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

48 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeinfer_gmacsinfer_mactsparam_count
2tinynet_e70939.0614.42410241060.030.692.04
3mobilenetv3_small_05053363.8719.17910242240.030.921.59
4lcnet_03539908.2925.64810242240.031.041.64
5mobilenetv3_small_07538048.7226.90210242240.051.32.04
6tinynet_d35634.728.72410241520.051.422.34
7lcnet_05035231.029.05510242240.051.261.88
8mobilenetv3_small_10034913.5529.31910242240.061.422.54
9tf_mobilenetv3_small_minimal_10031288.9632.71610242240.061.412.04
10tf_mobilenetv3_small_07530676.8533.36810242240.051.32.04
11lcnet_07530088.7434.02210242240.11.992.36
12tf_mobilenetv3_small_10028547.535.85810242240.061.422.54
13lcnet_10023945.9142.75310242240.162.522.95
14mnasnet_small22244.3546.02410242240.072.162.03
15levit_128s22002.5846.52910242240.311.887.78
16mobilenetv2_03520937.1948.89710242240.072.861.68
17mnasnet_05018984.0653.9310242240.113.072.22
18ghostnet_05018415.8855.59310242240.051.772.59
19tinynet_c17846.7357.36510241840.112.872.46
20mobilenetv2_05016928.1960.4810242240.13.641.97
21semnasnet_05016394.6162.44910242240.113.442.08
22lcnet_15015508.066.0210242240.343.794.5
23gernet_s15282.7366.99310242240.752.658.17
24levit_12814929.0568.58110242240.412.719.21
25cs3darknet_focus_s14654.0569.86810242560.692.73.27
26cs3darknet_s14422.3470.99110242560.722.973.28
27mobilenetv3_large_07514412.271.0410242240.164.03.99
28mixer_s32_22413576.5875.41410242241.02.2819.1
29resnet10t13509.2175.78910242241.12.435.44
30mobilenetv3_rw13202.4777.55110242240.234.415.48
31levit_19213174.0277.71710242240.663.210.95
32mobilenetv3_large_10012955.7779.02710242240.234.415.48
33mobilenetv3_large_100_miil12954.4979.03510242240.234.415.48
34vit_small_patch32_22412913.7679.28410242241.152.522.88
35hardcorenas_a12748.2580.31310242240.234.385.26
36mnasnet_07512700.7980.61410242240.234.773.17
37tf_mobilenetv3_large_07512296.6483.26210242240.164.03.99
38tinynet_b12104.0984.58710241880.214.443.73
39tf_mobilenetv3_large_minimal_10011915.9285.92310242240.224.43.92
40hardcorenas_b11667.7887.75210242240.265.095.18
41hardcorenas_c11602.3588.24710242240.285.015.52
42ese_vovnet19b_slim_dw11450.4989.41710242240.45.281.9
43mnasnet_b111305.3290.56710242240.335.464.38
44mnasnet_10011303.7290.57810242240.335.464.38
45tf_mobilenetv3_large_10011165.8791.69510242240.234.415.48
46gluon_resnet18_v1b11046.1692.69110242241.822.4811.69
47ssl_resnet1811027.0192.85210242241.822.4811.69
48resnet1811023.692.88110242241.822.4811.69
49swsl_resnet1811003.8693.04810242241.822.4811.69
50semnasnet_07510953.1593.47910242240.235.542.91
51regnetx_00410946.7893.53310242240.43.145.16
52hardcorenas_d10898.1393.9510242240.34.937.5
53mobilenetv2_07510779.3694.98510242240.225.862.64
54ghostnet_10010498.3897.52710242240.153.555.18
55seresnet1810333.8599.08110242241.822.4911.78
56vit_tiny_r_s16_p8_22410273.2399.66610242240.442.066.34
57spnasnet_10010240.5599.98310242240.356.034.42
58legacy_seresnet1810026.58102.11810242241.822.4911.78
59mnasnet_a19730.7105.22310242240.326.233.89
60semnasnet_1009728.29105.24910242240.326.233.89
61tf_efficientnetv2_b09714.68105.39710242240.734.777.14
62tinynet_a9706.17105.48710241920.355.416.19
63hardcorenas_f9654.05106.05810242240.355.578.2
64mobilenetv2_1009591.46106.75110242240.316.683.5
65levit_2569580.42106.87410242241.134.2318.89
66regnetx_0029551.99107.19110242240.22.162.68
67hardcorenas_e9521.78107.53110242240.355.658.07
68efficientnet_lite09415.07108.75110242240.46.744.65
69regnety_0029227.09110.96610242240.22.173.16
70fbnetc_1009182.63111.50410242240.46.515.57
71resnet18d9153.04111.86410242242.063.2911.71
72regnety_0069048.64113.15410242240.614.336.06
73ese_vovnet19b_slim8822.42116.05710242241.693.523.17
74ghostnet_1308402.81121.85210242240.244.67.36
75regnetx_0068395.84121.95410242240.613.986.2
76levit_256d8131.84125.91410242241.44.9326.21
77tf_efficientnet_lite08115.07126.17410242240.46.744.65
78regnetz_0058104.32126.34110242240.525.867.12
79efficientnet_b08015.36127.74310242240.46.755.29
80xcit_nano_12_p16_224_dist7700.28132.97110242240.564.173.05
81xcit_nano_12_p16_2247692.58133.10210242240.564.173.05
82mnasnet_1407484.35136.80810242240.67.717.12
83rexnetr_1007414.06138.10510242240.437.724.88
84resnet14t7298.17140.29610242241.695.810.08
85mobilenetv2_110d7233.3141.55610242240.458.714.52
86regnetx_0087112.68143.95710242240.815.157.26
87tf_efficientnet_b0_ns7058.22145.06710242240.46.755.29
88tf_efficientnet_b0_ap7055.15145.13110242240.46.755.29
89tf_efficientnet_b07052.24145.1910242240.46.755.29
90edgenext_xx_small6998.78146.29810242560.334.211.33
91dla46_c6933.78147.67110242240.584.51.3
92deit_tiny_patch16_2246855.38149.3610242241.265.975.72
93vit_tiny_patch16_2246844.8149.59210242241.265.975.72
94regnety_0086827.19149.97710242240.815.256.26
95gernet_m6753.27151.61910242243.025.2421.14
96deit_tiny_distilled_patch16_2246720.97152.34710242241.276.015.91
97efficientnet_b1_pruned6608.04154.95210242400.46.216.33
98hrnet_w18_small6603.38155.06110242241.615.7213.19
99gluon_resnet34_v1b6434.28159.13610242243.673.7421.8
100semnasnet_1406428.21159.28710242240.68.876.11
101tv_resnet346406.04159.83810242243.673.7421.8
102resnet346404.45159.87810242243.673.7421.8
103ese_vovnet19b_dw6353.89161.1510242241.348.256.54
104rexnet_1006291.85162.73810242240.417.444.8
105mobilenetv2_1406258.1163.61710242240.69.576.11
106mobilevitv2_0506228.2164.40310242560.488.041.37
107efficientnet_lite16215.56164.73610242400.6210.145.42
108tf_efficientnetv2_b16143.78166.66110242401.217.348.14
109visformer_tiny6090.13168.1310242241.275.7210.32
110fbnetv3_b6012.29170.30710242560.559.18.6
111seresnet345988.65170.97810242243.673.7421.96
112resnet265923.37172.86310242242.367.3516.0
113efficientnet_es5871.09174.40310242241.818.735.44
114efficientnet_es_pruned5866.42174.54210242241.818.735.44
115selecsls425796.58176.64310242242.944.6230.35
116pit_ti_distilled_2245792.34176.77310242240.716.235.1
117legacy_seresnet345780.67177.1310242243.673.7421.96
118selecsls42b5766.92177.54410242242.984.6232.46
119pit_ti_2245764.0177.64310242240.76.194.85
120resnet34d5748.0178.13810242243.914.5421.82
121levit_3845659.16180.93410242242.366.2639.13
122tf_efficientnet_es5608.15182.5810242241.818.735.44
123resnetblur185572.02183.76410242242.343.3911.69
124tf_efficientnet_lite15541.93184.76110242400.6210.145.42
125rexnetr_1305487.71186.58710242240.689.817.61
126cs3darknet_m5481.96186.78310242882.636.699.31
127mixnet_s5402.43189.53310242240.256.254.13
128regnety_0045382.71190.22710242240.413.894.34
129skresnet185371.9190.6110242241.823.2411.96
130darknet175347.86143.5987682563.267.1814.3
131mobilevit_xxs5306.36192.96410242560.428.341.27
132cs3darknet_focus_m5289.88193.56610242882.516.199.3
133mobilenetv2_120d5178.64197.72410242240.6911.975.83
134repvgg_b05161.18198.39410242243.416.1515.82
135xcit_tiny_12_p16_224_dist5107.76200.46710242241.246.296.72
136xcit_tiny_12_p16_2245104.48200.59710242241.246.296.72
137resnet26d5093.48201.0310242242.68.1516.01
138tf_mixnet_s4981.9205.52810242240.256.254.13
139vit_base_patch32_224_sam4925.79207.87510242244.415.0188.22
140vit_base_patch32_2244923.14207.98610242244.415.0188.22
141selecsls604922.02208.03310242243.595.5230.67
142mixer_b32_2244909.46208.56610242243.246.2960.29
143selecsls60b4902.59208.85810242243.635.5232.77
144rexnetr_1504887.15209.51810242240.8911.139.78
145nf_resnet264834.78211.78710242242.417.3516.0
146darknet214804.05159.8547682563.937.4720.86
147resmlp_12_distilled_2244801.62213.25110242243.015.515.35
148resmlp_12_2244801.47213.25710242243.015.515.35
149efficientnet_lite24791.14213.71610242600.8912.96.09
150pit_xs_2244790.75213.73310242241.47.7110.62
151fbnetv3_d4788.83213.81910242560.6811.110.31
152pit_xs_distilled_2244740.73215.98910242241.417.7611.0
153dla344712.5217.28310242243.075.0215.74
154sedarknet214615.23166.3947682563.937.4720.95
155resnext26ts4512.74226.90210242562.4310.5210.3
156tf_efficientnetv2_b24506.54227.21210242601.729.8410.1
157mixer_s16_2244471.0229.02110242243.795.9718.53
158legacy_seresnext26_32x4d4467.81229.18410242242.499.3916.79
159edgenext_x_small4458.42229.66410242560.687.52.34
160gernet_l4450.89230.05510242564.578.031.08
161tf_efficientnet_b14403.29232.54210242400.7110.887.79
162tf_efficientnet_b1_ns4402.75232.5710242400.7110.887.79
163tf_efficientnet_b1_ap4402.24232.59710242400.7110.887.79
164eca_resnext26ts4354.84235.1310242562.4310.5210.3
165seresnext26ts4350.24235.37810242562.4310.5210.39
166tf_efficientnet_lite24300.72238.08710242600.8912.96.09
167gcresnext26ts4295.78238.36110242562.4310.5310.48
168rexnet_1304282.77239.08510242240.689.717.56
169efficientnet_b14273.32239.61510242560.7712.227.79
170gmlp_ti16_2244143.15247.14310242241.347.555.87
171efficientnet_b0_g16_evos4127.77248.06410242241.017.428.11
172crossvit_tiny_2404122.07248.40810242401.579.087.01
173nf_ecaresnet264104.24249.48610242242.417.3616.0
174efficientnet_b2_pruned4103.05249.55810242600.739.138.31
175nf_seresnet264102.39249.59910242242.417.3617.4
176mobilevitv2_0754066.07251.82910242561.0512.062.87
177vit_small_patch32_3844025.63254.35910243843.458.2522.92
178ecaresnext50t_32x4d4000.29255.9710242242.710.0915.41
179ecaresnext26t_32x4d3998.13256.10810242242.710.0915.41
180seresnext26tn_32x4d3995.56256.27410242242.710.0916.81
181seresnext26t_32x4d3993.92256.37810242242.710.0916.81
182seresnext26d_32x4d3982.98257.08310242242.7310.1916.81
183resnet26t3922.56261.04210242563.3510.5216.01
184dla46x_c3917.72261.36310242240.545.661.07
185rexnet_1503870.49264.55410242240.911.219.73
186resnetv2_503868.33264.70110242244.1111.1125.55
187crossvit_9_2403865.11264.92210242401.859.528.55
188convnext_nano_ols3859.14265.33310242242.58.3715.6
189nf_regnet_b03819.49268.08610242560.645.588.76
190ecaresnet50d_pruned3812.92268.54910242242.536.4319.94
191regnetx_0163808.7268.84610242241.627.939.19
192crossvit_9_dagger_2403792.18270.01810242401.999.978.78
193dla60x_c3787.69270.33710242240.596.011.32
194convnext_nano_hnf3786.83270.39910242242.468.3715.59
195ecaresnetlight3729.3274.5710242244.118.4230.16
196poolformer_s123722.39275.08110242241.825.5311.92
197gmixer_12_2243686.02277.79510242242.677.2612.7
198gluon_resnet50_v1b3677.5278.43810242244.1111.1125.56
199resnet503676.35278.52610242244.1111.1125.56
200ssl_resnet503674.86278.63810242244.1111.1125.56
201tv_resnet503673.31278.75610242244.1111.1125.56
202swsl_resnet503672.81278.79410242244.1111.1125.56
203dpn683650.67280.48410242242.3510.4712.61
204dpn68b3606.63283.90710242242.3510.4712.61
205botnet26t_2563555.59287.98310242563.3211.9812.49
206regnety_0163516.07291.22210242241.638.0411.2
207repvgg_a23514.85291.32410242245.76.2628.21
208resnetv2_50t3513.08291.4710242244.3211.8225.57
209efficientnet_em3504.92292.14910242403.0414.346.9
210mixnet_m3496.31292.86810242240.368.195.01
211resnetv2_50d3496.21292.87610242244.3511.9225.57
212rexnetr_2003492.0219.9217682241.5915.1116.52
213halonet26t3480.88294.16710242563.1911.6912.48
214gluon_resnet50_v1c3476.97294.49810242244.3511.9225.58
215resnet32ts3465.97295.43310242564.6311.5817.96
216bat_resnext26ts3457.26296.17310242562.5312.5110.73
217resnet33ts3415.09299.83410242564.7611.6619.68
218tf_efficientnet_b2_ns3414.14299.91810242601.0213.839.11
219tf_efficientnet_b23412.6300.05210242601.0213.839.11
220tf_efficientnet_b2_ap3412.15300.09210242601.0213.839.11
221tf_efficientnet_em3389.12302.13210242403.0414.346.9
222resnet50t3345.79306.04510242244.3211.8225.57
223gluon_resnet50_v1d3337.44306.80910242244.3511.9225.58
224resnet50d3336.65306.88210242244.3511.9225.58
225vit_tiny_r_s16_p8_3843314.06154.4825123841.346.496.36
226legacy_seresnet503311.17309.24510242243.8810.628.09
227seresnet33ts3304.6309.85910242564.7611.6619.78
228tf_mixnet_m3303.11309.99710242240.368.195.01
229eca_resnet33ts3297.96310.48410242564.7611.6619.68
230convit_tiny3289.83311.25110242241.267.945.71
231gcresnet33ts3263.32313.77810242564.7611.6819.88
232vit_small_resnet26d_2243252.42314.8310242245.0711.1263.61
233vovnet39a3229.96317.01810242247.096.7322.6
234efficientnet_b2a3221.33317.86810242881.1216.29.11
235efficientnet_b23221.08317.89410242881.1216.29.11
236efficientnet_b3_pruned3195.08320.4810243001.0411.869.86
237seresnet503183.22321.67510242244.1111.1328.09
238cs3darknet_l3171.55322.85910242886.1610.8321.16
239cs3darknet_focus_l3146.07325.47310242885.910.1621.15
240res2net50_48w_2s3141.04325.99510242244.1811.7225.29
241eca_vovnet39b3123.78327.79610242247.096.7422.6
242ese_vovnet39b3117.85328.41910242247.096.7424.57
243mobilevit_xs3095.24248.1137682561.0516.332.32
244resnext50_32x4d3092.67331.09410242244.2614.425.03
245ssl_resnext50_32x4d3089.61331.42210242244.2614.425.03
246gluon_resnext50_32x4d3087.43331.65610242244.2614.425.03
247swsl_resnext50_32x4d3086.28331.77910242244.2614.425.03
248tv_resnext50_32x4d3085.42331.87210242244.2614.425.03
249hrnet_w18_small_v23075.57332.93410242242.629.6515.6
250eca_botnext26ts_2563069.01333.64610242562.4611.610.59
251dla603049.62335.76710242244.2610.1622.04
252vgg113048.59167.9335122247.617.44132.86
253skresnet343035.0337.38610242243.675.1322.28
254mobilevitv2_1003028.13253.6117682561.8416.084.9
255vit_small_patch16_2243005.65340.67910242244.6111.9522.05
256deit_small_patch16_2243005.16340.73510242244.6111.9522.05
257eca_halonext26ts2980.4343.56710242562.4411.4610.76
258resnetaa50d2972.16344.51810242245.3912.4425.58
259ecaresnet101d_pruned2963.47345.52910242243.487.6924.88
260coat_lite_tiny2957.59346.21610242241.611.655.72
261cs3sedarknet_l2955.87346.41810242886.1610.8321.91
262deit_small_distilled_patch16_2242950.21347.08210242244.6312.0222.44
263gluon_resnet50_v1s2947.99347.34310242245.4713.5225.68
264resnetrs502945.06347.68810242244.4812.1435.69
265seresnet50t2939.07348.39710242244.3211.8328.1
266densenet1212936.15348.74410242242.876.97.98
267pit_s_2242935.87348.77710242242.8811.5623.46
268ecaresnet50d2934.67348.9210242244.3511.9325.58
269tv_densenet1212927.3349.79910242242.876.97.98
270selecsls842927.1349.82210242245.97.5750.95
271pit_s_distilled_2242909.88351.89210242242.911.6424.04
272vit_relpos_base_patch32_plus_rpn_2562858.63358.20310242567.688.01119.42
273deit3_small_patch16_224_in21ft1k2858.2358.25510242244.6111.9522.06
274deit3_small_patch16_2242853.97358.78610242244.6111.9522.06
275resnext50d_32x4d2849.78359.31310242244.515.225.05
276vit_relpos_small_patch16_rpn_2242814.18363.8610242244.5913.0521.97
277densenet121d2808.28364.62410242243.117.78.0
278cspresnet502805.19365.02410242564.5411.521.62
279vit_relpos_small_patch16_2242800.45365.64310242244.5913.0521.98
280gcresnext50ts2798.56365.8910242563.7515.4615.67
281vit_srelpos_small_patch16_2242795.09366.34310242244.5912.1621.97
282coat_lite_mini2774.65369.04410242242.012.2511.01
283haloregnetz_b2774.49369.06410242241.9711.9411.68
284vit_base_patch32_plus_2562772.64369.3110242567.797.76119.48
285rexnet_2002762.14278.0347682241.5614.9116.37
286res2net50_26w_4s2757.69371.31310242244.2812.6125.7
287seresnext50_32x4d2741.98373.4410242244.2614.4227.56
288gluon_seresnext50_32x4d2737.7374.02410242244.2614.4227.56
289legacy_seresnext50_32x4d2737.27374.08310242244.2614.4227.56
290xcit_tiny_24_p16_224_dist2733.14374.64810242242.3411.8212.12
291xcit_tiny_24_p16_2242731.46374.87910242242.3411.8212.12
292xcit_nano_12_p16_384_dist2727.34375.44510243841.6412.153.05
293dla60x2724.01375.90310242243.5413.817.35
294gcresnet50t2718.77376.62810242565.4214.6725.9
295vgg11_bn2701.91189.4865122247.627.44132.87
296visformer_small2695.9379.82510242244.8811.4340.22
297lambda_resnet26rpt_2562689.85380.67910242563.1611.8710.99
298mixnet_l2682.98286.2377682240.5810.847.33
299resnetblur502682.32381.74610242245.1612.0225.56
300vovnet57a2674.97382.79710242248.957.5236.64
301efficientnet_lite32659.04192.545123001.6521.858.2
302cspresnet50d2649.78386.43410242564.8612.5521.64
303seresnetaa50d2644.86387.15410242245.412.4628.11
304efficientnetv2_rw_t2633.28388.85610242883.1916.4213.65
305cspresnet50w2624.25390.19510242565.0412.1928.12
306twins_svt_small2599.22393.95110242242.9413.7524.06
307tf_efficientnetv2_b32587.08395.810243003.0415.7414.36
308nf_regnet_b22583.08396.41310242721.229.2714.31
309vit_base_resnet26d_2242575.01397.65610242246.9713.16101.4
310ese_vovnet57b2572.63398.02410242248.957.5238.61
311fbnetv3_g2570.51398.35310242881.7721.0916.62
312gc_efficientnetv2_rw_t2557.73400.34210242883.216.4513.68
313tf_mixnet_l2550.98301.0477682240.5810.847.33
314nf_regnet_b12527.71405.09810242881.029.210.22
315res2net50_14w_8s2514.56407.21710242244.2113.2825.06
316inception_v32512.32407.57910242995.738.9723.83
317densenetblur121d2509.93407.96710242243.117.98.0
318adv_inception_v32509.35408.05710242995.738.9723.83
319tf_inception_v32505.31408.71410242995.738.9723.83
320gluon_inception_v32501.93409.27110242995.738.9723.83
321resnetblur50d2498.32409.86310242245.412.8225.58
322nf_ecaresnet502492.25410.86210242244.2111.1325.56
323nf_seresnet502488.35411.50610242244.2111.1328.09
324resmlp_24_2242465.19415.37110242245.9610.9130.02
325resmlp_24_distilled_2242463.93415.58410242245.9610.9130.02
326mobilevit_s2450.02313.4567682562.0319.945.58
327regnetx_0322449.76417.98810242243.211.3715.3
328cspresnext502440.84419.51510242564.0515.8620.57
329dla60_res2net2430.52421.29610242244.1512.3420.85
330resnest14d2424.63422.3210242242.767.3310.61
331densenet1692421.68422.83510242243.47.314.15
332convnext_tiny_hnfd2418.1423.4610242244.4713.4428.59
333convnext_tiny_hnf2414.45424.10110242244.4713.4428.59
334tf_efficientnet_lite32396.12213.6685123001.6521.858.2
335sehalonet33ts2392.73427.95110242563.5514.713.69
336efficientnet_cc_b0_4e2389.83428.4710242240.419.4213.31
337efficientnet_cc_b0_8e2386.88429.010242240.429.4224.01
338convnext_tiny_in22ft1k2380.94430.06810242244.4713.4428.59
339convnext_tiny2379.5430.32910242244.4713.4428.59
340regnetz_b162348.93435.92910242882.3916.439.72
341resnetv2_1012321.74441.03610242247.8316.2344.54
342convnext_nano2304.31444.3710242884.0613.8415.59
343tf_efficientnet_cc_b0_4e2293.39446.48810242240.419.4213.31
344semobilevit_s2279.96336.8367682562.0319.955.74
345gluon_resnet101_v1b2249.95455.10810242247.8316.2344.55
346tv_resnet1012246.24455.86110242247.8316.2344.55
347resnet1012246.09455.89110242247.8316.2344.55
348mobilevitv2_1252233.52343.8427682562.8620.17.48
349skresnet502232.97458.56910242244.1112.525.8
350ecaresnet26t2203.93464.61110243205.2416.4416.01
351resnetv2_101d2180.36469.63510242248.0717.0444.56
352gluon_resnet101_v1c2174.26470.95210242248.0817.0444.57
353twins_pcpvt_small2160.75473.89710242243.8318.0824.11
354xcit_small_12_p16_224_dist2141.07478.25310242244.8212.5826.25
355xcit_small_12_p16_2242140.23478.44110242244.8212.5826.25
356cs3darknet_focus_x2138.85478.7510242568.0310.6935.02
357edgenext_small2120.03482.99810243201.9714.165.59
358gluon_resnet101_v1d2116.52483.810242248.0817.0444.57
359tf_efficientnet_cc_b0_8e2114.86484.18110242240.429.4224.01
360vgg132106.04486.207102422411.3112.25133.05
361skresnet50d2104.19486.63710242244.3613.3125.82
362xcit_nano_12_p8_224_dist2091.47489.59410242242.1615.713.05
363xcit_nano_12_p8_2242088.8490.22210242242.1615.713.05
364sebotnet33ts_2562061.15248.3925122563.8917.4613.7
365efficientnet_b0_gn2058.74373.0327682240.426.755.29
366wide_resnet50_22057.11497.774102422411.4314.468.88
367dla1022034.05503.41610242247.1914.1833.27
368vit_base_resnet50d_2242032.15503.88710242248.7316.92110.97
369resnet51q2003.15511.18110242888.0720.9435.7
370legacy_seresnet1011997.44512.64310242247.6115.7449.33
371regnetx_0401987.99515.0810242243.9912.222.12
372gmlp_s16_2241983.97516.12410242244.4215.119.42
373res2net50_26w_6s1970.9519.54610242246.3315.2837.05
374resnetaa101d1964.05521.36110242249.1217.5644.57
375gluon_resnet101_v1s1954.76523.83510242249.1918.6444.67
376seresnet1011951.77524.63910242247.8416.2749.33
377repvgg_b11949.45525.265102422413.1610.6457.42
378crossvit_small_2401948.12525.62310242405.6318.1726.86
379cs3sedarknet_xdw1942.13527.24410242565.9717.1821.6
380resnetaa501934.76529.25410242888.5219.2425.56
381swin_tiny_patch4_window7_2241924.88531.96610242244.5117.0628.29
382resnext101_32x4d1924.17532.16610242248.0121.2344.18
383ssl_resnext101_32x4d1923.99532.21510242248.0121.2344.18
384poolformer_s241923.48532.35510242243.4110.6821.39
385gluon_resnext101_32x4d1922.64532.58710242248.0121.2344.18
386swsl_resnext101_32x4d1922.44532.64410242248.0121.2344.18
387vit_relpos_medium_patch16_cls_2241918.8533.65510242248.0318.2438.76
388vit_relpos_medium_patch16_rpn_2241917.82533.92710242247.9717.0238.73
389vit_relpos_medium_patch16_2241911.97535.5610242247.9717.0238.75
390vit_srelpos_medium_patch16_2241908.42536.55910242247.9616.2138.74
391resnest50d_1s4x24d1891.51541.35510242244.4313.5725.68
392darknet531883.2407.80576828811.7815.6841.61
393gmixer_24_2241881.95544.10410242245.2814.4524.72
394darknetaa531875.8409.41476828810.0815.6836.02
395densenet2011868.67547.97110242244.347.8520.01
396halonet50ts1867.02548.45610242565.319.222.73
397mobilevitv2_1501865.71274.4165122564.0924.1110.59
398mobilevitv2_150_in22ft1k1864.94274.5295122564.0924.1110.59
399tf_efficientnet_b3_ns1862.24274.9275123001.8723.8312.23
400tf_efficientnet_b31861.19275.0815123001.8723.8312.23
401tf_efficientnet_b3_ap1860.71275.1535123001.8723.8312.23
402nf_resnet1011854.11552.27310242248.0116.2344.55
403dla102x1853.94552.32210242245.8919.4226.31
404ecaresnet101d1853.67552.40510242248.0817.0744.57
405vgg13_bn1850.18276.71851222411.3312.25133.05
406cspdarknet531837.13418.0327682566.5716.8127.64
407efficientnet_b3a1829.01279.9215123202.0126.5212.23
408efficientnet_b31828.85279.9465123202.0126.5212.23
409mixnet_xl1821.62281.0575122240.9314.5711.9
410resnet61q1810.56565.55910242889.8721.5236.85
411vit_small_r26_s32_2241806.33566.88310242243.569.8536.43
412xcit_tiny_12_p16_384_dist1805.03567.2910243843.6418.266.72
413edgenext_small_rw1803.36567.81310243202.4614.857.83
414crossvit_15_2401792.63571.21710242405.8119.7727.53
415resnest26d1781.59574.75310242243.649.9717.07
416nf_resnet501773.35577.42510242886.8818.3725.56
417hrnet_w181766.17579.77310242244.3216.3121.3
418crossvit_15_dagger_2401755.64583.2510242406.1320.4328.21
419swin_s3_tiny_2241746.31586.36410242244.6419.1328.33
420resnetblur101d1744.07587.1210242249.1217.9444.57
421res2net101_26w_4s1715.56596.87510242248.118.4545.21
422cait_xxs24_2241707.34599.7510242242.5320.2911.96
423nf_regnet_b31702.33601.51610243202.0514.6118.59
424seresnext101_32x4d1701.46601.82510242248.0221.2648.96
425gluon_seresnext101_32x4d1701.17601.92710242248.0221.2648.96
426legacy_seresnext101_32x4d1697.89603.0910242248.0221.2648.96
427resnetv2_50d_frn1691.2605.47510242244.3311.9225.59
428vgg161690.51605.724102422415.4713.56138.36
429repvgg_b1g41670.27613.06410242248.1510.6439.97
430res2net50_26w_8s1662.2616.03810242248.3717.9548.4
431resmlp_36_2241656.29618.23710242248.9116.3344.69
432resmlp_36_distilled_2241655.44618.55310242248.9116.3344.69
433regnetz_c161654.15309.5145123203.9225.8813.46
434sequencer2d_s1646.91621.75610242244.9611.3127.65
435efficientnet_b0_g8_gn1636.03469.4187682240.666.756.56
436botnet50ts_2561633.5313.4245122565.5422.2322.74
437vit_large_patch32_2241629.91628.244102422415.3913.3306.54
438ese_vovnet39b_evos1627.7629.09610242247.076.7424.58
439cs3darknet_x1627.54629.156102428810.614.3635.05
440resnetv2_50d_evob1620.95631.71310242244.3311.9225.59
441efficientnet_cc_b1_8e1619.01632.47110242400.7515.4439.72
442resnetv2_1521614.21634.351102422411.5522.5660.19
443xception41p1587.33322.5435122999.2539.8626.91
444regnetx_0641586.15484.187682246.4916.3726.21
445coat_lite_small1583.04646.8410242243.9622.0919.84
446swinv2_cr_tiny_2241581.48647.48110242244.6628.4528.33
447xception1578.2486.6197682998.435.8322.86
448gluon_resnet152_v1b1573.68650.689102422411.5622.5660.19
449tv_resnet1521573.22650.883102422411.5622.5660.19
450resnetv2_50x1_bit_distilled1572.94650.99710242244.2311.1125.55
451resnet1521571.71651.505102422411.5622.5660.19
452tf_efficientnet_cc_b1_8e1564.9654.34410242400.7515.4439.72
453halo2botnet50ts_2561559.2656.73210242565.0221.7822.64
454mixer_l32_2241558.59656.992102422411.2719.86206.94
455vit_tiny_patch16_3841557.53657.44110243844.725.395.79
456mobilevitv2_1751554.07329.4475122565.5428.1314.25
457swinv2_cr_tiny_ns_2241551.84659.84710242244.6628.4528.33
458mobilevitv2_175_in22ft1k1551.58329.9735122565.5428.1314.25
459vit_base_patch32_3841550.87660.263102438413.0616.588.3
460cs3sedarknet_x1549.02661.048102428810.614.3735.4
461resnetv2_152d1545.41662.596102422411.823.3660.2
462nf_ecaresnet1011540.66664.63910242248.0116.2744.55
463nf_seresnet1011538.7665.48310242248.0216.2749.33
464gluon_resnet152_v1c1536.27666.538102422411.823.3660.21
465efficientnet_el1524.59335.8185123008.030.710.59
466efficientnet_el_pruned1523.29336.1055123008.030.710.59
467gluon_resnet152_v1d1508.62678.753102422411.823.3660.21
468vgg16_bn1504.44340.31551222415.513.56138.37
469twins_pcpvt_base1494.56685.13910242246.6825.2543.83
470tf_efficientnet_el1481.51345.5825123008.030.710.59
471cs3edgenet_x1479.52692.101102428814.5916.3647.82
472vit_base_r26_s32_2241479.31692.20210242246.8112.36101.38
473skresnext50_32x4d1465.64698.65710242244.517.1827.48
474convnext_small1452.43705.01210242248.7121.5650.22
475convnext_small_in22ft1k1450.42705.98710242248.7121.5650.22
476hrnet_w321444.27708.99110242248.9722.0241.23
477ese_vovnet99b1442.7709.767102422416.5111.2763.2
478mixer_b16_2241424.87718.648102422412.6214.5359.88
479gluon_resnet152_v1s1424.84718.665102422412.9224.9660.32
480ecaresnet50t1422.0720.110243208.8224.1325.57
481mixer_b16_224_miil1421.45720.381102422412.6214.5359.88
482vgg191411.57725.42102422419.6314.86143.67
483regnety_0321398.62732.13710242885.2918.6119.44
484convit_small1398.4732.25410242245.7617.8727.78
485nest_tiny1387.46553.5167682245.8325.4817.06
486legacy_seresnet1521382.46740.694102422411.3322.0866.82
487dla1691382.4740.729102422411.620.253.39
488xcit_tiny_12_p8_2241374.74744.85810242244.8123.66.71
489xcit_tiny_12_p8_224_dist1374.04745.23610242244.8123.66.71
490densenet1611366.11749.56310242247.7911.0628.68
491jx_nest_tiny1362.5563.6567682245.8325.4817.06
492seresnet1521361.36752.174102422411.5722.6166.82
493mobilevitv2_200_in22ft1k1354.63283.4613842567.2232.1518.45
494mobilevitv2_2001354.25283.543842567.2232.1518.45
495xception411347.67379.9035122999.2839.8626.97
496inception_v41323.37773.767102429912.2815.0942.68
497twins_svt_base1316.07778.05910242248.5926.3356.07
498vit_small_resnet50d_s16_2241305.38784.435102422413.4824.8257.53
499dpn921303.44785.60110242246.5418.2137.67
500tresnet_m1297.91788.94710242245.747.3131.39
501poolformer_s361296.72789.67410242245.015.8230.86
502sequencer2d_m1285.21796.74510242246.5514.2638.31
503crossvit_18_2401273.5804.07210242409.0526.2643.27
504regnetx_0801271.94805.05610242248.0214.0639.57
505dla102x21271.93402.5245122249.3429.9141.28
506vgg19_bn1265.83404.46751222419.6614.86143.68
507efficientnet_lite41263.67303.8673843804.0445.6613.01
508crossvit_18_dagger_2401245.15822.37510242409.527.0344.27
509res2next501241.53824.77510242244.213.7124.67
510volo_d1_2241235.2829.010242246.9424.4326.63
511efficientnetv2_s1221.73838.14110243848.4435.7721.46
512resnest50d1214.35843.23310242245.414.3627.48
513tf_efficientnetv2_s_in21ft1k1191.03859.74110243848.4435.7721.46
514tf_efficientnetv2_s1191.03859.74810243848.4435.7721.46
515dpn981188.11861.858102422411.7325.261.57
516mixnet_xxl1187.83323.2673842242.0423.4323.96
517swin_small_patch4_window7_2241183.48865.22710242248.7727.4749.61
518regnetz_d81180.44867.45810243206.1937.0823.37
519hrnet_w301180.28867.57610242248.1521.2137.71
520gluon_resnext101_64x4d1176.11870.653102422415.5231.2183.46
521efficientnetv2_rw_s1166.72877.65810243848.7238.0323.94
522tf_efficientnet_lite41164.88329.6363843804.0445.6613.01
523swinv2_tiny_window8_2561158.39883.97110242565.9624.5728.35
524wide_resnet101_21155.6886.11102422422.821.23126.89
525repvgg_b21154.84886.691102422420.4512.989.02
526vit_base_patch16_224_miil1153.59887.648102422417.5823.986.54
527resnet50_gn1150.43890.08310242244.1411.1125.56
528resnet2001149.46890.84102422415.0732.1964.67
529cait_xxs36_2241148.13891.87310242243.7730.3417.3
530xception65p1140.81448.79151229913.9152.4839.82
531regnetz_0401140.64336.6413843206.3537.7827.12
532xcit_small_24_p16_224_dist1137.7900.04910242249.123.6447.67
533xcit_small_24_p16_2241136.58900.93410242249.123.6447.67
534regnetz_040h1135.68338.1113843206.4337.9428.94
535deit_base_patch16_2241133.84903.113102422417.5823.986.57
536vit_base_patch16_2241133.45903.419102422417.5823.986.57
537vit_base_patch16_224_sam1132.11904.493102422417.5823.986.57
538regnetz_d321128.13907.67910243209.3337.0827.58
539dla60_res2next1127.83907.92210242243.4913.1717.03
540eca_nfnet_l01126.64908.8810242887.1217.2924.14
541resnetrs1011123.2911.667102428813.5628.5363.62
542nfnet_l01123.1911.74710242887.1317.2935.07
543cs3se_edgenet_x1120.46913.898102432018.0120.2150.72
544deit_base_distilled_patch16_2241119.36914.798102422417.6824.0587.34
545vit_base_patch16_rpn_2241111.53921.235102422417.4923.7586.54
546inception_resnet_v21108.79923.511102429913.1825.0655.84
547ens_adv_inception_resnet_v21107.31924.747102429913.1825.0655.84
548deit3_base_patch16_2241093.88936.101102422417.5823.986.59
549deit3_base_patch16_224_in21ft1k1092.45937.33102422417.5823.986.59
550gluon_seresnext101_64x4d1088.94940.353102422415.5331.2588.23
551vit_relpos_base_patch16_clsgap_2241081.95946.422102422417.625.1286.43
552vit_relpos_base_patch16_cls_2241081.77946.586102422417.625.1286.43
553vit_relpos_base_patch16_rpn_2241080.35947.826102422417.5124.9786.41
554vit_relpos_base_patch16_2241079.52948.56102422417.5124.9786.43
555tnt_s_patch16_2241078.48949.4710242245.2424.3723.76
556twins_pcpvt_large1066.87959.80110242249.8435.8260.99
557ssl_resnext101_32x8d1054.92970.677102422416.4831.2188.79
558resnext101_32x8d1054.71970.869102422416.4831.2188.79
559ig_resnext101_32x8d1054.19971.349102422416.4831.2188.79
560swsl_resnext101_32x8d1053.69971.812102422416.4831.2188.79
561beit_base_patch16_2241049.2975.962102422417.5823.986.53
562resnest50d_4s2x40d1042.05982.66610242244.417.9430.42
563coat_tiny1040.04984.56610242244.3527.25.5
564resnet101d1029.19994.942102432016.4834.7744.57
565convnext_base1012.721011.124102422415.3828.7588.59
566convnext_base_in22ft1k1011.751012.088102422415.3828.7588.59
567efficientnet_b4993.87386.3563843844.5150.0419.34
568pit_b_224992.43515.89551222412.4232.9473.76
569pit_b_distilled_224988.79517.79151222412.533.0774.79
570gluon_xception65981.26521.76451229913.9652.4839.92
571xception65975.37524.91851229913.9652.4839.92
572vit_small_patch16_36x1_224973.921051.404102422413.7135.6964.67
573repvgg_b3972.061053.416102422429.1615.1123.09
574repvgg_b2g4969.391056.316102422412.6312.961.76
575xcit_tiny_24_p16_384_dist969.371056.34510243846.8734.2912.12
576swinv2_cr_small_224967.971057.86910242249.0750.2749.7
577swinv2_cr_small_ns_224957.861069.03410242249.0850.2749.7
578vit_small_patch16_18x2_224951.031076.715102422413.7135.6964.67
579twins_svt_large923.661108.616102422415.1535.199.27
580tf_efficientnet_b4922.69416.1643843804.4949.4919.34
581tf_efficientnet_b4_ap922.5416.2473843804.4949.4919.34
582tf_efficientnet_b4_ns922.41416.2893843804.4949.4919.34
583hrnet_w40910.461124.691102422412.7525.2957.56
584regnetz_b16_evos903.54849.987682882.3616.439.74
585cait_s24_224902.241134.94110242249.3540.5846.92
586nfnet_f0901.61135.748102425612.6218.0571.49
587nf_regnet_b4900.781136.7810243844.728.6130.21
588poolformer_m36896.531142.17410242248.822.0256.17
589nest_small884.77868.00676822410.3540.0438.35
590hrnet_w48875.561169.527102422417.3428.5677.47
591jx_nest_small874.29878.4176822410.3540.0438.35
592dpn131866.661181.531102422416.0932.9779.25
593swin_s3_small_224854.8898.4437682249.4337.8449.74
594regnety_040854.48898.7827682886.6120.320.65
595regnetv_040854.18899.0937682886.620.320.64
596regnety_080846.16605.07151228813.2229.6939.18
597resnetv2_50d_evos844.231212.92910242887.1519.725.59
598coat_mini836.761223.74810242246.8233.6810.34
599swin_base_patch4_window7_224836.191224.59102422415.4736.6387.77
600repvgg_b3g4835.51225.597102422417.8915.183.83
601sequencer2d_l832.911229.40710242249.7422.1254.3
602dm_nfnet_f0831.161232.004102425612.6218.0571.49
603mobilevitv2_150_384_in22ft1k826.94309.5662563849.254.2510.59
604gmlp_b16_224825.631240.256102422415.7830.2173.08
605convnext_tiny_384_in22ft1k814.55628.55351238413.1439.4828.59
606xcit_medium_24_p16_224_dist812.181260.787102422416.1331.7184.4
607xcit_medium_24_p16_224812.161260.822102422416.1331.7184.4
608regnetx_120810.53631.67451222412.1321.3746.11
609xcit_small_12_p16_384_dist800.291279.521102438414.1436.5126.25
610densenet264798.841281.845102422412.9512.872.69
611hrnet_w44790.451295.441102422414.9426.9267.06
612crossvit_base_240787.5975.22676824021.2236.33105.03
613regnety_120783.87653.15451222412.1421.3851.82
614swinv2_tiny_window16_256765.77668.5995122566.6839.0228.35
615resnetv2_50d_gn751.141022.4277682887.2419.725.57
616xception71749.93682.72151229918.0969.9242.34
617vit_large_r50_s32_224739.741384.252102422419.5824.41328.99
618vit_base_patch16_plus_240737.951387.618102424027.4133.08117.56
619dpn107736.421390.497102422418.3833.4686.92
620resnet152d736.091391.121102432024.0847.6760.21
621ecaresnet200d730.761401.271102425620.043.1564.69
622seresnet200d728.631405.363102425620.0143.1571.86
623vit_relpos_base_patch16_plus_240727.741407.074102424027.334.33117.38
624xcit_tiny_24_p8_224725.691411.0610242249.2145.3912.11
625xcit_tiny_24_p8_224_dist725.661411.10810242249.2145.3912.11
626hrnet_w64719.991422.231102422428.9735.09128.06
627regnety_040s_gn719.081068.0187682244.0312.2920.65
628xcit_nano_12_p8_384_dist713.491435.19110243846.3446.083.05
629swinv2_small_window8_256712.511437.16102425611.5840.1449.73
630convit_base706.351449.693102422417.5231.7786.54
631resnext101_64x4d704.571090.00776828825.6651.5983.46
632swin_s3_base_224695.141473.064102422413.6948.2671.13
633vit_small_patch16_384693.621107.21776838415.5250.7822.2
634tnt_b_patch16_224691.831480.107102422414.0939.0165.41
635swinv2_cr_base_224689.841484.394102422415.8659.6687.88
636regnety_064684.37748.12251228810.5627.1130.58
637swinv2_cr_base_ns_224683.961497.137102422415.8659.6687.88
638volo_d2_224679.941506.002102422414.3441.3458.68
639mobilevitv2_175_384_in22ft1k679.77376.58625638412.4763.2914.25
640regnetv_064678.0755.14951228810.5527.1130.58
641poolformer_m48676.061514.652102422411.5929.1773.47
642deit3_small_patch16_384669.711146.75276838415.5250.7822.21
643deit3_small_patch16_384_in21ft1k669.361147.34576838415.5250.7822.21
644legacy_senet154660.411550.529102422420.7738.69115.09
645senet154659.331553.081102422420.7738.69115.09
646gluon_senet154659.081553.657102422420.7738.69115.09
647regnetx_160650.99786.48651222415.9925.5254.28
648resnetrs152646.221584.595102432024.3448.1486.62
649seresnet152d642.191594.525102432024.0947.7266.84
650regnetz_e8633.281212.71576832015.4663.9457.7
651tresnet_l630.571623.908102422410.8811.955.99
652nest_base629.43813.4251222417.9653.3967.72
653ese_vovnet99b_iabn628.091630.325102422416.4911.2763.2
654jx_nest_base622.33822.69751222417.9653.3967.72
655vit_small_r26_s32_384613.78834.16851238410.4329.8536.47
656vit_base_r50_s16_224610.71676.739102422421.6635.2998.66
657xcit_small_12_p8_224609.861679.054102422418.6947.2126.21
658xcit_small_12_p8_224_dist609.571679.853102422418.6947.2126.21
659efficientnetv2_m603.091697.911102441618.667.554.14
660mobilevitv2_200_384_in22ft1k594.06323.18619238416.2472.3418.45
661seresnext101_32x8d590.81299.92776828827.2451.6393.57
662resnest101e588.31305.44876825613.3828.6648.28
663regnetz_c16_evos588.05870.6565123203.8625.8813.49
664convmixer_768_32578.911768.818102422419.5525.9521.11
665seresnext101d_32x8d575.361334.81276828827.6452.9593.59
666seresnet269d570.631794.5102425626.5953.6113.67
667convnext_large561.471823.764102422434.443.13197.77
668convnext_large_in22ft1k560.921825.557102422434.443.13197.77
669resnet200d544.651880.08102432031.2567.3364.69
670efficientnetv2_rw_m534.871435.85276841621.4979.6253.24
671seresnextaa101d_32x8d521.711472.05776828828.5156.4493.59
672vit_large_patch32_384517.331979.373102438445.3143.86306.63
673swinv2_base_window8_256509.012011.746102425620.3752.5987.92
674eca_nfnet_l1497.062060.113102432014.9234.4241.41
675convnext_small_384_in22ft1k496.51031.20651238425.5863.3750.22
676mixer_l16_224495.852065.122102422444.641.69208.2
677efficientnet_b5493.19519.05425645610.4698.8630.39
678halonet_h1492.19520.1152562563.051.178.1
679regnety_320483.531058.8751222432.3430.26145.05
680swin_large_patch4_window7_224480.211599.27176822434.5354.94196.53
681swinv2_small_window16_256477.231072.84251225612.8266.2949.73
682volo_d3_224474.322158.852102422420.7860.0986.33
683resnetrs200471.222173.072102432031.5167.8193.21
684tf_efficientnet_b5_ns469.35545.41925645610.4698.8630.39
685tf_efficientnet_b5_ap469.08545.73825645610.4698.8630.39
686tf_efficientnet_b5468.97545.86425645610.4698.8630.39
687xcit_tiny_12_p8_384_dist468.352186.374102438414.1369.146.71
688tresnet_xl466.162196.648102422415.1715.3478.44
689efficientnet_b3_gn464.67550.9142563202.1428.8311.73
690xcit_large_24_p16_224_dist454.832251.393102422435.8647.27189.1
691xcit_large_24_p16_224454.82251.543102422435.8647.27189.1
692tf_efficientnetv2_m_in21ft1k444.811726.54476848024.7689.8454.14
693tf_efficientnetv2_m444.791726.63376848024.7689.8454.14
694xcit_small_24_p16_384_dist426.372401.669102438426.7268.5847.67
695regnety_160422.88908.04538428826.3738.0783.59
696nf_regnet_b5413.31238.79751245611.761.9549.74
697swinv2_cr_tiny_384408.94625.99225638415.34161.0128.33
698swinv2_cr_large_224406.21890.67376822435.178.42196.68
699resnetv2_50x1_bitm400.73958.23338444816.6244.4625.55
700regnetz_d8_evos392.851954.9477683207.0338.9223.46
701convmixer_1024_20_ks9_p14390.622621.46910242245.555.5124.38
702efficientnet_b3_g8_gn373.24685.8742563203.228.8314.25
703vit_large_patch16_224370.722762.206102422461.663.52304.33
704convnext_xlarge_in22ft1k368.81388.27551222460.9857.5350.2
705crossvit_15_dagger_408368.65694.42125640821.4595.0528.5
706vit_base_patch16_18x2_224361.922829.305102422452.5171.38256.73
707deit3_large_patch16_224_in21ft1k358.32857.929102422461.663.52304.37
708deit3_large_patch16_224357.822861.791102422461.663.52304.37
709swinv2_base_window16_256346.221109.10938425622.0284.7187.92
710swinv2_base_window12to16_192to256_22kft1k345.971109.89838425622.0284.7187.92
711nasnetalarge345.751110.62838433123.8990.5688.75
712convnext_base_384_in22ft1k345.741110.6338438445.2184.4988.59
713beit_large_patch16_224343.012985.299102422461.663.52304.43
714ssl_resnext101_32x16d338.921510.6551222436.2751.18194.03
715ig_resnext101_32x16d338.751511.41951222436.2751.18194.03
716swsl_resnext101_32x16d338.521512.44151222436.2751.18194.03
717tresnet_m_448325.143149.347102444822.9429.2131.39
718pnasnet5large323.981185.2538433125.0492.8986.06
719regnetx_320320.951196.43738422431.8136.3107.81
720xcit_small_24_p8_224319.263207.434102422435.8190.7847.63
721xcit_small_24_p8_224_dist319.163208.44102422435.8190.7847.63
722volo_d1_384315.831621.09851238422.75108.5526.78
723nfnet_f1306.713338.679102432035.9746.77132.63
724ecaresnet269d304.873358.754102435250.25101.25102.09
725volo_d4_224303.383375.331102422444.3480.22192.96
726xcit_medium_24_p16_384_dist297.672580.01376838447.3991.6484.4
727resnetrs270296.933448.599102435251.13105.48129.86
728resnetv2_152x2_bit_teacher290.642642.47276822446.9545.11236.34
729vit_base_patch16_384289.221327.69638438455.54101.5686.86
730deit_base_patch16_384289.041328.50238438455.54101.5686.86
731deit_base_distilled_patch16_384285.121346.80638438455.65101.8287.63
732dm_nfnet_f1282.583623.721102432035.9746.77132.63
733deit3_base_patch16_384281.041366.34138438455.54101.5686.88
734deit3_base_patch16_384_in21ft1k280.921366.91838438455.54101.5686.88
735efficientnet_b6279.71457.61112852819.4167.3943.04
736cait_xxs24_384275.03723.57310243849.63122.6612.03
737vit_large_patch14_224271.583770.566102422481.0888.79304.2
738crossvit_18_dagger_408269.56712.25919240832.47124.8744.61
739tf_efficientnet_b6_ap267.5478.49512852819.4167.3943.04
740tf_efficientnet_b6267.48478.53412852819.4167.3943.04
741tf_efficientnet_b6_ns267.38478.71512852819.4167.3943.04
742efficientnetv2_l254.552011.40251248056.4157.99118.52
743resnetv2_101x1_bitm252.461521.02538444831.6564.9344.54
744tf_efficientnetv2_l251.412036.49651248056.4157.99118.52
745tf_efficientnetv2_l_in21ft1k251.092039.12251248056.4157.99118.52
746swinv2_cr_small_384250.51021.95125638429.7298.0349.7
747beit_base_patch16_384248.361546.14338438455.54101.5686.74
748xcit_tiny_24_p8_384_dist246.64152.437102438427.05132.9512.11
749vit_large_r50_s32_384246.122080.30851238457.4376.52329.09
750eca_nfnet_l2237.093239.21476838430.0568.2856.72
751resmlp_big_24_224228.254486.351024224100.2387.31129.14
752resmlp_big_24_224_in22ft1k227.964491.9081024224100.2387.31129.14
753resmlp_big_24_distilled_224227.944492.4711024224100.2387.31129.14
754xcit_medium_24_p8_224_dist222.273455.2976822463.53121.2384.32
755xcit_medium_24_p8_224222.273455.23976822463.53121.2384.32
756swin_base_patch4_window12_384221.01868.73219238447.19134.7887.9
757swinv2_large_window12to16_192to256_22kft1k212.321205.69925625647.81121.53196.74
758xcit_small_12_p8_384_dist207.321852.2238438454.92138.2926.21
759resnest200e201.892536.05651232035.6982.7870.2
760volo_d5_224200.395110.009102422472.4118.11295.46
761resnetrs350194.783942.98976838477.59154.74163.96
762convnext_large_384_in22ft1k191.431337.313256384101.1126.74197.77
763cait_xs24_384190.04042.08876838419.28183.9826.67
764vit_base_patch8_224188.231360.0425622478.22161.6986.58
765cait_xxs36_384183.875569.221102438414.35183.717.37
766swinv2_cr_base_384178.691432.60825638450.57333.6887.88
767vit_base_r50_s16_384176.731448.50925638467.43135.0398.95
768vit_base_resnet50_384176.721448.63925638467.43135.0398.95
769volo_d2_384176.172179.69638438446.17184.5158.87
770swinv2_cr_huge_224175.722185.293384224115.97121.08657.83
771nfnet_f2172.685929.942102435263.2279.06193.78
772xcit_large_24_p16_384_dist168.333041.628512384105.35137.17189.1
773densenet264d_iabn166.376155.083102422413.4714.072.74
774efficientnet_b7161.46594.5749660038.33289.9466.35
775efficientnetv2_xl159.282410.89438451293.85247.32208.12
776dm_nfnet_f2159.164825.44576835263.2279.06193.78
777tf_efficientnetv2_xl_in21ft1k158.052429.57238451293.85247.32208.12
778tf_efficientnet_b7155.86615.9389660038.33289.9466.35
779tf_efficientnet_b7_ap155.83616.0299660038.33289.9466.35
780tf_efficientnet_b7_ns155.78616.2489660038.33289.9466.35
781tresnet_l_448151.996737.079102444843.547.5655.99
782cait_s24_384148.323451.87151238432.17245.3147.06
783vit_huge_patch14_224146.386995.6061024224167.4139.41632.05
784ig_resnext101_32x32d143.031789.86825622487.2991.12468.53
785resnetrs420142.895374.778768416108.45213.79191.89
786deit3_huge_patch14_224142.287197.121024224167.4139.41632.13
787deit3_huge_patch14_224_in21ft1k142.067208.2641024224167.4139.41632.13
788eca_nfnet_l3132.473864.97751244852.55118.472.04
789swin_large_patch4_window12_384130.79978.633128384104.08202.16196.74
790convnext_xlarge_384_in22ft1k126.142029.4256384179.2168.99350.2
791xcit_large_24_p8_224125.64076.305512224141.23181.56188.93
792xcit_large_24_p8_224_dist125.514079.48512224141.23181.56188.93
793tresnet_xl_448111.879153.659102444860.6561.3178.44
794xcit_small_24_p8_384_dist108.623535.115384384105.24265.9147.63
795swinv2_cr_large_384108.251182.395128384108.95404.96196.68
796efficientnet_b8101.79943.0759667263.48442.8987.41
797resnetv2_50x3_bitm101.11266.075128448145.7133.37217.32
798cait_s36_38499.175162.79151238447.99367.468.37
799tf_efficientnet_b898.82971.4169667263.48442.8987.41
800tf_efficientnet_b8_ap98.81971.5189667263.48442.8987.41
801resnetv2_152x2_bit_teacher_38498.492599.208256384136.16132.56236.34
802vit_large_patch16_38497.652621.481256384191.21270.24304.72
803vit_giant_patch14_22495.78025.142768224267.18192.641012.61
804deit3_large_patch16_38494.922697.101256384191.21270.24304.76
805deit3_large_patch16_384_in21ft1k94.922697.083256384191.21270.24304.76
806swinv2_base_window12to24_192to384_22kft1k94.52677.0876438455.25280.3687.92
807nfnet_f393.848184.276768416115.58141.78254.92
808resnest269e93.314115.18338441677.69171.98110.93
809dm_nfnet_f386.565914.801512416115.58141.78254.92
810beit_large_patch16_38484.773019.757256384191.21270.24305.0
811volo_d3_44876.332515.26919244896.33446.8386.63
812xcit_medium_24_p8_384_dist75.973369.835256384186.67354.7384.32
813ig_resnext101_32x48d74.472578.247192224153.57131.06828.41
814resnetv2_152x2_bitm72.952631.902192448184.99180.43236.34
815tf_efficientnet_l2_ns_47563.131013.71364475172.11609.89480.31
816resnetv2_101x3_bitm60.062131.166128448280.33194.78387.93
817swinv2_large_window12to24_192to384_22kft1k59.82802.45948384116.15407.83196.74
818vit_gigantic_patch14_22457.648883.342512224483.95275.371844.44
819volo_d4_44856.093423.322192448197.13527.35193.41
820convmixer_1536_2053.9518979.912102422448.6833.0351.63
821swinv2_cr_giant_22450.562531.46128224483.85309.152598.76
822nfnet_f449.9310254.329512512216.26262.26316.07
823swinv2_cr_huge_38447.131357.90964384352.04583.18657.94
824dm_nfnet_f445.978353.673384512216.26262.26316.07
825xcit_large_24_p8_384_dist42.844481.402192384415.0531.82188.93
826volo_d5_44838.623314.317128448315.06737.92295.91
827nfnet_f537.0310370.994384544290.97349.71377.21
828dm_nfnet_f533.9311318.026384544290.97349.71377.21
829beit_large_patch16_51233.872834.40196512362.24656.39305.67
830cait_m36_38432.227945.944256384173.11734.81271.22
831nfnet_f628.3313554.319384576378.69452.2438.36
832volo_d5_51226.994742.789128512425.091105.37296.09
833dm_nfnet_f626.149792.719256576378.69452.2438.36
834resnetv2_152x4_bitm24.342629.89264480844.84414.26936.53
835efficientnet_l223.121037.88924800479.121707.39480.31
836tf_efficientnet_l2_ns22.71057.42224800479.121707.39480.31
837nfnet_f722.3411460.175256608480.39570.85499.5
838swinv2_cr_giant_38414.632187.208323841450.711394.862598.76
839cait_m48_44813.649385.159128448329.411708.23356.46