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pytorch-image-models/results/benchmark-infer-amp-nchw-pt...

54 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeinfer_gmacsinfer_mactsparam_count
2tinynet_e49277.6520.7710241060.030.692.04
3mobilenetv3_small_05045562.7522.46410242240.030.921.59
4lcnet_03541026.6824.94910242240.031.041.64
5lcnet_05037575.1327.24210242240.051.261.88
6mobilenetv3_small_07533062.3930.96110242240.051.32.04
7mobilenetv3_small_10030012.2634.10910242240.061.422.54
8tf_mobilenetv3_small_minimal_10028698.1435.67210242240.061.412.04
9tf_mobilenetv3_small_07527407.5137.35210242240.051.32.04
10tinynet_d27236.4737.58510241520.051.422.34
11tf_mobilenetv3_small_10025103.6540.78110242240.061.422.54
12lcnet_07524140.9542.40610242240.11.992.36
13mnasnet_small20706.4349.44310242240.072.162.03
14levit_128s20595.7249.70910242240.311.887.78
15lcnet_10019684.7552.0110242240.162.522.95
16mobilenetv2_03518358.8255.76710242240.072.861.68
17regnetx_00218244.0456.11710242240.22.162.68
18ghostnet_05017564.9658.28710242240.051.772.59
19regnety_00217006.0760.20210242240.22.173.16
20mnasnet_05015925.3264.2910242240.113.072.22
21vit_tiny_r_s16_p8_22415068.3867.94610242240.442.066.34
22mobilenetv2_05014843.7468.97410242240.13.641.97
23tinynet_c14634.6969.95910241840.112.872.46
24semnasnet_05014248.7871.85510242240.113.442.08
25levit_12814164.2672.28410242240.412.719.21
26vit_small_patch32_22413811.3674.13110242241.152.522.88
27mixer_s32_22413352.8576.67710242241.02.2819.1
28cs3darknet_focus_s12798.4479.99910242560.692.73.27
29lcnet_15012783.1280.09410242240.343.794.5
30cs3darknet_s12395.1182.60210242560.722.973.28
31regnetx_00412366.3982.79110242240.43.145.16
32mobilenetv3_large_07512001.3285.31310242240.164.03.99
33levit_19211882.8186.16310242240.663.210.95
34resnet10t11615.8488.14510242241.12.435.44
35ese_vovnet19b_slim_dw11539.488.72910242240.45.281.9
36gernet_s11496.7789.05810242240.752.658.17
37mobilenetv3_rw10873.7794.1610242240.234.415.48
38mobilenetv3_large_10010705.0695.64510242240.234.415.48
39hardcorenas_a10554.3497.01210242240.234.385.26
40tf_mobilenetv3_large_07510511.1297.4110242240.164.03.99
41tf_mobilenetv3_large_minimal_10010371.1698.72510242240.224.43.92
42mnasnet_07510345.1798.97210242240.234.773.17
43hardcorenas_b9695.74105.60110242240.265.095.18
44regnety_0049655.22106.04610242240.413.894.34
45ghostnet_1009483.99107.9610242240.153.555.18
46hardcorenas_c9481.05107.99410242240.285.015.52
47tf_mobilenetv3_large_1009456.79108.27110242240.234.415.48
48regnetx_0069408.22108.8310242240.613.986.2
49mobilenetv2_0759313.88109.93210242240.225.862.64
50tinynet_b9291.99110.19110241880.214.443.73
51mnasnet_b19286.4110.25810242240.335.464.38
52mnasnet_1009263.52110.5310242240.335.464.38
53gluon_resnet18_v1b9078.31112.78510242241.822.4811.69
54semnasnet_0759069.42112.89510242240.235.542.91
55resnet189045.63113.19210242241.822.4811.69
56ssl_resnet189045.4113.19610242241.822.4811.69
57swsl_resnet189040.4113.25810242241.822.4811.69
58levit_2568921.47114.76810242241.134.2318.89
59hardcorenas_d8879.46115.31110242240.34.937.5
60regnety_0068666.48118.14410242240.614.336.06
61seresnet188542.99119.85110242241.822.4911.78
62mobilenetv2_1008507.29120.35610242240.316.683.5
63spnasnet_1008342.04122.74110242240.356.034.42
64legacy_seresnet188310.8123.20210242241.822.4911.78
65semnasnet_1008284.16123.59910242240.326.233.89
66mnasnet_a18283.57123.60710242240.326.233.89
67regnetx_0087852.75130.3910242240.815.157.26
68hardcorenas_f7809.07131.11710242240.355.578.2
69hardcorenas_e7730.97132.44410242240.355.658.07
70efficientnet_lite07722.75132.58410242240.46.744.65
71levit_256d7689.03133.16510242241.44.9326.21
72xcit_nano_12_p16_224_dist7674.8133.41310242240.564.173.05
73xcit_nano_12_p16_2247670.11133.49210242240.564.173.05
74resnet18d7636.48134.08210242242.063.2911.71
75ghostnet_1307625.58134.27410242240.244.67.36
76tf_efficientnetv2_b07614.25134.47310242240.734.777.14
77ese_vovnet19b_slim7588.4134.93210242241.693.523.17
78deit_tiny_distilled_patch16_2247449.3137.45110242241.276.015.91
79deit_tiny_patch16_2247398.73138.39110242241.265.975.72
80vit_tiny_patch16_2247390.78138.53810242241.265.975.72
81regnety_0087366.88138.98910242240.815.256.26
82tinynet_a7358.6139.14510241920.355.416.19
83dla46_c7311.64140.03810242240.584.51.3
84fbnetc_1007303.94140.18710242240.46.515.57
85mobilevitv2_0507248.37141.26210242560.488.041.37
86tf_efficientnet_lite06816.26150.21810242240.46.744.65
87pit_ti_distilled_2246788.49150.83210242240.716.235.1
88pit_ti_2246762.99151.40110242240.76.194.85
89efficientnet_b06687.26153.11510242240.46.755.29
90visformer_tiny6618.81154.69810242241.275.7210.32
91rexnet_1006608.65154.93710242240.417.444.8
92mnasnet_1406580.58155.59710242240.67.717.12
93efficientnet_b1_pruned6513.48157.20110242400.46.216.33
94rexnetr_1006491.35157.73710242240.437.724.88
95mobilenetv2_110d6395.98160.08910242240.458.714.52
96resnet14t6341.58161.46210242241.695.810.08
97regnetz_0056208.75164.91610242240.525.867.12
98dla46x_c6145.64166.6110242240.545.661.07
99nf_regnet_b06055.0169.10410242560.645.588.76
100tf_efficientnet_b05992.76170.86210242240.46.755.29
101hrnet_w18_small5908.15173.30810242241.615.7213.19
102edgenext_xx_small5886.07173.95710242880.334.211.33
103semnasnet_1405856.63174.83310242240.68.876.11
104resnetblur185839.81175.33610242242.343.3911.69
105ese_vovnet19b_dw5825.11175.77910242241.348.256.54
106dla60x_c5790.89176.81710242240.596.011.32
107mobilenetv2_1405780.41177.13910242240.69.576.11
108skresnet185648.81181.26510242241.823.2411.96
109mobilevit_xxs5528.18185.2210242560.428.341.27
110efficientnet_b0_gn5401.88189.55110242240.426.755.29
111convnext_atto5364.13190.88610242880.916.33.7
112gluon_resnet34_v1b5344.34191.59310242243.673.7421.8
113resnet345335.05191.92610242243.673.7421.8
114efficientnet_lite15334.12191.95910242400.6210.145.42
115tv_resnet345332.7192.01110242243.673.7421.8
116vit_base_patch32_2245287.0193.6710242244.415.0188.22
117vit_base_patch32_clip_2245281.4193.87710242244.415.0188.22
118levit_3845276.74194.04710242242.366.2639.13
119pit_xs_distilled_2245241.4195.35710242241.417.7611.0
120pit_xs_2245237.09195.51710242241.47.7110.62
121selecsls425225.99195.93210242242.944.6230.35
122selecsls42b5201.55196.85310242242.984.6232.46
123gernet_m5124.67199.80710242243.025.2421.14
124pvt_v2_b05122.72199.88210242240.577.993.67
125tf_efficientnetv2_b15122.21199.90310242401.217.348.14
126mixnet_s5079.84201.5710242240.256.254.13
127convnext_atto_ols5062.64202.25510242880.966.83.7
128seresnet345028.88203.61110242243.673.7421.96
129rexnetr_1305003.96204.62610242240.689.817.61
130fbnetv3_b5003.0204.66610242560.559.18.6
131mixer_b32_2244982.51205.50810242243.246.2960.29
132xcit_tiny_12_p16_224_dist4879.26209.85310242241.246.296.72
133legacy_seresnet344875.12210.03410242243.673.7421.96
134xcit_tiny_12_p16_2244870.16210.24410242241.246.296.72
135resnet34d4834.78211.78610242243.914.5421.82
136tf_efficientnet_lite14822.03212.34810242400.6210.145.42
137resnet264794.98213.54510242242.367.3516.0
138mobilenetv2_120d4786.27213.93410242240.6911.975.83
139rexnet_1304770.1214.65910242240.689.717.56
140efficientnet_b0_g16_evos4743.69215.85410242241.017.428.11
141efficientnet_es4736.89216.16310242241.818.735.44
142efficientnet_es_pruned4735.25216.23910242241.818.735.44
143tf_mixnet_s4735.17216.24210242240.256.254.13
144gmlp_ti16_2244709.0217.44510242241.347.555.87
145convnext_femto4672.08219.16210242881.37.565.22
146mobilevitv2_0754638.17220.76410242561.0512.062.87
147resmlp_12_2244601.92222.50410242243.015.515.35
148resmlp_12_distilled_2244597.97222.69510242243.015.515.35
149gmixer_12_2244543.02225.38810242242.677.2612.7
150fbnetv3_d4532.2225.92710242560.6811.110.31
151tf_efficientnet_es4518.93226.59110242241.818.735.44
152selecsls604510.1227.03410242243.595.5230.67
153mixer_s16_2244509.29227.07510242243.795.9718.53
154regnetx_0164507.02227.18910242241.627.939.19
155selecsls60b4490.35228.03310242243.635.5232.77
156cs3darknet_focus_m4487.64228.17110242882.516.199.3
157dla344481.03228.50510242243.075.0215.74
158crossvit_tiny_2404476.83228.72210242401.579.087.01
159convnext_femto_ols4473.25228.90410242881.358.065.23
160vit_tiny_r_s16_p8_3844463.13229.42310243841.346.496.36
161cs3darknet_m4452.94229.94910242882.636.699.31
162repvgg_b04433.11230.97810242243.416.1515.82
163resnet26d4354.59235.14310242242.68.1516.01
164rexnetr_1504349.97235.39210242240.8911.139.78
165resnetaa34d4309.77237.58810242244.435.0721.82
166efficientnet_b2_pruned4309.58237.59810242600.739.138.31
167darknet174296.61238.31610242563.267.1814.3
168vit_small_patch32_3844250.58240.89710243843.458.2522.92
169crossvit_9_2404201.98243.68310242401.859.528.55
170nf_resnet264197.39243.94910242242.417.3516.0
171efficientnet_b0_g8_gn4190.39244.35710242240.666.756.56
172rexnet_1504186.31244.59410242240.911.219.73
173ecaresnet50d_pruned4182.62244.8110242242.536.4319.94
174efficientformer_l14075.83251.22510242241.35.5312.29
175poolformer_s124050.19252.81510242241.825.5311.92
176regnety_0164035.9253.71210242241.638.0411.2
177efficientnet_lite24013.48255.12810242600.8912.96.09
178crossvit_9_dagger_2403992.98256.43710242401.999.978.78
179efficientnet_cc_b0_8e3929.29260.59510242240.429.4224.01
180efficientnet_cc_b0_4e3918.01261.34610242240.419.4213.31
181darknet213914.26261.59610242563.937.4720.86
182efficientnet_b13876.9264.11610242560.7712.227.79
183tf_efficientnet_b13834.3267.05210242400.7110.887.79
184resnest14d3793.21269.94410242242.767.3310.61
185sedarknet213784.73270.54910242563.937.4720.95
186resnext26ts3775.5271.21110242562.4310.5210.3
187tf_efficientnetv2_b23727.06274.73510242601.729.8410.1
188convnext_pico3702.78276.53710242882.2710.089.05
189edgenext_x_small3692.42277.31110242880.687.52.34
190tf_efficientnet_cc_b0_8e3691.33277.39510242240.429.4224.01
191dpn48b3689.99277.49410242241.698.929.13
192eca_resnext26ts3675.59278.58310242562.4310.5210.3
193seresnext26ts3670.33278.9810242562.4310.5210.39
194tf_efficientnet_cc_b0_4e3665.41279.35710242240.419.4213.31
195tf_efficientnet_lite23662.0279.61810242600.8912.96.09
196nf_ecaresnet263619.99282.86210242242.417.3616.0
197nf_seresnet263618.8282.95510242242.417.3617.4
198gcresnext26ts3594.7284.85210242562.4310.5310.48
199mobilevitv2_1003589.19213.9647682561.8416.084.9
200gernet_l3556.24287.93310242564.578.031.08
201legacy_seresnext26_32x4d3545.88288.77410242242.499.3916.79
202convnext_pico_ols3532.27289.88610242882.3710.749.06
203resnet26t3503.33292.2810242563.3510.5216.01
204repvgg_a23454.82296.38610242245.76.2628.21
205mixnet_m3418.52299.52610242240.368.195.01
206efficientnet_b3_pruned3356.7305.04910243001.0411.869.86
207nf_regnet_b13352.23305.45610242881.029.210.22
208ecaresnext50t_32x4d3339.2306.64910242242.710.0915.41
209ecaresnext26t_32x4d3337.18306.83310242242.710.0915.41
210seresnext26tn_32x4d3327.66307.71110242242.710.0916.81
211seresnext26t_32x4d3327.23307.75110242242.710.0916.81
212seresnext26d_32x4d3303.57309.95410242242.7310.1916.81
213tf_mixnet_m3301.19310.1710242240.368.195.01
214convit_tiny3286.62311.55410242241.267.945.71
215mobilevit_xs3278.19234.2657682561.0516.332.32
216pit_s_2243268.88313.24510242242.8811.5623.46
217pit_s_distilled_2243266.72313.45210242242.911.6424.04
218skresnet343242.45315.810242243.675.1322.28
219eca_botnext26ts_2563224.24317.58310242562.4611.610.59
220ecaresnet101d_pruned3223.88317.61610242243.487.6924.88
221deit_small_distilled_patch16_2243220.79317.92210242244.6312.0222.44
222ecaresnetlight3215.57318.43910242244.118.4230.16
223deit_small_patch16_2243209.05319.08510242244.6111.9522.05
224vit_small_patch16_2243199.98319.9910242244.6111.9522.05
225eca_halonext26ts3173.71322.63910242562.4411.4610.76
226convnextv2_atto3162.98323.73310242880.916.33.71
227resnetv2_503158.28324.21410242244.1111.1125.55
228nf_regnet_b23133.63326.76510242721.229.2714.31
229rexnetr_2003133.12245.1117682241.5915.1116.52
230botnet26t_2563123.98327.77210242563.3211.9812.49
231coat_lite_tiny3113.54328.87410242241.611.655.72
232vit_small_r26_s32_2243112.34329.00110242243.569.8536.43
233bat_resnext26ts3103.95329.8910242562.5312.5110.73
234halonet26t3103.39329.9510242563.1911.6912.48
235pvt_v2_b13095.14330.82810242242.1215.3914.01
236cspresnet503063.22334.27810242564.5411.521.62
237resnet32ts3055.79335.0910242564.6311.5817.96
238rexnet_2003051.5251.6687682241.5614.9116.37
239lambda_resnet26t3046.2336.14410242563.0211.8710.96
240ssl_resnet503030.48337.88710242244.1111.1125.56
241gluon_resnet50_v1b3027.43338.2310242244.1111.1125.56
242tv_resnet503027.39338.23210242244.1111.1125.56
243swsl_resnet503027.07338.26810242244.1111.1125.56
244resnet503025.4338.45510242244.1111.1125.56
245deit3_small_patch16_224_in21ft1k3023.02338.72110242244.6111.9522.06
246deit3_small_patch16_2243017.77339.31210242244.6111.9522.06
247tresnet_m3006.54340.57810242245.747.3131.39
248resnet33ts3005.78340.66510242564.7611.6619.68
249vit_small_resnet26d_2242994.08341.99510242245.0711.1263.61
250resnetv2_50t2989.06342.56910242244.3211.8225.57
251regnetx_0322988.15342.67510242243.211.3715.3
252dpn68b2981.13343.48110242242.3510.4712.61
253hrnet_w18_small_v22978.67343.76510242242.629.6515.6
254dpn682975.29344.15510242242.3510.4712.61
255resnetv2_50d2971.15344.63310242244.3511.9225.57
256efficientnet_em2938.12348.5110242403.0414.346.9
257vit_base_patch32_plus_2562934.64348.92510242567.797.76119.48
258coat_lite_mini2921.75350.46210242242.012.2511.01
259tf_efficientnet_b22919.63350.71810242601.0213.839.11
260seresnet33ts2919.51350.73210242564.7611.6619.78
261eca_resnet33ts2917.21351.00810242564.7611.6619.68
262haloregnetz_b2890.29354.27610242241.9711.9411.68
263coatnet_pico_rw_2242884.58354.9810242242.0514.6210.85
264dla602883.99355.04910242244.2610.1622.04
265gluon_resnet50_v1c2872.58356.46310242244.3511.9225.58
266resnet50t2869.49356.84410242244.3211.8225.57
267gcresnet33ts2863.36357.60910242564.7611.6819.88
268gluon_resnet50_v1d2853.24358.87910242244.3511.9225.58
269cspresnet50d2852.98358.91110242564.8612.5521.64
270resnet50d2850.55359.21810242244.3511.9225.58
271vovnet39a2845.31359.87810242247.096.7322.6
272cspresnet50w2835.31361.14810242565.0412.1928.12
273vgg112827.53362.14310242247.617.44132.86
274tf_efficientnet_em2826.28362.30310242403.0414.346.9
275visformer_small2818.88363.25110242244.8811.4340.22
276vit_relpos_small_patch16_2242792.87366.63710242244.5913.0521.98
277vit_relpos_base_patch32_plus_rpn_2562784.26367.77110242567.688.01119.42
278vit_srelpos_small_patch16_2242781.72368.10610242244.5912.1621.97
279resnest26d2772.97369.26710242243.649.9717.07
280cs3darknet_focus_l2770.5369.59610242885.910.1621.15
281efficientnet_b2a2767.64369.97910242881.1216.29.11
282efficientnet_b22766.98370.06510242881.1216.29.11
283ese_vovnet39b2760.12370.98610242247.096.7424.57
284legacy_seresnet502753.49371.88110242243.8810.628.09
285densenet1212749.79372.37810242242.876.97.98
286tv_densenet1212747.16372.73510242242.876.97.98
287eca_vovnet39b2736.53374.18510242247.096.7422.6
288coatnet_nano_cc_2242716.19376.98610242242.2415.0213.76
289convnextv2_femto2710.95377.71410242881.37.565.23
290resnetv2_50x1_bit_distilled2704.93378.55410242244.2311.1125.55
291selecsls842697.2379.6410242245.97.5750.95
292flexivit_small2693.55380.15310242405.3514.1822.06
293twins_svt_small2691.25380.4810242242.9413.7524.06
294mixnet_l2678.25382.32710242240.5810.847.33
295seresnet502674.61382.84810242244.1111.1328.09
296xcit_nano_12_p16_384_dist2668.39383.7410243841.6412.153.05
297cs3darknet_l2649.93386.41210242886.1610.8321.16
298coatnet_nano_rw_2242633.36388.84410242242.4115.4115.14
299coatnext_nano_rw_2242627.24389.7510242242.4712.814.7
300xcit_tiny_24_p16_224_dist2617.14391.25310242242.3411.8212.12
301densenet121d2616.98391.27810242243.117.78.0
302xcit_tiny_24_p16_2242614.91391.58410242242.3411.8212.12
303resnet50_gn2599.07393.97510242244.1411.1125.56
304vit_relpos_small_patch16_rpn_2242596.73394.3310242244.5913.0521.97
305res2net50_48w_2s2593.21394.86510242244.1811.7225.29
306mobilevit_s2587.93296.7497682562.0319.945.58
307convnext_nano2579.36396.98310242884.0613.8415.59
308tf_mixnet_l2577.4397.28810242240.5810.847.33
309resnetaa50d2573.35397.91210242245.3912.4425.58
310vgg11_bn2556.04400.60710242247.627.44132.87
311seresnet50t2550.33401.50410242244.3211.8328.1
312ecaresnet50d2544.16402.47810242244.3511.9325.58
313gcvit_xxtiny2518.13406.63910242242.1415.3612.0
314cs3sedarknet_l2502.51409.17610242886.1610.8321.91
315resnetrs502497.73409.9610242244.4812.1435.69
316mobilevitv2_1252489.87308.4387682562.8620.17.48
317resnetblur502484.87412.0810242245.1612.0225.56
318cspresnext502483.24412.35210242564.0515.8620.57
319gluon_resnet50_v1s2459.02416.41310242245.4713.5225.68
320efficientnet_cc_b1_8e2458.85416.44310242400.7515.4439.72
321vit_base_resnet26d_2242458.01416.58410242246.9713.16101.4
322densenetblur121d2444.58418.87310242243.117.98.0
323tv_resnext50_32x4d2431.41421.14310242244.2614.425.03
324ssl_resnext50_32x4d2431.35421.15510242244.2614.425.03
325swsl_resnext50_32x4d2430.87421.23610242244.2614.425.03
326resnext50_32x4d2429.56421.46210242244.2614.425.03
327gluon_resnext50_32x4d2428.35421.67410242244.2614.425.03
328dla60x2414.82424.03510242243.5413.817.35
329efficientnet_lite32407.43212.6645123001.6521.858.2
330regnetx_0402406.98425.41610242243.9912.222.12
331semobilevit_s2404.63319.3717682562.0319.955.74
332gcresnext50ts2402.57426.19610242563.7515.4615.67
333regnety_040s_gn2385.11429.31710242244.0312.2920.65
334resnetblur50d2367.52432.50710242245.412.8225.58
335vovnet57a2360.79433.73710242248.957.5236.64
336tf_efficientnet_cc_b1_8e2357.71434.30710242400.7515.4439.72
337resmlp_24_distilled_2242351.85435.3910242245.9610.9130.02
338resmlp_24_2242345.81436.50910242245.9610.9130.02
339res2net50_14w_8s2341.48437.31710242244.2113.2825.06
340coatnet_rmlp_nano_rw_2242340.53437.49410242242.6220.3415.15
341sehalonet33ts2339.44328.2717682563.5514.713.69
342res2net50_26w_4s2338.49437.87610242244.2812.6125.7
343convnext_nano_ols2328.37439.77910242884.3815.515.65
344lambda_resnet26rpt_2562324.88165.1583842563.1611.8710.99
345gmixer_24_2242324.82440.45110242245.2814.4524.72
346gcresnet50t2321.78441.02810242565.4214.6725.9
347resnext50d_32x4d2317.05441.92910242244.515.225.05
348resnest50d_1s4x24d2309.9443.29610242244.4313.5725.68
349seresnetaa50d2309.78443.31910242245.412.4628.11
350dla60_res2net2301.91444.83410242244.1512.3420.85
351vit_base_r26_s32_2242301.77444.86410242246.8112.36101.38
352twins_pcpvt_small2290.09447.13210242243.8318.0824.11
353regnetz_b162286.62447.8110242882.3916.439.72
354ese_vovnet57b2267.23451.6410242248.957.5238.61
355gluon_inception_v32265.31452.02410242995.738.9723.83
356inception_v32260.97452.88810242995.738.9723.83
357adv_inception_v32258.89453.30510242995.738.9723.83
358tf_inception_v32255.73453.94310242995.738.9723.83
359densenet1692232.91458.58210242243.47.314.15
360tf_efficientnetv2_b32223.64460.49310243003.0415.7414.36
361nf_ecaresnet502211.52463.01910242244.2111.1325.56
362nf_seresnet502207.21463.92110242244.2111.1328.09
363skresnet502206.75464.01710242244.1112.525.8
364edgenext_small2206.31464.10910243201.9714.165.59
365seresnext50_32x4d2197.09466.05810242244.2614.4227.56
366gluon_seresnext50_32x4d2196.94466.09110242244.2614.4227.56
367xcit_small_12_p16_224_dist2195.81466.3310242244.8212.5826.25
368legacy_seresnext50_32x4d2193.34466.85610242244.2614.4227.56
369xcit_small_12_p16_2242190.16467.53410242244.8212.5826.25
370repvgg_b1g42188.83467.81710242248.1510.6439.97
371tf_efficientnet_lite32188.37233.9535123001.6521.858.2
372efficientnetv2_rw_t2170.03471.8710242883.1916.4213.65
373gmlp_s16_2242164.56473.06110242244.4215.119.42
374dla60_res2next2126.26481.58310242243.4913.1717.03
375gc_efficientnetv2_rw_t2126.09481.62110242883.216.4513.68
376skresnet50d2112.57484.70310242244.3613.3125.82
377mobilevitv2_1502105.0243.2195122564.0924.1110.59
378mobilevitv2_150_in22ft1k2104.51243.2745122564.0924.1110.59
379convnextv2_pico2092.16489.43410242882.2710.089.07
380poolformer_s242090.38489.85110242243.4110.6821.39
381cs3sedarknet_xdw2090.04489.92910242565.9717.1821.6
382res2next502085.23491.05510242244.213.7124.67
383cspdarknet532084.51491.23110242566.5716.8127.64
384fbnetv3_g2084.48491.23810242881.7721.0916.62
385crossvit_small_2402074.04493.70910242405.6318.1726.86
386deit3_medium_patch16_224_in21ft1k2064.27496.04610242248.015.9338.85
387deit3_medium_patch16_2242063.34496.26810242248.015.9338.85
388xcit_nano_12_p8_224_dist2049.01499.74210242242.1615.713.05
389xcit_nano_12_p8_2242044.48500.84810242242.1615.713.05
390nf_regnet_b32035.39503.08510243202.0514.6118.59
391cs3darknet_focus_x2017.73507.48810242568.0310.6935.02
392vit_relpos_medium_patch16_cls_2242000.38511.8910242248.0318.2438.76
393lambda_resnet50ts1991.21514.24610242565.0717.4821.54
394swin_tiny_patch4_window7_2241978.72517.49510242244.5117.0628.29
395sebotnet33ts_2561959.75195.9323842563.8917.4613.7
396coatnet_0_rw_2241957.32523.14810242244.4318.7327.44
397ecaresnet26t1953.32524.22410243205.2416.4416.01
398regnetx_0801942.5527.14410242248.0214.0639.57
399gcvit_xtiny1941.57527.39310242242.9320.2619.98
400resnetv2_1011925.46531.80610242247.8316.2344.54
401regnetx_0641920.06533.30310242246.4916.3726.21
402mixnet_xl1918.85533.6410242240.9314.5711.9
403edgenext_small_rw1912.9535.310243202.4614.857.83
404vit_relpos_medium_patch16_2241907.96536.68710242247.9717.0238.75
405vit_srelpos_medium_patch16_2241900.57538.77310242247.9616.2138.74
406resnest50d1896.74539.85810242245.414.3627.48
407crossvit_15_2401894.86540.39710242405.8119.7727.53
408vit_base_resnet50d_2241892.78540.98910242248.7316.92110.97
409gluon_resnet101_v1b1879.26544.88310242247.8316.2344.55
410tv_resnet1011878.26545.17210242247.8316.2344.55
411resnet1011875.25546.04710242247.8316.2344.55
412dla1021873.79546.47210242247.1914.1833.27
413efficientformer_l31868.08548.14210242243.9312.0131.41
414maxvit_rmlp_pico_rw_2561866.73411.4027682561.8524.867.52
415resnetv2_101d1855.94551.72710242248.0717.0444.56
416pvt_v2_b21835.92557.74510242244.0527.5325.36
417maxvit_pico_rw_2561829.44419.7877682561.8322.37.46
418vgg131820.36562.512102422411.3112.25133.05
419lamhalobotnet50ts_2561818.57563.06710242565.0218.4422.57
420crossvit_15_dagger_2401817.96563.25510242406.1320.4328.21
421gluon_resnet101_v1c1816.14563.8210242248.0817.0444.57
422res2net50_26w_6s1811.81565.16810242246.3315.2837.05
423gluon_resnet101_v1d1808.21566.29510242248.0817.0444.57
424swin_s3_tiny_2241803.67567.7210242244.6419.1328.33
425coatnet_rmlp_0_rw_2241803.63567.73310242244.7224.8927.45
426vit_relpos_medium_patch16_rpn_2241770.72578.28410242247.9717.0238.73
427halonet50ts1765.73579.91710242565.319.222.73
428repvgg_b11760.92581.5102422413.1610.6457.42
429coatnet_bn_0_rw_2241753.99583.79910242244.6722.0427.44
430wide_resnet50_21747.87585.844102422411.4314.468.88
431efficientnet_b31741.21294.0365123202.0126.5212.23
432efficientnet_b3a1740.84294.15123202.0126.5212.23
433densenet2011738.22589.09610242244.347.8520.01
434coatnet_0_2241727.45296.3765122244.5824.0125.04
435darknetaa531721.33594.876102428810.0815.6836.02
436tf_efficientnet_b31720.61297.5585123001.8723.8312.23
437cait_xxs24_2241720.1595.30110242242.5320.2911.96
438vit_large_patch32_2241718.53595.845102422415.4113.32327.9
439mobilevitv2_1751697.71301.5725122565.5428.1314.25
440mobilevitv2_175_in22ft1k1697.51301.6065122565.5428.1314.25
441xcit_tiny_12_p16_384_dist1694.92604.14510243843.6418.266.72
442pvt_v2_b2_li1694.45604.31110242243.9127.622.55
443coat_lite_small1694.41604.32810242243.9622.0919.84
444resnetaa101d1692.59604.97610242249.1217.5644.57
445legacy_seresnet1011686.93607.00510242247.6115.7449.33
446tresnet_v2_l1685.52607.51510242248.8116.3446.17
447hrnet_w181679.12609.83210242244.3216.3121.3
448vit_medium_patch16_gap_2401667.0614.26410242409.2218.8144.4
449vit_tiny_patch16_3841660.88616.52810243844.725.395.79
450regnetv_0401659.81616.92610242886.620.320.64
451convnext_tiny_hnf1659.73616.95110242887.3922.2128.59
452seresnet1011655.13618.66610242247.8416.2749.33
453vit_base_patch32_3841651.29620.109102438413.0616.588.3
454vit_base_patch32_clip_3841649.72620.7102438413.0616.588.3
455regnety_0401647.66621.4710242886.6120.320.65
456regnety_0321645.25622.38310242885.2918.6119.44
457gluon_resnet101_v1s1642.29623.50510242249.1918.6444.67
458vgg13_bn1634.19626.596102422411.3312.25133.05
459resnetaa501631.05627.80310242888.5219.2425.56
460mixer_b16_224_miil1628.71628.706102422412.6214.5359.88
461mixer_b16_2241627.79629.061102422412.6214.5359.88
462convnext_tiny1626.95629.38410242887.3922.2128.59
463nf_resnet1011620.77631.78510242248.0116.2344.55
464swinv2_cr_tiny_2241618.15632.80710242244.6628.4528.33
465ecaresnet101d1609.33636.27610242248.0817.0744.57
466twins_pcpvt_base1605.41637.83110242246.6825.2543.83
467dla102x1601.78639.27410242245.8919.4226.31
468ese_vovnet39b_evos1601.47639.410242247.076.7424.58
469darknet531597.03641.177102428811.7815.6841.61
470resnetblur101d1596.24641.49410242249.1217.9444.57
471resnet51q1592.08643.17210242888.0720.9435.7
472swinv2_cr_tiny_ns_2241591.39643.44810242244.6628.4528.33
473mixer_l32_2241583.03646.85102422411.2719.86206.94
474resmlp_36_distilled_2241577.86648.96710242248.9116.3344.69
475resmlp_36_2241577.4649.15810242248.9116.3344.69
476resnetv2_50d_gn1561.87655.6110242887.2419.725.57
477botnet50ts_2561556.81246.6433842565.5422.2322.74
478nf_resnet501548.83661.13210242886.8818.3725.56
479resnetv2_50d_frn1547.35661.76410242244.3311.9225.59
480halo2botnet50ts_2561546.64496.5457682565.0221.7822.64
481mvitv2_tiny1534.63667.24710242244.721.1624.17
482gluon_resnext101_32x4d1505.04680.36610242248.0121.2344.18
483swsl_resnext101_32x4d1504.46680.6310242248.0121.2344.18
484cs3darknet_x1504.38680.665102428810.614.3635.05
485ssl_resnext101_32x4d1503.93680.86910242248.0121.2344.18
486resnext101_32x4d1503.63681.00510242248.0121.2344.18
487resnest50d_4s2x40d1497.58683.75510242244.417.9430.42
488convnextv2_nano1488.75515.8587682884.0613.8415.62
489skresnext50_32x4d1478.83692.42710242244.517.1827.48
490mobilevitv2_2001478.44519.4547682567.2232.1518.45
491tresnet_l1477.44693.076102422410.8811.955.99
492mobilevitv2_200_in22ft1k1477.37519.837682567.2232.1518.45
493vgg161475.59693.946102422415.4713.56138.36
494regnetz_c161475.58693.95310243203.9225.8813.46
495resnetv2_50d_evob1468.61697.24410242244.3311.9225.59
496vit_medium_patch16_gap_2561467.03697.996102425610.5922.1538.86
497res2net50_26w_8s1466.52698.23910242248.3717.9548.4
498sequencer2d_s1465.84698.56210242244.9611.3127.65
499eca_nfnet_l01461.61700.58610242887.1217.2924.14
500nfnet_l01460.27701.22810242887.1317.2935.07
501cs3sedarknet_x1435.72713.217102428810.614.3735.4
502resnet61q1434.01714.06810242889.8721.5236.85
503res2net101_26w_4s1424.71718.72810242248.118.4545.21
504repvgg_b2g41415.15723.581102422412.6312.961.76
505nest_tiny1413.2543.4347682245.8325.4817.06
506poolformer_s361408.65726.92210242245.015.8230.86
507maxvit_rmlp_nano_rw_2561404.06546.9717682564.4731.9215.5
508convit_small1397.72732.60810242245.7617.8727.78
509jx_nest_tiny1387.89553.3477682245.8325.4817.06
510maxvit_nano_rw_2561378.18557.2467682564.4630.2815.45
511nf_ecaresnet1011373.28745.64910242248.0116.2744.55
512nf_seresnet1011369.04747.95810242248.0216.2749.33
513gluon_seresnext101_32x4d1358.35753.8410242248.0221.2648.96
514legacy_seresnext101_32x4d1357.27754.44210242248.0221.2648.96
515efficientnet_b3_gn1357.0282.9643843202.1428.8311.73
516nfnet_f01356.65754.786102425612.6218.0571.49
517seresnext101_32x4d1356.0755.14810242248.0221.2648.96
518resnetv2_1521353.28756.668102422411.5522.5660.19
519xception1353.17567.5427682998.435.8322.86
520twins_svt_base1350.54758.19910242248.5926.3356.07
521crossvit_18_2401343.82761.99610242409.0526.2643.27
522ese_vovnet99b_iabn1343.72762.049102422416.4911.2763.2
523maxxvit_rmlp_nano_rw_2561341.45763.34110242564.3726.0516.78
524regnetx_1201339.05764.708102422412.1321.3746.11
525vgg16_bn1336.79765.998102422415.513.56138.37
526dpn921330.6769.56210242246.5418.2137.67
527tv_resnet1521329.75770.054102422411.5622.5660.19
528gcvit_tiny1328.61770.71810242244.7929.8228.22
529gluon_resnet152_v1b1328.2770.954102422411.5622.5660.19
530resnet1521327.13771.578102422411.5622.5660.19
531ese_vovnet99b1316.93777.554102422416.5111.2763.2
532pvt_v2_b31316.31777.91710242246.9237.745.24
533xcit_tiny_12_p8_224_dist1300.55787.34810242244.8123.66.71
534xcit_tiny_12_p8_2241299.96787.70410242244.8123.66.71
535crossvit_18_dagger_2401298.96788.31210242409.527.0344.27
536hrnet_w321297.82789.00210242248.9722.0241.23
537gluon_resnet152_v1c1296.47789.825102422411.823.3660.21
538resnetv2_152d1296.37789.881102422411.823.3660.2
539gluon_resnet152_v1d1293.21791.811102422411.823.3660.21
540vit_small_resnet50d_s16_2241288.35794.801102422413.4824.8257.53
541cs3edgenet_x1281.15799.266102428814.5916.3647.82
542edgenext_base1272.74804.54810243206.0124.3218.51
543regnety_1201268.38807.318102422412.1421.3851.82
544dla1691258.34813.753102422411.620.253.39
545hrnet_w301252.2817.7410242248.1521.2137.71
546xception41p1249.06409.8965122999.2539.8626.91
547maxxvitv2_nano_rw_2561248.81819.96710242566.2623.0523.7
548ecaresnet50t1243.91823.19810243208.8224.1325.57
549vgg191237.03827.774102422419.6314.86143.67
550swin_small_patch4_window7_2241228.67833.40610242248.7727.4749.61
551efficientnet_el_pruned1220.93838.6910243008.030.710.59
552densenet1611220.41839.0510242247.7911.0628.68
553efficientnet_el1218.76840.18710243008.030.710.59
554deit_base_distilled_patch16_2241211.4845.292102422417.6824.0587.34
555vit_base_patch16_2241209.0846.969102422417.5823.986.57
556vit_base_patch16_224_miil1208.72847.163102422417.5923.9194.4
557deit_base_patch16_2241208.56847.275102422417.5823.986.57
558vit_base_patch16_clip_2241205.77849.236102422417.5823.986.57
559gluon_resnet152_v1s1205.41849.488102422412.9224.9660.32
560coatnet_rmlp_1_rw_2241201.89851.97910242247.8535.4741.69
561maxvit_tiny_rw_2241200.3853.10710242245.1133.1129.06
562mixnet_xxl1193.04643.7217682242.0423.4323.96
563tf_efficientnet_el1192.11858.96710243008.030.710.59
564swinv2_tiny_window8_2561191.01859.76110242565.9624.5728.35
565volo_d1_2241190.57860.07910242246.9424.4326.63
566repvgg_b21183.91864.916102422420.4512.989.02
567legacy_seresnet1521181.09866.978102422411.3322.0866.82
568xcit_small_24_p16_224_dist1175.31871.24510242249.123.6447.67
569xcit_small_24_p16_2241174.76871.65610242249.123.6447.67
570inception_v41168.76876.127102429912.2815.0942.68
571seresnet1521166.02878.19102422411.5722.6166.82
572twins_pcpvt_large1163.18880.33110242249.8435.8260.99
573deit3_base_patch16_2241159.4883.201102422417.5823.986.59
574deit3_base_patch16_224_in21ft1k1159.14883.404102422417.5823.986.59
575cait_xxs36_2241156.4885.49310242243.7730.3417.3
576vit_base_patch32_clip_4481154.9886.645102444817.9323.988.34
577regnetx_1601153.07888.048102422415.9925.5254.28
578dm_nfnet_f01152.75888.293102425612.6218.0571.49
579sequencer2d_m1147.71892.20110242246.5514.2638.31
580repvgg_b3g41145.87893.631102422417.8915.183.83
581mvitv2_small_cls1144.7894.54210242247.0428.1734.87
582mvitv2_small1143.83895.22410242247.028.0834.87
583efficientnet_lite41139.64336.9353843804.0445.6613.01
584tnt_s_patch16_2241135.12902.09110242245.2424.3723.76
585convmixer_1024_20_ks9_p141130.85905.49710242245.555.5124.38
586vgg19_bn1127.16908.464102422419.6614.86143.68
587vit_relpos_base_patch16_clsgap_2241124.58910.547102422417.625.1286.43
588vit_relpos_base_patch16_cls_2241122.76912.026102422417.625.1286.43
589coatnet_rmlp_1_rw2_2241119.61914.59110242248.1140.1341.72
590beit_base_patch16_2241109.32923.073102422417.5823.986.53
591xception411107.6462.2515122999.2839.8626.97
592tresnet_xl1106.51925.423102422415.1715.3478.44
593beitv2_base_patch16_2241106.05925.798102422417.5823.986.53
594coat_tiny1099.16931.60410242244.3527.25.5
595vit_base_patch16_gap_2241085.51943.323102422417.4925.5986.57
596maxvit_tiny_tf_2241081.57710.0627682245.635.7830.92
597vit_relpos_base_patch16_2241078.21949.713102422417.5124.9786.43
598nf_regnet_b41075.82951.82310243844.728.6130.21
599coatnet_1_rw_2241074.48953.00510242248.0434.641.72
600dla102x21070.83956.25210242249.3429.9141.28
601pit_b_2241066.8479.92851222412.4232.9473.76
602pit_b_distilled_2241063.31481.50451222412.533.0774.79
603tf_efficientnet_lite41058.68362.7033843804.0445.6613.01
604efficientnetv2_s1057.28968.50810243848.4435.7721.46
605vit_large_r50_s32_2241034.79989.556102422419.5824.41328.99
606vit_small_patch16_36x1_2241032.1992.142102422413.7135.6964.67
607efficientnet_b3_g8_gn1031.26496.4655123203.228.8314.25
608tf_efficientnetv2_s1029.13995.00210243848.4435.7721.46
609flexivit_base1028.55995.558102424020.2928.3686.59
610vit_base_patch16_rpn_2241016.661007.208102422417.4923.7586.54
611vit_small_r26_s32_3841011.111012.73102438410.4329.8536.47
612vit_small_patch16_18x2_2241005.341018.547102422413.7135.6964.67
613swinv2_cr_small_2241000.711023.25910242249.0750.2749.7
614efficientnetv2_rw_s995.911028.1910243848.7238.0323.94
615wide_resnet101_2995.321028.801102422422.821.23126.89
616swinv2_cr_small_ns_224989.251035.11410242249.0850.2749.7
617vit_relpos_base_patch16_rpn_224986.841037.641102422417.5124.9786.41
618coatnet_1_224984.69519.9445122248.739.042.23
619resnet200983.361041.314102422415.0732.1964.67
620dpn98982.091042.657102422411.7325.261.57
621convnext_small981.971042.782102428814.3935.6550.22
622cs3se_edgenet_x975.891049.279102432018.0120.2150.72
623regnety_080969.671056.01102428813.2229.6939.18
624poolformer_m36966.971058.96510242248.822.0256.17
625resnest101e963.691062.57102425613.3828.6648.28
626regnetz_b16_evos955.65803.6327682882.3616.439.74
627twins_svt_large954.951072.291102422415.1535.199.27
628pvt_v2_b4952.021075.594102422410.1453.7462.56
629gluon_resnext101_64x4d944.481084.183102422415.5231.2183.46
630regnetv_064944.321084.367102428810.5527.1130.58
631regnety_064944.181084.526102428810.5627.1130.58
632maxvit_rmlp_tiny_rw_256941.64815.5887682566.7746.9229.15
633regnetz_d8936.161093.81410243206.1937.0823.37
634resnetrs101936.121093.858102428813.5628.5363.62
635regnetz_d32933.581096.83310243209.3337.0827.58
636ig_resnext101_32x8d930.91099.997102422416.4831.2188.79
637swsl_resnext101_32x8d930.281100.725102422416.4831.2188.79
638resnext101_32x8d929.981101.084102422416.4831.2188.79
639ssl_resnext101_32x8d929.01102.24102422416.4831.2188.79
640convnextv2_tiny925.13553.4235122887.3922.2128.64
641convnextv2_small924.531107.5710242248.7121.5650.32
642maxvit_tiny_rw_256921.72833.2097682566.7444.3529.07
643inception_resnet_v2917.691115.834102429913.1825.0655.84
644ens_adv_inception_resnet_v2917.661115.871102429913.1825.0655.84
645maxxvit_rmlp_tiny_rw_256914.741119.42810242566.6639.7629.64
646xcit_tiny_24_p16_384_dist912.611122.04510243846.8734.2912.12
647cait_s24_224908.651126.92910242249.3540.5846.92
648pvt_v2_b5904.891131.615102422411.7650.9281.96
649nest_small902.63850.83476822410.3540.0438.35
650repvgg_b3901.731135.583102422429.1615.1123.09
651maxvit_tiny_pm_256896.671141.99410242566.6147.930.09
652xception65p896.53571.07951229913.9152.4839.82
653swin_s3_small_224896.35856.7927682249.4337.8449.74
654jx_nest_small892.32860.66376822410.3540.0438.35
655efficientnet_b4890.89431.0183843844.5150.0419.34
656gmlp_b16_224885.751156.072102422415.7830.2173.08
657gluon_seresnext101_64x4d885.231156.747102422415.5331.2588.23
658hrnet_w40881.91161.12102422412.7525.2957.56
659efficientformer_l7877.431167.027102422410.1724.4582.23
660coat_mini874.291171.22710242246.8233.6810.34
661resnet101d871.811174.559102432016.4834.7744.57
662swin_base_patch4_window7_224870.11176.867102422415.4736.6387.77
663regnetz_040868.17884.6057683206.3537.7827.12
664regnetz_040h862.76890.1517683206.4337.9428.94
665mobilevitv2_150_384_in22ft1k848.7301.6272563849.254.2510.59
666resnetv2_50d_evos844.34909.5737682887.1519.725.59
667tf_efficientnet_b4838.16458.1363843804.4949.4919.34
668crossvit_base_240835.31919.41176824021.2236.33105.03
669vit_base_r50_s16_224821.151247.01102422421.6735.31114.69
670xcit_medium_24_p16_224_dist819.591249.397102422416.1331.7184.4
671xcit_medium_24_p16_224818.731250.697102422416.1331.7184.4
672gcvit_small807.461268.15110242248.5741.6151.09
673gluon_xception65806.21635.05551229913.9652.4839.92
674xception65800.01639.98351229913.9652.4839.92
675mvitv2_base799.311281.092102422410.1640.551.47
676hrnet_w44789.291297.348102422414.9426.9267.06
677vit_base_patch16_plus_240780.681311.665102424027.4133.08117.56
678hrnet_w48780.391312.147102422417.3428.5677.47
679swinv2_tiny_window16_256778.19657.9265122566.6839.0228.35
680tresnet_m_448775.991319.596102444822.9429.2131.39
681xcit_small_12_p16_384_dist760.881345.804102438414.1436.5126.25
682vit_small_patch16_384750.951022.68576838415.5250.7822.2
683maxvit_rmlp_small_rw_224745.491373.585102422410.7549.364.9
684sequencer2d_l742.481379.14910242249.7422.1254.3
685swinv2_small_window8_256738.391386.788102425611.5840.1449.73
686swin_s3_base_224730.451401.854102422413.6948.2671.13
687poolformer_m48729.441403.808102422411.5929.1773.47
688densenet264d_iabn727.431407.671102422413.4714.072.74
689vit_relpos_base_patch16_plus_240723.431415.468102424027.334.33117.38
690dpn131722.721416.854102422416.0932.9779.25
691tnt_b_patch16_224722.121418.026102422414.0939.0165.41
692deit3_small_patch16_384717.361070.57276838415.5250.7822.21
693deit3_small_patch16_384_in21ft1k716.761071.47776838415.5250.7822.21
694swinv2_cr_base_224715.641430.874102422415.8659.6687.88
695eca_nfnet_l1713.151435.867102432014.9234.4241.41
696coatnet_2_rw_224709.88721.23751222415.0949.2273.87
697swinv2_cr_base_ns_224709.691442.871102422415.8659.6687.88
698coatnet_rmlp_2_rw_224708.85722.28551222415.1854.7873.88
699convit_base706.651449.076102422417.5231.7786.54
700mobilevitv2_175_384_in22ft1k703.41363.92825638412.4763.2914.25
701maxvit_small_tf_224701.58729.76751222411.6653.1768.93
702densenet264701.031460.686102422412.9512.872.69
703ecaresnet200d694.191475.094102425620.043.1564.69
704resnetv2_50x1_bitm691.29740.62451244816.6244.4625.55
705seresnet200d691.251481.355102425620.0143.1571.86
706xcit_tiny_24_p8_224684.731495.46710242249.2145.3912.11
707xcit_tiny_24_p8_224_dist684.221496.57310242249.2145.3912.11
708convnext_base682.421500.518102428825.4347.5388.59
709volo_d2_224663.511543.3102422414.3441.3458.68
710coatnet_2_224660.84581.06238422416.552.6774.68
711legacy_senet154654.151565.387102422420.7738.69115.09
712gluon_senet154654.041565.641102422420.7738.69115.09
713senet154653.941565.866102422420.7738.69115.09
714xcit_nano_12_p8_384_dist646.531583.82310243846.3446.083.05
715dpn107646.381584.202102422418.3833.4686.92
716nest_base640.55799.29851222417.9653.3967.72
717jx_nest_base633.53808.15151222417.9653.3967.72
718mobilevitv2_200_384_in22ft1k626.31408.73125638416.2472.3418.45
719xception71619.72826.16351229918.0969.9242.34
720hrnet_w64618.151656.539102422428.9735.09128.06
721resnet152d618.091656.699102432024.0847.6760.21
722regnetz_c16_evos604.19847.3995123203.8625.8813.49
723gcvit_base594.611722.135102422414.8755.4890.32
724regnety_160594.31292.25876828826.3738.0783.59
725maxxvit_rmlp_small_rw_256588.151741.023102425614.6758.3866.01
726xcit_small_12_p8_224582.041759.324102422418.6947.2126.21
727xcit_small_12_p8_224_dist581.741760.224102422418.6947.2126.21
728maxvit_rmlp_small_rw_256575.721333.97676825614.1566.0964.9
729regnetx_320551.071393.63176822431.8136.3107.81
730seresnet152d547.511870.27102432024.0947.7266.84
731resnetrs152544.331881.196102432024.3448.1486.62
732vit_large_patch32_384543.231884.997102438445.3143.86306.63
733halonet_h1540.47473.652562563.051.178.1
734seresnet269d540.421894.818102425626.5953.6113.67
735swinv2_base_window8_256529.221451.18276825620.3752.5987.92
736maxxvitv2_rmlp_base_rw_224523.431956.308102422424.262.77116.09
737resnext101_64x4d521.771962.525102428825.6651.5983.46
738regnetz_e8521.51472.64776832015.4663.9457.7
739mixer_l16_224518.261975.807102422444.641.69208.2
740vit_medium_patch16_gap_384508.631006.61151238426.0867.5439.03
741swin_large_patch4_window7_224501.111532.58676822434.5354.94196.53
742regnety_320490.982085.591102422432.3430.26145.05
743swinv2_small_window16_256487.641049.93251225612.8266.2949.73
744seresnext101_32x8d483.232119.074102428827.2451.6393.57
745vit_small_patch8_224478.051071.00951222422.4480.8421.67
746ig_resnext101_32x16d477.642143.862102422436.2751.18194.03
747swsl_resnext101_32x16d476.692148.145102422436.2751.18194.03
748ssl_resnext101_32x16d476.062150.954102422436.2751.18194.03
749seresnext101d_32x8d475.052155.547102428827.6452.9593.59
750nf_regnet_b5470.141089.02951245611.761.9549.74
751xcit_large_24_p16_224_dist468.862184.017102422435.8647.27189.1
752xcit_large_24_p16_224468.752184.529102422435.8647.27189.1
753volo_d3_224463.722208.199102422420.7860.0986.33
754nfnet_f1463.522209.163102432035.9746.77132.63
755efficientnet_b5460.91555.4122564489.5993.5630.39
756resnet200d453.152259.739102432031.2567.3364.69
757efficientnetv2_m451.892266.018102441618.667.554.14
758seresnextaa101d_32x8d447.262289.498102428828.5156.4493.59
759efficientnetv2_rw_m437.11757.00576841621.4979.6253.24
760swinv2_cr_large_224422.081819.55176822435.178.42196.68
761coatnet_rmlp_3_rw_224421.87910.22638422433.5679.47165.15
762xcit_tiny_12_p8_384_dist421.042432.044102438414.1369.146.71
763swinv2_cr_tiny_384419.77609.84725638415.34161.0128.33
764maxvit_rmlp_base_rw_224419.031832.80876822423.1592.64116.14
765resnetv2_152x2_bit_teacher418.892444.553102422446.9545.11236.34
766resnetv2_101x1_bitm418.361223.81351244831.6564.9344.54
767dm_nfnet_f1409.021877.64376832035.9746.77132.63
768xcit_small_24_p16_384_dist407.472513.062102438426.7268.5847.67
769coatnet_3_rw_224404.39633.03325622433.4473.83181.81
770tf_efficientnet_b5403.59634.29825645610.4698.8630.39
771convnextv2_base402.921270.71551228825.4347.5388.72
772resnetrs200396.112585.123102432031.5167.8193.21
773tresnet_l_448395.62588.481102444843.547.5655.99
774eva_large_patch14_196391.222617.408102419661.5763.52304.14
775vit_large_patch16_224389.922626.132102422461.663.52304.33
776regnetz_d8_evos389.861969.9377683207.0338.9223.46
777maxvit_base_tf_224387.711320.54551222424.0495.01119.47
778coatnet_3_224387.35660.88225622436.5679.01166.97
779crossvit_15_dagger_408386.57662.22725640821.4595.0528.5
780vit_base_patch16_18x2_224384.32664.545102422452.5171.38256.73
781deit3_large_patch16_224376.932716.643102422461.663.52304.37
782deit3_large_patch16_224_in21ft1k376.542719.504102422461.663.52304.37
783tf_efficientnetv2_m374.382051.37376848024.7689.8454.14
784convnext_large371.391378.57951228856.8771.29197.77
785beitv2_large_patch16_224360.122843.465102422461.663.52304.43
786beit_large_patch16_224359.862845.558102422461.663.52304.43
787swinv2_base_window12to16_192to256_22kft1k359.311068.70538425622.0284.7187.92
788swinv2_base_window16_256359.091069.34238425622.0284.7187.92
789eca_nfnet_l2347.12212.62176838430.0568.2856.72
790flexivit_large333.313072.173102424070.9975.39304.36
791vit_large_r50_s32_384332.863076.333102438457.4376.52329.09
792maxxvitv2_rmlp_large_rw_224330.793095.576102422444.1487.15215.42
793resnest200e317.253227.754102432035.6982.7870.2
794maxvit_tiny_tf_384317.22807.00225638417.53123.4230.98
795convmixer_768_32309.283310.892102422419.5525.9521.11
796deit_base_patch16_384306.131254.33538438455.54101.5686.86
797vit_base_patch16_384306.131254.34938438455.54101.5686.86
798vit_base_patch16_clip_384305.561256.67338438455.54101.5686.86
799xcit_small_24_p8_224_dist305.183355.41102422435.8190.7847.63
800deit_base_distilled_patch16_384304.961259.1638438455.65101.8287.63
801xcit_small_24_p8_224304.863358.887102422435.8190.7847.63
802nasnetalarge300.311278.67938433123.8990.5688.75
803volo_d1_384299.051712.07251238422.75108.5526.78
804volo_d4_224295.863461.069102422444.3480.22192.96
805deit3_base_patch16_384294.031305.98538438455.54101.5686.88
806deit3_base_patch16_384_in21ft1k293.781307.08538438455.54101.5686.88
807tresnet_xl_448292.432626.29476844860.6561.3178.44
808pnasnet5large285.951342.89438433125.0492.8986.06
809vit_large_patch14_224285.663584.705102422481.0888.79304.2
810vit_large_patch14_clip_224285.433587.599102422481.0888.79304.2
811crossvit_18_dagger_408283.82901.96725640832.47124.8744.61
812xcit_medium_24_p16_384_dist282.223628.317102438447.3991.6484.4
813cait_xxs24_384275.383718.49210243849.63122.6612.03
814regnety_640271.792825.66376822464.1642.5281.38
815maxvit_large_tf_224268.971427.6738422443.68127.35211.79
816nfnet_f2263.03893.59102435263.2279.06193.78
817beit_base_patch16_384260.661473.14638438455.54101.5686.74
818swinv2_cr_small_384258.79989.21425638429.7298.0349.7
819ecaresnet269d257.793972.16102435250.25101.25102.09
820resnetrs270249.114110.633102435251.13105.48129.86
821mvitv2_large248.642059.18151222443.87112.02217.99
822efficientnet_b6246.42519.43212852819.4167.3943.04
823convnext_xlarge241.352121.412512288100.895.05350.2
824convnextv2_large238.641072.70825628856.8771.29197.96
825tf_efficientnet_b6236.4541.43412852819.4167.3943.04
826swin_base_patch4_window12_384235.04816.88519238447.19134.7887.9
827dm_nfnet_f2234.343277.27976835263.2279.06193.78
828coatnet_4_224228.521120.2325622462.48129.26275.43
829vit_base_r50_s16_384227.311689.30338438467.43135.0398.95
830efficientnetv2_l221.972306.65351248056.4157.99118.52
831xcit_tiny_24_p8_384_dist221.234628.611102438427.05132.9512.11
832ig_resnext101_32x32d220.612320.85751222487.2991.12468.53
833swinv2_large_window12to16_192to256_22kft1k219.461166.48525625647.81121.53196.74
834tf_efficientnetv2_l219.352334.18351248056.4157.99118.52
835resmlp_big_24_224214.314778.1661024224100.2387.31129.14
836resmlp_big_24_224_in22ft1k214.134782.0431024224100.2387.31129.14
837resmlp_big_24_distilled_224214.044784.1691024224100.2387.31129.14
838xcit_medium_24_p8_224_dist210.14873.763102422463.53121.2384.32
839xcit_medium_24_p8_224210.014875.864102422463.53121.2384.32
840maxvit_small_tf_384208.79919.55619238435.87183.6569.02
841vit_base_patch8_224199.591282.63725622478.22161.6986.58
842eca_nfnet_l3199.582565.43451244852.55118.472.04
843volo_d5_224196.255217.924102422472.4118.11295.46
844xcit_small_12_p8_384_dist194.272635.52151238454.92138.2926.21
845cait_xs24_384192.733984.86376838419.28183.9826.67
846swinv2_cr_base_384184.921384.39225638450.57333.6887.88
847cait_xxs36_384184.355554.56102438414.35183.717.37
848swinv2_cr_huge_224183.612091.395384224115.97121.08657.83
849convnext_xxlarge183.012098.268384224151.6695.29846.47
850coatnet_rmlp_2_rw_384178.88715.53212838447.69209.4373.88
851convmixer_1536_20173.515901.752102422448.6833.0351.63
852volo_d2_384168.461519.60325638446.17184.5158.87
853resnetrs350168.286085.136102438477.59154.74163.96
854xcit_large_24_p16_384_dist160.714778.847768384105.35137.17189.1
855resnetv2_152x2_bit_teacher_384159.551604.488256384136.16132.56236.34
856maxvit_xlarge_tf_224155.791643.17825622497.49191.02474.95
857maxvit_tiny_tf_512155.64822.37312851233.49257.5931.05
858regnety_1280155.182474.502384224127.6671.58644.81
859vit_huge_patch14_224154.036647.8971024224167.43139.43658.75
860vit_huge_patch14_clip_224153.926652.9441024224167.4139.41632.05
861maxxvitv2_rmlp_base_rw_384153.341669.50225638472.98213.74116.09
862efficientnetv2_xl152.493357.6151251293.85247.32208.12
863tf_efficientnetv2_xl151.42536.25438451293.85247.32208.12
864deit3_huge_patch14_224_in21ft1k149.086868.8341024224167.4139.41632.13
865deit3_huge_patch14_224149.016871.9741024224167.4139.41632.13
866cait_s24_384148.463448.68451238432.17245.3147.06
867resnest269e147.613468.58451241677.69171.98110.93
868nfnet_f3147.433472.717512416115.58141.78254.92
869efficientnet_b7142.41674.0849660038.33289.9466.35
870resnetv2_50x3_bitm138.271388.564192448145.7133.37217.32
871tf_efficientnet_b7137.89696.1819660038.33289.9466.35
872swin_large_patch4_window12_384137.6930.229128384104.08202.16196.74
873ig_resnext101_32x48d132.292902.628384224153.57131.06828.41
874dm_nfnet_f3127.594012.898512416115.58141.78254.92
875coatnet_5_224125.181022.512128224145.49194.24687.47
876maxvit_rmlp_base_rw_384121.262111.07925638470.97318.95116.14
877xcit_large_24_p8_224119.976401.598768224141.23181.56188.93
878xcit_large_24_p8_224_dist119.946403.17768224141.23181.56188.93
879resnetrs420119.936403.598768416108.45213.79191.89
880resnetv2_152x2_bitm117.332181.801256448184.99180.43236.34
881maxvit_base_tf_384113.691688.82619238473.8332.9119.65
882swinv2_cr_large_384113.071132.03128384108.95404.96196.68
883eva_large_patch14_336102.652493.904256336191.1270.24304.53
884vit_large_patch14_clip_336102.472498.286256336191.11270.24304.53
885vit_large_patch16_384102.372500.639256384191.21270.24304.72
886xcit_small_24_p8_384_dist102.365001.728512384105.24265.9147.63
887eva_giant_patch14_224101.7510063.5211024224267.18192.641012.56
888vit_giant_patch14_224100.427648.057768224267.18192.641012.61
889vit_giant_patch14_clip_224100.327655.265768224267.18192.641012.65
890cait_s36_38499.375152.33851238447.99367.468.37
891deit3_large_patch16_38499.342577.037256384191.21270.24304.76
892deit3_large_patch16_384_in21ft1k99.272578.907256384191.21270.24304.76
893regnety_256097.992612.623256224257.0787.48826.14
894maxvit_small_tf_51297.85981.119651267.26383.7769.13
895swinv2_base_window12to24_192to384_22kft1k95.95666.986438455.25280.3687.92
896efficientnet_b895.31007.2989667263.48442.8987.41
897tf_efficientnet_b892.651036.19667263.48442.8987.41
898beit_large_patch16_38488.552890.891256384191.21270.24305.0
899resnetv2_101x3_bitm83.12310.491192448280.33194.78387.93
900maxvit_large_tf_38480.341593.284128384132.55445.84212.03
901nfnet_f479.544827.723384512216.26262.26316.07
902volo_d3_44873.52612.27419244896.33446.8386.63
903dm_nfnet_f471.413584.699256512216.26262.26316.07
904xcit_medium_24_p8_384_dist70.915415.294384384186.67354.7384.32
905swinv2_large_window12to24_192to384_22kft1k60.84788.9748384116.15407.83196.74
906vit_gigantic_patch14_clip_22460.158511.823512224483.96275.371844.91
907vit_gigantic_patch14_22460.118517.291512224483.95275.371844.44
908nfnet_f558.024412.387256544290.97349.71377.21
909vit_huge_patch14_clip_33657.294468.831256336390.97407.54632.46
910convnextv2_huge56.061712.57696384337.96232.35660.29
911volo_d4_44854.472349.801128448197.13527.35193.41
912tf_efficientnet_l254.121182.59364475172.11609.89480.31
913maxvit_base_tf_51252.651823.29296512138.02703.99119.88
914swinv2_cr_giant_22452.122455.882128224483.85309.152598.76
915dm_nfnet_f550.75049.339256544290.97349.71377.21
916swinv2_cr_huge_38448.861309.97164384352.04583.18657.94
917maxvit_xlarge_tf_38446.242076.28996384292.78668.76475.32
918nfnet_f644.35778.548256576378.69452.2438.36
919xcit_large_24_p8_384_dist40.26368.127256384415.0531.82188.93
920eva_giant_patch14_33639.776436.237256336620.64550.671013.01
921dm_nfnet_f639.626461.626256576378.69452.2438.36
922maxvit_large_tf_51238.671654.90864512244.75942.15212.33
923volo_d5_44837.563408.043128448315.06737.92295.91
924beit_large_patch16_51235.362715.2896512362.24656.39305.67
925nfnet_f734.747370.0256608480.39570.85499.5
926cait_m36_38432.367912.123256384173.11734.81271.22
927resnetv2_152x4_bitm30.04266.89128480844.84414.26936.53
928volo_d5_51226.354857.602128512425.091105.37296.09
929maxvit_xlarge_tf_51223.122076.45548512534.141413.22475.77
930efficientnet_l221.261505.03232800479.121707.39480.31
931swinv2_cr_giant_38415.032129.6323841450.711394.862598.76
932cait_m48_44813.699353.048128448329.411708.23356.46
933eva_giant_patch14_56010.364631.037485601906.762577.171014.45