962resnet50x4_clip_gap28823.5942.37165.6219.5734.11
963efficientvit_l238423.5142.516163.7120.4557.01
964mobilevitv2_20038423.5142.518118.4516.2472.34
965dpn13122423.4342.662179.2516.0932.97
966resnet15228823.3142.887160.1919.1137.28
967repvgg_b2g422423.1643.162161.7612.6312.9
968legacy_seresnet15222423.1443.193166.8211.3322.08
969convnextv2_nano38423.1343.219115.627.2224.61
970seresnext101_64x4d22423.1143.257188.2315.5331.25
971inception_next_base22423.0543.362186.6714.8525.69
972tresnet_xl22423.0543.371178.4415.215.34
973vit_mediumd_patch16_reg4_gap_25625623.0543.371164.1117.8737.57
974pvt_v2_b322422.8943.665145.246.9237.7
975efficientnetv2_m32022.8243.798154.1411.0139.97
976mixer_l32_22422422.843.8421206.9411.2719.86
977mvitv2_base22422.7943.856151.4710.1640.5
978seresnet15222422.7243.995166.8211.5722.61
979vit_mediumd_patch16_rope_reg1_gap_25625622.7243.992163.9517.6537.02
980rdnet_small22422.5844.268150.448.7422.55
981coat_lite_medium22422.5444.36144.579.8140.06
982selecsls8422422.4844.46150.955.97.57
983maxvit_rmlp_small_rw_22422422.4744.485164.910.7549.3
984vit_small_patch8_22422422.4344.574121.6722.4480.84
985nest_base22422.4144.608167.7217.9653.39
986resnet50x4_clip28822.3544.73187.1421.3535.27
987hgnetv2_b622422.2145.009175.2616.8821.23
988seresnext101d_32x8d22422.2145.016193.5916.7232.05
989dm_nfnet_f019222.1145.211171.497.2110.16
990convformer_s1838422.0545.339126.7711.6346.49
991seresnext101_32x8d22421.9645.513193.5716.4831.25
992nest_base_jx22421.9345.587167.7217.9653.39
993efficientnetv2_rw_m32021.9245.609153.2412.7247.14
994volo_d1_38438421.8645.726126.7822.75108.55
995nfnet_f019221.8245.824171.497.2110.16
996convnextv2_base22421.7545.952188.7215.3828.75
997seresnextaa101d_32x8d22421.7246.028193.5917.2534.16
998crossvit_15_dagger_40840821.6146.27128.521.4595.05
999cs3se_edgenet_x32021.5546.387150.7218.0120.21
1000convformer_s3622421.5346.433140.017.6730.5
1001resnet200d25621.5346.442164.6920.043.09
1002eva02_base_patch14_22422421.3846.75185.7623.2236.55
1003wide_resnet50_222421.3746.783168.8811.4314.4
1004nextvit_base38421.346.935144.8224.6473.95
1005vit_medium_patch16_gap_38438421.1447.294139.0326.0867.54
1006inception_resnet_v229921.0547.499155.8413.1825.06
1007resnet152d32021.0247.565160.2124.0847.67
1008coat_mini22420.9247.779110.346.8233.68
1009maxvit_small_tf_22422420.9247.786168.9311.6653.17
1010dpn10722420.7948.078186.9218.3833.46
1011seresnet152d25620.7348.221166.8415.4230.56
1012nf_resnet10122420.6548.421144.558.0116.23
1013resnext101_64x4d28820.6548.413183.4625.6651.59
1014efficientnet_b541620.6448.433130.398.2780.68
1015regnety_16028820.5848.586183.5926.3738.07
1016swin_s3_base_22422420.5848.567171.1313.6948.26
1017twins_svt_large22420.5448.661199.2715.1535.1
1018resnetrs15225620.548.776186.6215.5930.83
1019convnext_small38420.3849.064150.2225.5863.37
1020maxvit_rmlp_small_rw_25625620.2749.32164.914.1566.09
1021caformer_m3622420.1849.536156.213.2950.48
1022convnext_base25620.1849.55188.5920.0937.55
1023vit_base_patch16_plus_24024020.0749.8131117.5627.4133.08
1024eca_nfnet_l125620.049.994141.419.6222.04
1025swin_s3_small_22422419.8950.262149.749.4337.84
1026nf_ecaresnet10122419.8250.439144.558.0116.27
1027caformer_s1838419.7750.571126.3413.4277.34
1028focalnet_small_lrf22419.7650.604150.348.7428.61
1029maxxvit_rmlp_small_rw_25625619.7550.614166.0114.6758.38
1030xcit_medium_24_p16_22422419.7250.699184.416.1331.71
1031swinv2_cr_small_ns_25625619.7150.722149.712.0776.21
1032mvitv2_base_cls22419.6450.895165.4410.2340.65
1033hrnet_w3022419.5651.098137.718.1521.21
1034coatnet_2_rw_22422419.4751.344173.8715.0949.22
1035hrnet_w18_ssld28819.4151.495121.37.1426.96
1036tf_efficientnetv2_m38419.3151.774154.1415.8557.52
1037regnetz_e832019.351.793157.715.4663.94
1038nf_regnet_b538419.2351.987149.747.9542.9
1039swinv2_base_window12_19219219.2152.031109.2811.939.72
1040nf_seresnet10122419.1952.086149.338.0216.27
1041regnetx_32022419.1852.1251107.8131.8136.3
1042nfnet_f025619.1152.324171.4912.6218.05
1043seresnet15228819.1152.306166.8219.1137.34
1044davit_base22419.0252.571187.9515.5140.66
1045swinv2_small_window8_25625618.8952.909149.7311.5840.14
1046dm_nfnet_f025618.853.19171.4912.6218.05
1047efficientnet_b544818.7753.255130.399.5993.56
1048coatnet_rmlp_2_rw_22422418.7453.333173.8815.1854.78
1049volo_d3_22422418.7253.399186.3320.7860.09
1050resnet20028818.753.473164.6724.9153.21
1051wide_resnet50_228818.6953.49168.8818.8923.81
1052vit_base_r50_s16_22422418.4954.07197.8921.6635.28
1053coatnet_2_22422418.2854.691174.6816.552.67
1054hrnet_w3222418.2654.761141.238.9722.02
1055swinv2_cr_base_ns_22422418.2554.78187.8815.8659.66
1056vit_relpos_base_patch16_plus_24024018.2154.91117.3827.334.33
1057swinv2_cr_base_22422418.254.931187.8815.8659.66
1058focalnet_base_srf22418.1854.982188.1515.2835.01
1059ecaresnet200d25618.1755.035164.6920.043.15
1060repvgg_b222418.0855.29189.0220.4512.9
1061tiny_vit_21m_38438417.9855.611121.2313.7777.83
1062efficientnetv2_m41617.8655.989154.1418.667.5
1063hrnet_w4022417.7956.196157.5612.7525.29
1064coat_small22417.6256.75121.6912.6144.25
1065vit_large_patch32_22422417.6156.7791305.5115.3913.3
1066hgnetv2_b628817.5656.947175.2627.935.09
1067seresnext101_32x8d28817.557.125193.5727.2451.63
1068tf_efficientnet_b545617.457.469130.3910.4698.86
1069seresnet152d32017.3257.723166.8424.0947.72
1070vitamin_base_22422417.2957.813187.7222.6852.77
1071convformer_m3622417.2657.916157.0512.8942.05
1072hgnet_base28817.2458.0171.5841.5525.57
1073seresnext101d_32x8d28817.2457.996193.5927.6452.95
1074swin_base_patch4_window7_22422417.2457.978187.7715.4736.63
1075resnet200d32017.2158.078164.6931.2567.33
1076hrnet_w4422417.1158.441167.0614.9426.92
1077focalnet_base_lrf22417.0458.67188.7515.4338.13
1078resnetrs20025616.9958.853193.2120.1843.42
1079eca_nfnet_l132016.9658.934141.4114.9234.42
1080hrnet_w4822416.9658.95177.4717.3428.56
1081xcit_small_24_p16_38438416.9558.995147.6726.7268.58
1082resnetv2_101x1_bit22416.9359.048144.548.0416.23
1083resnetrs15232016.8959.196186.6224.3448.14
1084efficientnetv2_rw_m41616.8359.388153.2421.4979.62
1085nf_regnet_b545616.7659.666149.7411.761.95
1086seresnextaa101d_32x8d28816.7159.837193.5928.5156.44
1087rdnet_base22416.6460.076187.4515.431.14
1088repvgg_b3g422416.6360.126183.8317.8915.1
1089caformer_b3622416.5860.287198.7523.2267.3
1090pvt_v2_b522416.4960.633181.9611.7650.92
1091cait_xxs24_38438416.4660.75112.039.63122.66
1092levit_512_s822416.2961.358174.0521.8252.28
1093seresnet200d25616.2661.47171.8620.0143.15
1094wide_resnet101_217616.1162.0571126.8914.3113.18
1095ecaresnet200d28816.162.085164.6925.3154.59
1096crossvit_18_dagger_40840816.0762.198144.6132.47124.87
1097hrnet_w48_ssld22415.9862.552177.4717.3428.56
1098levit_conv_512_s822415.9562.68174.0521.8252.28
1099pvt_v2_b422415.8763.01162.5610.1453.74
1100sequencer2d_s22415.8763.013127.654.9611.31
1101swinv2_small_window16_25625615.6563.865149.7312.8266.29
1102tf_efficientnetv2_m48015.2265.703154.1424.7689.84
1103vit_so150m_patch16_reg4_gap_25625615.1965.831134.1336.7553.21
1104xcit_tiny_24_p8_38438415.0666.387112.1127.05132.95
1105gcvit_base22415.0366.505190.3214.8755.48
1106nextvit_large38414.9466.911157.8732.0390.76
1107resnetv2_50x1_bit44814.9466.918125.5516.6244.46
1108convnext_base28814.8967.143188.5925.4347.53
1109convnext_large22414.8467.3581197.7734.443.13
1110vit_so150m_patch16_reg4_map_25625614.8167.5021141.4837.1853.68
1111tresnet_l44814.6868.089155.9943.5947.56
1112swinv2_base_window8_25625614.6768.146187.9220.3752.59
1113seresnet200d28814.5468.758171.8625.3254.6
1114wide_resnet101_222414.3669.6131126.8922.821.23
1115regnety_16038414.2170.348183.5946.8767.67
1116resnetrs20032013.9471.74193.2131.5167.81
1117xcit_small_24_p8_22422413.9471.707147.6335.8190.78
1118seresnextaa101d_32x8d32013.9271.842193.5935.1969.67
1119halonet_h125613.8472.25618.13.051.17
1120maxxvitv2_rmlp_base_rw_22422413.872.4561116.0924.262.77
1121convnextv2_large22413.7372.7931197.9634.443.13
1122convmixer_1536_2022413.5273.944151.6348.6833.03
1123convnextv2_base28813.4874.189188.7225.4347.53
1124xcit_large_24_p16_22422413.474.5991189.135.8647.27
1125regnety_32022413.3774.7541145.0532.3430.26
1126convformer_s3638413.2775.368140.0122.5489.62
1127hrnet_w48_ssld28813.1576.002177.4728.6647.21
1128vit_mediumd_patch16_reg4_gap_38438413.0276.816164.2743.67113.51
1129densenet264d22412.8577.785172.7413.5714.0
1130convformer_b3622412.7278.579199.8822.6956.06
1131resnetrs27025612.6878.8631129.8627.0655.84
1132swinv2_large_window12_19219212.5879.451228.7726.1756.53
1133senet15422412.5479.751115.0920.7738.69
1134convnext_large_mlp25612.580.0051200.1344.9456.33
1135legacy_senet15422412.4680.2731115.0920.7738.69
1136sequencer2d_m22412.4580.32138.316.5514.26
1137caformer_s3638412.3381.111139.326.08150.33
1138repvgg_b322412.381.311123.0929.1615.1
1139convnext_base32012.2881.433188.5931.3958.68
1140vit_betwixt_patch16_reg4_gap_38438412.2681.549160.639.7185.28
1141resnest200e32012.2381.771170.235.6982.78
1142vit_large_r50_s32_22422412.281.9841328.9919.5824.41
1143davit_large22412.1782.1251196.8134.660.99
1144eca_nfnet_l232012.1582.312156.7220.9547.43
1145hiera_large_22422412.1582.3091213.7440.3483.37
1146inception_next_base38412.0982.668186.6743.6475.48
1147efficientvit_l322412.0483.0061246.0427.6239.16
1148hrnet_w6422411.9883.4531128.0628.9735.09
1149swinv2_cr_large_22422411.9583.6981196.6835.178.42
1150convnext_base38411.9383.813188.5945.2184.49
1151vit_small_patch14_dinov251811.9183.943122.0646.76198.79
1152seresnet269d25611.8584.41113.6726.5953.6
1153vit_small_patch14_reg4_dinov251811.884.751122.0646.95199.77
1154volo_d4_22422411.7784.9661192.9644.3480.22
1155swin_large_patch4_window7_22422411.6286.0781196.5334.5354.94
1156dm_nfnet_f122411.5286.7561132.6317.8722.94
1157maxvit_rmlp_base_rw_22422411.4987.0181116.1423.1592.64
1158vit_base_patch16_18x2_22422411.4687.2571256.7352.5171.38
1159nfnet_f122411.3987.7451132.6317.8722.94
1160vit_base_patch16_siglip_gap_38438411.3787.936186.0955.43101.3
1161deit_base_distilled_patch16_38438411.3588.072187.6355.65101.82
1162swinv2_base_window12to16_192to25625611.3388.242187.9222.0284.71
1163tf_efficientnetv2_l38411.3388.2321118.5236.1101.16
1164efficientnetv2_l38411.3188.4041118.5236.1101.16
1165swinv2_base_window16_25625611.3188.41187.9222.0284.71
1166cait_xxs36_38438411.2988.568117.3714.35183.7
1167efficientvit_l325611.2888.6341246.0436.0650.98
1168deit3_base_patch16_38438411.2788.711186.8855.54101.56
1169pnasnet5large33111.2588.888186.0625.0492.89
1170vit_base_patch16_siglip_38438411.2488.971193.1856.12102.2
1171swinv2_cr_tiny_38438411.1689.625128.3315.34161.01
1172deit_base_patch16_38438411.1289.907186.8655.54101.56
1173maxvit_base_tf_22422411.0390.6591119.4724.0495.01
1174vit_base_patch16_38438411.090.869186.8655.54101.56
1175vit_base_patch16_clip_38438410.9990.939186.8655.54101.56
1176ecaresnet269d32010.9791.1081102.0941.5383.69
1177cait_xs24_38438410.8991.815126.6719.28183.98
1178seresnet269d28810.8891.911113.6733.6567.81
1179coat_lite_medium_38438410.8192.453144.5728.73116.7
1180convnext_large28810.694.3261197.7756.8771.29
1181mixer_l16_22422410.595.1981208.244.641.69
1182maxvit_tiny_tf_38438410.4595.712130.9817.53123.42
1183volo_d2_38438410.4395.885158.8746.17184.51
1184tresnet_xl44810.3996.26178.4460.7761.31
1185convnextv2_base38410.3896.284188.7245.2184.49
1186resnext101_32x16d22410.3796.3731194.0336.2751.18
1187xcit_medium_24_p16_38438410.3796.422184.447.3991.64
1188eca_nfnet_l238410.3196.967156.7230.0568.28
1189xcit_small_12_p8_38438410.1298.757126.2154.92138.29
1190tf_efficientnet_b652810.199.042143.0419.4167.39
1191ecaresnet269d35210.0699.391102.0950.25101.25
1192coatnet_3_rw_22422410.0100.0171181.8133.4473.83
1193resnetv2_101x1_bit4489.96100.363144.5431.6564.93
1194beit_base_patch16_3843849.75102.524186.7455.54101.56
1195convnextv2_large2889.74102.6181197.9656.8771.29
1196coatnet_3_2242249.56104.5651166.9736.5679.01
1197coatnet_rmlp_3_rw_2242249.42106.1581165.1533.5679.47
1198dm_nfnet_f13209.37106.6681132.6335.9746.77
1199resnetrs2703529.37106.681129.8651.13105.48
1200efficientnet_b65289.3107.544143.0419.4167.39
1201nfnet_f13209.3107.4651132.6335.9746.77
1202vgg112249.29107.6461132.867.617.44
1203vgg11_bn2249.23108.311132.877.627.44
1204resnetrs3502889.0111.1331163.9643.6787.09
1205maxxvitv2_rmlp_large_rw_2242248.97111.4951215.4244.1487.15
1206eca_nfnet_l33528.9112.389172.0432.5773.12
1207vgg13_bn2248.86112.8061133.0511.3312.25
1208vgg132248.83113.2641133.0511.3112.25
1209efficientvit_l33208.79113.7011246.0456.3279.34
1210resnet50x16_clip_gap3848.68115.1291136.270.32100.64
1211tf_efficientnetv2_l4808.62115.9631118.5256.4157.99
1212efficientnetv2_l4808.57116.6171118.5256.4157.99
1213caformer_m363848.52117.372156.242.11196.35
1214vgg162248.48117.851138.3615.4713.56
1215vgg16_bn2248.46118.2281138.3715.513.56
1216xcit_medium_24_p8_2242248.45118.342184.3263.53121.23
1217rdnet_large2248.33120.0291186.2734.7446.67
1218resnet50x16_clip3848.33120.081167.3374.9103.54
1219nasnetalarge3318.32120.143188.7523.8990.56
1220convformer_m363848.26121.005157.0537.87123.56
1221vgg192248.22121.6271143.6719.6314.86
1222vgg19_bn2248.17122.351143.6819.6614.86
1223vit_base_patch8_2242248.12123.15186.5878.22161.69
1224convnext_large_mlp3207.99125.2161200.1370.2188.02
1225vit_base_r50_s16_3843847.91126.378198.9567.43135.03
1226volo_d5_2242247.87127.1291295.4672.4118.11
1227vit_large_patch32_3843847.85127.3631306.6345.3143.86
1228sequencer2d_l2247.84127.533154.39.7422.12
1229mvitv2_large2247.81128.041217.9943.87112.02
1230tf_efficientnetv2_xl3847.8128.2231208.1252.81139.2
1231efficientnetv2_xl3847.76128.8851208.1252.81139.2
1232seresnextaa201d_32x8d3207.61131.4241149.3970.22138.71
1233repvgg_d2se3207.53132.8111133.3374.5746.82
1234resmlp_big_24_2242247.43134.5011129.14100.2387.31
1235maxvit_small_tf_3843847.42134.741169.0235.87183.65
1236regnety_3203847.4135.1511145.0595.088.87
1237nfnet_f22567.39135.2531193.7833.7641.85
1238dm_nfnet_f22567.38135.5031193.7833.7641.85
1239swinv2_large_window12to16_192to2562567.38135.5291196.7447.81121.53
1240cait_s24_3843847.33136.424147.0632.17245.31
1241mvitv2_large_cls2247.22138.5161234.5842.17111.69
1242maxvit_large_tf_2242247.17139.3911211.7943.68127.35
1243resnest269e4167.14140.0991110.9377.69171.98
1244deit3_large_patch16_2242247.1140.7661304.3761.663.52
1245convnext_xlarge2247.09140.9411350.260.9857.5
1246eca_nfnet_l34487.06141.587172.0452.55118.4
1247eva_large_patch14_1961967.05141.7661304.1461.5763.52
1248vit_large_patch16_2242247.04141.9951304.3361.663.52
1249vit_so400m_patch14_siglip_gap_2242247.02142.4931412.44109.57106.13
1250efficientvit_l33847.0142.7891246.0481.08114.02
1251vit_so400m_patch14_siglip_2242246.92144.5631427.68110.26106.73
1252beit_large_patch16_2242246.89145.1321304.4361.663.52
1253resnetrs4203206.89145.1551191.8964.2126.56
1254coatnet_rmlp_2_rw_3843846.88145.305173.8847.69209.43
1255beitv2_large_patch16_2242246.81146.8291304.4361.663.52
1256flexivit_large2406.75148.0611304.3670.9975.39
1257resnetrs3503846.72148.6931163.9677.59154.74
1258tiny_vit_21m_5125126.69149.476121.2727.02177.93
1259regnety_6402246.62151.1531281.3864.1642.5
1260convnext_large_mlp3846.22160.8531200.13101.11126.74
1261convnext_large3846.18161.6781197.77101.1126.74
1262maxvit_tiny_tf_5125126.18161.718131.0533.49257.59
1263vit_base_patch16_siglip_gap_5125126.16162.429186.43107.0246.15
1264vit_base_patch16_siglip_5125126.07164.62193.52108.22247.74
1265swinv2_cr_small_3843846.06165.106149.729.7298.03
1266vit_large_patch16_siglip_2562566.05165.3781315.9681.3488.88
1267vit_large_patch16_siglip_gap_2562566.05165.2281303.3680.888.34
1268caformer_b363846.03165.848198.7572.33261.79
1269convformer_b363846.02166.077199.8866.67164.75
1270tf_efficientnet_b76005.99166.816166.3538.33289.94
1271nfnet_f23525.93168.7611193.7863.2279.06
1272vit_large_patch14_2242245.93168.4911304.281.0888.79
1273vit_large_patch14_clip_2242245.91169.1221304.281.0888.79
1274vit_large_patch14_clip_quickgelu_2242245.9169.4961303.9781.0888.79
1275dm_nfnet_f23525.88170.0311193.7863.2279.06
1276davit_huge2245.84171.1471348.9261.2381.32
1277eva02_base_patch14_4484485.73174.651187.12107.11259.14
1278volo_d3_4484485.72174.72186.6396.33446.83
1279vit_large_patch14_xp_2242245.68175.9961304.0681.0188.79
1280resnetv2_152x2_bit2245.66176.6361236.3446.9545.11
1281maxxvitv2_rmlp_base_rw_3843845.61178.3281116.0972.98213.74
1282eva02_large_patch14_2242245.59178.8431303.2781.1597.2
1283xcit_large_24_p16_3843845.58179.3031189.1105.35137.17
1284eva02_large_patch14_clip_2242245.57179.6231304.1181.1897.2
1285convnextv2_large3845.56179.8831197.96101.1126.74
1286efficientnet_b76005.52181.092166.3538.33289.94
1287seresnextaa201d_32x8d3845.43183.9981149.39101.11199.72
1288xcit_small_24_p8_3843845.41184.801147.63105.24265.91
1289coatnet_4_2242245.4185.0831275.4362.48129.26
1290convnext_xlarge2885.4185.1031350.2100.895.05
1291focalnet_large_fl33845.39185.5521239.13105.06168.04
1292efficientnetv2_xl5125.36186.5461208.1293.85247.32
1293tf_efficientnetv2_xl5125.33187.5481208.1293.85247.32
1294vit_large_r50_s32_3843845.33187.6571329.0957.4376.52
1295resnetrs4204165.1195.8751191.89108.45213.79
1296maxvit_rmlp_base_rw_3843845.06197.691116.1470.97318.95
1297cait_s36_3843844.97201.009168.3747.99367.4
1298dm_nfnet_f33204.95201.9251254.9268.7783.93
1299nfnet_f33204.91203.5871254.9268.7783.93
1300sam2_hiera_tiny8964.84206.772126.8599.86384.63
1301focalnet_large_fl43844.83206.8411239.32105.2181.78
1302resnetv2_50x3_bit2244.67214.0481217.3237.0633.34
1303swinv2_cr_base_3843844.65215.074187.8850.57333.68
1304swin_base_patch4_window12_3843844.64215.585187.947.19134.78
1305vit_base_patch14_dinov25184.52221.304186.58151.71397.58
1306xcit_large_24_p8_2242244.51221.4971188.93141.23181.56
1307vit_base_patch14_reg4_dinov25184.47223.826186.58152.25399.53
1308vitamin_large2_2242244.35230.0861333.5875.05112.83
1309vitamin_large_2242244.31232.2451333.3275.05112.83
1310maxvit_base_tf_3843844.15240.7091119.6573.8332.9
1311maxvit_xlarge_tf_2242244.13242.1431506.9997.52191.04
1312sam2_hiera_small8964.05246.841133.95123.99442.63
1313swinv2_cr_huge_2242244.04247.4111657.83115.97121.08
1314dm_nfnet_f34163.93254.651254.92115.58141.78
1315nfnet_f34163.9256.5031254.92115.58141.78
1316resnext101_32x32d2243.88257.4991468.5387.2991.12
1317convnextv2_huge2243.79263.5351660.29115.079.07
1318maxvit_small_tf_5125123.77265.289169.1367.26383.77
1319regnety_6403843.5285.871281.38188.47124.83
1320hiera_huge_2242243.46288.9771672.78124.85150.95
1321dm_nfnet_f43843.43291.4921316.07122.14147.57
1322nfnet_f43843.41293.1881316.07122.14147.57
1323xcit_medium_24_p8_3843843.41293.093184.32186.67354.73
1324efficientnet_b86723.4294.249187.4163.48442.89
1325convnext_xlarge3843.35298.311350.2179.2168.99
1326tf_efficientnet_b86723.25307.835187.4163.48442.89
1327volo_d4_4484483.24308.2981193.41197.13527.35
1328mvitv2_huge_cls2243.22310.4511694.8120.67243.63
1329swinv2_base_window12to24_192to3843843.2312.151187.9255.25280.36
1330vit_large_patch16_siglip_gap_3843843.12320.6631303.69190.85269.55
1331resnetv2_152x2_bit3843.09323.8651236.34136.16132.56
1332vit_large_patch16_siglip_3843843.09323.5311316.28192.07270.75
1333swinv2_cr_large_3843843.08324.5591196.68108.96404.96
1334vit_large_patch14_clip_quickgelu_3363363.08324.9781304.29191.11270.24
1335deit3_large_patch16_3843843.07325.8321304.76191.21270.24
1336swin_large_patch4_window12_3843843.07326.1351196.74104.08202.16
1337vit_large_patch14_clip_3363363.06326.6271304.53191.11270.24
1338vit_large_patch16_3843843.06327.0751304.72191.21270.24
1339eva_large_patch14_3363363.05327.441304.53191.1270.24
1340resnetv2_101x3_bit2243.05327.4051387.9371.2348.7
1341vitamin_large_2562562.97336.4091333.3899.0154.99
1342eva02_large_patch14_clip_3363362.96338.1311304.43191.34289.13
1343vitamin_large2_2562562.95339.371333.6499.0154.99
1344vit_huge_patch14_gap_2242242.91344.1961630.76166.73138.74
1345vitamin_xlarge_2562562.89346.391436.06130.13177.37
1346deit3_huge_patch14_2242242.86350.2351632.13167.4139.41
1347vit_huge_patch14_clip_quickgelu_2242242.86349.771632.08167.4139.41
1348vit_huge_patch14_xp_2242242.85350.6341631.8167.3139.41
1349convnextv2_huge2882.84351.6271660.29190.1130.7
1350vit_huge_patch14_2242242.82354.3771630.76167.4139.41
1351vit_huge_patch14_clip_2242242.82354.3231632.05167.4139.41
1352focalnet_xlarge_fl33842.74365.3121408.79185.61223.99
1353rdnet_large3842.73366.4311186.27102.09137.13
1354focalnet_xlarge_fl43842.71368.5441409.03185.79242.31
1355beit_large_patch16_3843842.68372.561305.0191.21270.24
1356vit_giant_patch16_gap_2242242.67374.89811011.37202.46139.26
1357focalnet_huge_fl32242.66376.4611745.28118.26104.8
1358focalnet_huge_fl42242.66375.4451686.46118.9113.34
1359maxvit_large_tf_3843842.66375.3821212.03132.55445.84
1360nfnet_f54162.65376.9581377.21170.71204.56
1361dm_nfnet_f54162.61382.7191377.21170.71204.56
1362regnety_12802242.59386.671644.81127.6671.58
1363resnetv2_152x2_bit4482.59386.551236.34184.99180.43
1364davit_base_fl7682.54394.288190.37190.32530.15
1365resnet50x64_clip_gap4482.54393.7111365.03253.96233.22
1366coatnet_5_2242242.53395.6881687.47145.49194.24
1367resnetv2_50x3_bit4482.52397.1551217.32145.7133.37
1368convnext_xxlarge2562.51397.6331846.47198.09124.45
1369dm_nfnet_f45122.47405.4361316.07216.26262.26
1370nfnet_f45122.46405.7461316.07216.26262.26
1371resnet50x64_clip4482.45407.971420.38265.02239.13
1372sam2_hiera_base_plus8962.28437.683168.68227.48828.88
1373vit_giant_patch14_2242242.23448.17811012.61267.18192.64
1374vit_giant_patch14_clip_2242242.23448.48811012.65267.18192.64
1375eva_giant_patch14_2242242.22450.78411012.56267.18192.64
1376eva_giant_patch14_clip_2242242.22449.56411012.59267.18192.64
1377maxvit_base_tf_5125122.22449.6871119.88138.02703.99
1378swinv2_large_window12to24_192to3843842.09478.1331196.74116.15407.83
1379nfnet_f64482.08481.2951438.36229.7273.62
1380dm_nfnet_f64482.07484.1341438.36229.7273.62
1381volo_d5_4484482.05486.8541295.91315.06737.92
1382vit_so400m_patch14_siglip_gap_3843842.04490.1331412.99333.46451.19
1383vit_so400m_patch14_siglip_3843842.03492.8811428.23335.4452.89
1384vitamin_large2_3363361.99502.8821333.83175.72307.47
1385vitamin_large_3363361.97507.6941333.57175.72307.47
1386davit_giant2241.93517.66211406.47192.92153.06
1387dm_nfnet_f55441.87535.51377.21290.97349.71
1388nfnet_f55441.84542.0331377.21290.97349.71
1389eva02_large_patch14_4484481.79559.7081305.08362.33689.95
1390cait_m36_3843841.77566.0811271.22173.11734.81
1391convnextv2_huge3841.77565.321660.29337.96232.35
1392nfnet_f74801.73577.6131499.5300.08355.86
1393xcit_large_24_p8_3843841.73579.1681188.93415.0531.82
1394tf_efficientnet_l24751.68594.9561480.31172.11609.89
1395vitamin_xlarge_3363361.67597.9811436.06230.18347.33
1396vit_huge_patch14_clip_3363361.65604.3211632.46390.97407.54
1397vitamin_large2_3843841.6626.7861333.97234.44440.16
1398maxvit_xlarge_tf_3843841.59627.8831475.32292.78668.76
1399vitamin_large_3843841.59629.1571333.71234.44440.16
1400regnety_12803841.58633.281644.81374.99210.2
1401resnetv2_101x3_bit4481.57635.0871387.93280.33194.78
1402vit_so400m_patch14_siglip_gap_4484481.52659.7391413.33487.18764.26
1403volo_d5_5125121.52658.6571296.09425.091105.37
1404vit_large_patch14_dinov25181.5668.1761304.37507.151058.82
1405dm_nfnet_f65761.49670.1371438.36378.69452.2
1406nfnet_f65761.48676.5031438.36378.69452.2
1407vit_large_patch14_reg4_dinov25181.48674.6571304.37508.91064.02
1408beit_large_patch16_5125121.43700.6821305.67362.24656.39
1409vit_huge_patch14_clip_3783781.34745.3671632.68503.79572.79
1410vit_huge_patch14_clip_quickgelu_3783781.34744.2091632.68503.79572.79
1411vit_gigantic_patch14_clip_2242241.26792.86911844.91483.96275.37
1412vit_huge_patch16_gap_4484481.26792.1811631.67544.7636.83
1413swinv2_cr_giant_2242241.25799.00112598.76483.85309.15
1414swinv2_cr_huge_3843841.25802.0441657.94352.04583.18
1415vit_gigantic_patch14_2242241.25797.55611844.44483.95275.37
1416nfnet_f76081.21825.6861499.5480.39570.85
1417resnetv2_152x4_bit2241.15870.0951936.53186.990.22
1418convnextv2_huge5121.11898.3211660.29600.81413.07
1419eva_giant_patch14_3363361.07931.90511013.01620.64550.67
1420davit_huge_fl7680.821222.731360.64744.841060.3
1421maxvit_xlarge_tf_5125120.821224.5261475.77534.141413.22
1422samvit_base_patch1610240.81252.765189.67486.431343.27
1423regnety_25603840.721397.04211282.6747.83296.49
1424cait_m48_4484480.71431.2411356.46329.411708.23
1425sam2_hiera_large10240.71429.0161212.15907.482190.34
1426efficientnet_l28000.591701.0731480.31479.121707.39
1427tf_efficientnet_l28000.591687.2461480.31479.121707.39
1428resnetv2_152x4_bit4800.561780.621936.53844.84414.26
1429eva_giant_patch14_5605600.472137.13511014.451906.762577.17
1430vit_giant_patch14_dinov25180.462152.57811136.481784.22757.89
1431vit_giant_patch14_reg4_dinov25180.462172.89711136.481790.082771.21
1432eva02_enormous_patch14_clip_2242240.452211.90414350.561132.46497.58
1433swinv2_cr_giant_3843840.372667.37812598.761450.711394.86
1434samvit_large_patch1610240.333039.9521308.281493.862553.78
1435vit_so400m_patch14_siglip_gap_8968960.283633.381416.872731.498492.88
1436samvit_huge_patch1610240.224556.3171637.032982.233428.16