You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
pytorch-image-models/results/benchmark-infer-amp-nchw-pt...

35 KiB

1modelinfer_samples_per_secinfer_step_timeinfer_batch_sizeinfer_img_sizeparam_count
2tinynet_e47972.7621.33510241062.04
3mobilenetv3_small_05042473.4324.09910242241.59
4lcnet_03539739.3125.75610242241.64
5lcnet_05035211.029.07110242241.88
6mobilenetv3_small_07531410.332.58910242242.04
7mobilenetv3_small_10028111.3936.41610242242.54
8tf_mobilenetv3_small_minimal_10027538.8237.17310242242.04
9tinynet_d26670.1738.38410241522.34
10tf_mobilenetv3_small_07526522.9338.59710242242.04
11tf_mobilenetv3_small_10024036.6542.59110242242.54
12lcnet_07522451.7245.59810242242.36
13levit_128s19963.5251.28210242247.78
14mnasnet_small19706.2751.95210242242.03
15lcnet_10018132.5956.46110242242.95
16mobilenetv2_03517586.2358.21710242241.68
17ghostnet_05016726.561.20910242242.59
18regnetx_00216238.5663.04810242242.68
19regnety_00215227.2367.23510242243.16
20mnasnet_05015022.2468.15410242242.22
21tinynet_c14089.972.66510241842.46
22mobilenetv2_05014032.5172.96110242241.97
23levit_12813679.7774.84510242249.21
24semnasnet_05013508.9875.7910242242.08
25vit_small_patch32_22412109.8884.548102422422.88
26mixer_s32_22411702.1587.494102422419.1
27levit_19211695.3987.545102422410.95
28lcnet_15011564.8688.53310242244.5
29mobilenetv3_large_07511407.3389.75510242243.99
30gernet_s10837.8194.47310242248.17
31vit_tiny_r_s16_p8_22410598.1496.60910242246.34
32mobilenetv3_rw10164.28100.73310242245.48
33tf_mobilenetv3_large_07510125.76101.11710242243.99
34regnetx_00410069.8101.67810242245.16
35mobilenetv3_large_10010017.28102.21210242245.48
36mobilenetv3_large_100_miil10014.68102.23810242245.48
37ese_vovnet19b_slim_dw9944.69102.95710242241.9
38hardcorenas_a9792.24104.56110242245.26
39mnasnet_0759774.09104.75510242243.17
40tf_mobilenetv3_large_minimal_1009771.38104.78410242243.92
41ghostnet_1009041.17113.24810242245.18
42hardcorenas_b9021.74113.49210242245.18
43tinynet_b8976.69114.06110241883.73
44swsl_resnet188971.65114.125102422411.69
45tf_mobilenetv3_large_1008954.66114.34310242245.48
46gluon_resnet18_v1b8949.74114.406102422411.69
47ssl_resnet188947.2114.439102422411.69
48resnet188927.25114.693102422411.69
49hardcorenas_c8864.36115.50610242245.52
50mobilenetv2_0758764.66116.8210242242.64
51mnasnet_1008646.99118.41110242244.38
52mnasnet_b18646.34118.42110242244.38
53semnasnet_0758603.57119.00910242242.91
54levit_2568528.42120.058102422418.89
55regnety_0048497.03120.50110242244.34
56seresnet188461.0121.015102422411.78
57hardcorenas_d8306.25123.26910242247.5
58legacy_seresnet188213.74124.658102422411.78
59regnetx_0068055.06127.11410242246.2
60mobilenetv2_1007900.5129.610242243.5
61spnasnet_1007827.4130.81110242244.42
62semnasnet_1007701.96132.94110242243.89
63mnasnet_a17678.8133.34210242243.89
64resnet18d7478.23136.919102422411.71
65levit_256d7357.48139.166102422426.21
66ghostnet_1307270.82140.82410242247.36
67regnety_0067263.32140.97110242246.06
68hardcorenas_f7222.67141.76410242248.2
69hardcorenas_e7174.56142.71510242248.07
70efficientnet_lite07057.13145.0910242244.65
71ese_vovnet19b_slim6975.46146.78910242243.17
72tinynet_a6918.13148.00410241926.19
73fbnetc_1006847.55149.53110242245.57
74tf_efficientnetv2_b06842.85149.63310242247.14
75xcit_nano_12_p16_224_dist6769.74151.2510242243.05
76xcit_nano_12_p16_2246760.61151.45410242243.05
77regnetx_0086358.56161.03110242247.26
78deit_tiny_patch16_2246350.86161.22710242245.72
79vit_tiny_patch16_2246346.8161.3310242245.72
80tf_efficientnet_lite06324.64161.89510242244.65
81deit_tiny_distilled_patch16_2246241.01164.06410242245.91
82efficientnet_b06183.5165.5910242245.29
83efficientnet_b1_pruned6044.57169.39610242406.33
84rexnet_1006031.43169.76510242244.8
85mnasnet_1406024.95169.94810242247.12
86rexnetr_1005992.24170.87610242244.88
87dla46_c5989.01170.96810242241.3
88pit_ti_distilled_2245978.67171.26410242245.1
89mobilenetv2_110d5966.33171.61810242244.52
90pit_ti_2245950.27172.08210242244.85
91regnety_0085940.31172.3710242246.26
92resnetblur185929.76172.677102422411.69
93tf_efficientnet_b05620.98182.16110242245.29
94tf_efficientnet_b0_ns5610.83182.49110242245.29
95tf_efficientnet_b0_ap5603.36182.73410242245.29
96skresnet185578.53183.549102422411.96
97regnetz_0055482.6186.76110242247.12
98semnasnet_1405325.69192.26310242246.11
99mobilenetv2_1405271.81194.22910242246.11
100resnet345239.3195.434102422421.8
101tv_resnet345236.24195.548102422421.8
102gluon_resnet34_v1b5233.7195.644102422421.8
103ese_vovnet19b_dw5190.19197.28410242246.54
104levit_3845177.17197.779102422439.13
105mobilevit_xxs5154.01198.66810242561.27
106visformer_tiny5148.77198.871102422410.32
107hrnet_w18_small5137.51199.307102422413.19
108nf_regnet_b05134.01199.44210242568.76
109seresnet344940.74207.245102422421.96
110mixnet_s4921.18208.06710242244.13
111gernet_m4881.9209.742102422421.14
112efficientnet_lite14817.11212.56510242405.42
113legacy_seresnet344790.34213.752102422421.96
114selecsls424787.26213.889102422430.35
115selecsls42b4772.45214.553102422432.46
116dla46x_c4717.05217.07110242241.07
117resnet34d4707.81217.499102422421.82
118vit_base_patch32_2244653.29220.048102422488.22
119vit_base_patch32_224_sam4636.98220.822102422488.22
120pit_xs_2244628.58221.222102422410.62
121tf_mixnet_s4615.88221.83110242244.13
122fbnetv3_b4595.16222.8310242568.6
123rexnetr_1304587.31223.21210242247.61
124pit_xs_distilled_2244586.36223.258102422411.0
125resmlp_12_distilled_2244524.79226.297102422415.35
126resmlp_12_2244522.51226.411102422415.35
127tf_efficientnetv2_b14515.62226.75610242408.14
128dla60x_c4459.55229.60710242241.32
129tf_efficientnet_lite14427.03231.29510242405.42
130mixer_b32_2244423.78231.465102422460.29
131rexnet_1304423.43231.48210242247.56
132xcit_tiny_12_p16_224_dist4363.62234.65410242246.72
133xcit_tiny_12_p16_2244352.75235.2410242246.72
134resnet264300.48238.1102422416.0
135mobilenetv2_120d4276.4239.44110242245.83
136efficientnet_es_pruned4244.8241.22510242245.44
137efficientnet_es4243.52241.29810242245.44
138repvgg_b04216.88242.821102422415.82
139selecsls604146.99246.913102422430.67
140selecsls60b4134.81247.64102422432.77
141tf_efficientnet_es4097.34249.90610242245.44
142fbnetv3_d4060.14252.196102425610.31
143efficientnet_b2_pruned4051.65252.72410242608.31
144efficientnet_b0_g16_evos3982.5257.11310242248.11
145rexnetr_1503947.19259.41410242249.78
146crossvit_tiny_2403922.12261.0710242407.01
147mixer_s16_2243902.13262.409102422418.53
148resnet26d3896.6262.781102422416.01
149dla343859.49265.307102422415.74
150ecaresnet50d_pruned3854.93265.621102422419.94
151rexnet_1503827.99267.49210242249.73
152vit_small_patch32_3843806.52269.0102438422.92
153nf_resnet263804.26269.16102422416.0
154gmixer_12_2243797.94269.608102422412.7
155efficientnet_lite23793.99269.88910242606.09
156gmlp_ti16_2243724.27274.94110242245.87
157crossvit_9_2403711.74275.86910242408.55
158regnetx_0163640.75281.24710242249.19
159efficientnet_cc_b0_4e3606.59283.912102422413.31
160efficientnet_cc_b0_8e3600.63284.383102422424.01
161crossvit_9_dagger_2403560.19287.61410242408.78
162tf_efficientnet_b1_ap3560.01287.62610242407.79
163tf_efficientnet_b13559.25287.68710242407.79
164tf_efficientnet_b1_ns3553.74288.13410242407.79
165tf_efficientnet_lite23505.87292.0710242606.09
166efficientnet_b13481.01294.15510242567.79
167poolformer_s123480.88294.166102422411.92
168vit_tiny_r_s16_p8_3843451.73148.3195123846.36
169tf_efficientnetv2_b23443.76297.337102426010.1
170tf_efficientnet_cc_b0_8e3407.59300.493102422424.01
171tf_efficientnet_cc_b0_4e3402.61300.934102422413.31
172mixnet_m3369.57303.88410242245.01
173regnety_0163343.57306.248102422411.2
174nf_seresnet263326.57307.813102422417.4
175nf_ecaresnet263308.22309.519102422416.0
176repvgg_a23284.74311.731102422428.21
177gernet_l3260.13314.086102425631.08
178tf_mixnet_m3258.23314.26910242245.01
179resnest14d3225.43317.465102422410.61
180efficientnet_b3_pruned3214.49318.54510243009.86
181convnext_nano_hnf3199.89319.999102422415.59
182skresnet343189.47321.044102422422.28
183convit_tiny3117.16328.4910242245.71
184resnext26ts3098.65330.453102425610.3
185legacy_seresnext26_32x4d3086.27331.78102422416.79
186nf_regnet_b13049.58335.771102428810.22
187resnet26t3040.5336.774102425616.01
188seresnext26ts3026.32338.35102425610.39
189eca_resnext26ts3023.05338.719102425610.3
190gcresnext26ts2976.22344.049102425610.48
191ecaresnet101d_pruned2954.94346.526102422424.88
192nf_regnet_b22933.65349.041102427214.31
193mobilevit_xs2913.13175.7445122562.32
194seresnext26tn_32x4d2898.81353.236102422416.81
195seresnext26t_32x4d2897.48353.398102422416.81
196ecaresnext26t_32x4d2893.22353.918102422415.41
197ecaresnext50t_32x4d2891.83354.088102422415.41
198seresnext26d_32x4d2884.91354.937102422416.81
199ecaresnetlight2878.45355.733102422430.16
200pit_s_2242872.59356.46102422423.46
201deit_small_patch16_2242853.43358.855102422422.05
202pit_s_distilled_2242851.86359.052102422424.04
203vit_small_patch16_2242845.41359.865102422422.05
204tf_efficientnet_b2_ap2814.51363.81410242609.11
205tf_efficientnet_b2_ns2814.31363.83910242609.11
206coat_lite_tiny2814.08363.87210242245.72
207tf_efficientnet_b22813.96363.88610242609.11
208rexnetr_2002808.62182.28351222416.52
209deit_small_distilled_patch16_2242801.73365.478102422422.44
210tresnet_m2787.92367.287102422431.39
211resnetv2_502780.22368.303102422425.55
212eca_botnext26ts_2562766.45370.137102425610.59
213rexnet_2002763.52185.25951222416.37
214vit_base2_patch32_2562752.1372.0661024256119.46
215botnet26t_2562750.58372.273102425612.49
216halonet26t2727.12375.475102425612.48
217eca_halonext26ts2721.42376.262102425610.76
218swsl_resnet502693.51380.159102422425.56
219tv_resnet502687.71380.98102422425.56
220efficientnet_b0_gn2686.21381.19410242245.29
221ssl_resnet502684.8381.394102422425.56
222gluon_resnet50_v1b2682.34381.744102422425.56
223resnet502681.21381.904102422425.56
224vit_small_resnet26d_2242675.44382.728102422463.61
225efficientnet_b2a2654.03385.81610242889.11
226efficientnet_b22649.9386.41810242889.11
227coat_lite_mini2646.6386.899102422411.01
228hrnet_w18_small_v22638.47388.089102422415.6
229resnetv2_50t2621.75390.565102422425.57
230vovnet39a2620.98390.68102422422.6
231resnetv2_50d2613.09391.86102422425.57
232bat_resnext26ts2594.52394.665102425610.73
233resnet32ts2591.72395.092102425617.96
234efficientnet_em2587.13395.79210242406.9
235cspresnet502561.78399.709102425621.62
236mixnet_l2560.63199.9395122247.33
237resnet33ts2550.89401.417102425619.68
238dpn68b2548.03401.866102422412.61
239gluon_resnet50_v1c2543.04402.654102422425.58
240ese_vovnet39b2535.01403.931102422424.57
241eca_vovnet39b2533.56404.162102422422.6
242cspresnext502530.86404.592102422420.57
243legacy_seresnet502527.3405.162102422428.09
244vgg11_bn2524.72202.784512224132.87
245tf_efficientnet_em2523.81405.72310242406.9
246resnet50t2521.66406.069102422425.57
247resnet50d2517.37406.76102422425.58
248gluon_resnet50_v1d2514.4407.243102422425.58
249dpn682513.01407.467102422412.61
250selecsls842490.46411.155102422450.95
251seresnet33ts2489.53411.308102425619.78
252eca_resnet33ts2483.09412.378102425619.68
253lambda_resnet26t2479.99412.893102425610.96
254tf_mixnet_l2478.99206.5245122247.33
255twins_svt_small2475.31413.674102422424.06
256gcresnet33ts2439.7419.711102425619.88
257cspresnet50w2418.46423.398102425628.12
258seresnet502407.37425.348102422428.09
259cspresnet50d2400.89426.492102425621.64
260dla602376.63430.848102422422.04
261densenet1212346.76436.33310242247.98
262resnest26d2346.08436.46102422417.07
263tv_densenet1212345.79436.51410242247.98
264xcit_tiny_24_p16_224_dist2334.54438.616102422412.12
265xcit_nano_12_p16_384_dist2332.68438.96810243843.05
266xcit_tiny_24_p16_2242328.43439.766102422412.12
267haloregnetz_b2320.38441.294102422411.68
268resmlp_24_2242308.85443.498102422430.02
269resmlp_24_distilled_2242308.13443.636102422430.02
270resnetaa50d2295.34446.109102422425.58
271seresnet50t2282.97448.526102422428.1
272efficientnet_cc_b1_8e2282.2448.676102424039.72
273convnext_tiny2276.32449.828102422428.59
274res2net50_48w_2s2265.43451.999102422425.29
275resnetblur502265.02452.08102422425.56
276efficientnet_lite32261.44226.3935123008.2
277ecaresnet50d2260.92452.9102422425.58
278efficientnet_b0_g8_gn2259.05453.27610242246.56
279densenet121d2243.46456.42510242248.0
280resnetrs502241.6456.804102422435.69
281mobilevit_s2240.37228.5225122565.58
282regnetx_0322201.52465.118102422415.3
283visformer_small2194.82466.539102422440.22
284gluon_resnet50_v1s2193.42466.838102422425.68
285tf_efficientnet_cc_b1_8e2188.26467.941102424039.72
286vit_base_resnet26d_2242188.18467.9541024224101.4
287resnetblur50d2150.42476.173102422425.58
288gluon_inception_v32150.17476.225102429923.83
289adv_inception_v32148.48476.602102429923.83
290vovnet57a2148.25476.651102422436.64
291tf_inception_v32147.17476.894102429923.83
292inception_v32146.78476.978102429923.83
293densenetblur121d2133.31479.99210242248.0
294cspresnext50_iabn2129.31480.895102425620.57
295semobilevit_s2105.83243.1225122565.74
296seresnetaa50d2088.02490.403102422428.11
297cspdarknet53_iabn2087.26490.582102425627.64
298swsl_resnext50_32x4d2080.34492.214102422425.03
299convnext_tiny_hnf2075.56493.349102422428.59
300ese_vovnet57b2074.63493.57102422438.61
301tf_efficientnet_lite32074.49246.7955123008.2
302resnext50_32x4d2073.97493.725102422425.03
303ssl_resnext50_32x4d2073.23493.902102422425.03
304gluon_resnext50_32x4d2072.3494.125102422425.03
305tv_resnext50_32x4d2055.26498.221102422425.03
306res2net50_26w_4s2037.79502.491102422425.7
307twins_pcpvt_small2036.4502.835102422424.11
308xcit_small_12_p16_224_dist2021.26506.599102422426.25
309tf_efficientnetv2_b32020.91506.688102430014.36
310xcit_small_12_p16_2242020.4506.814102422426.25
311nf_seresnet502015.9507.948102422428.09
312skresnet502014.26508.362102422425.8
313nf_ecaresnet502005.54510.572102422425.56
314regnetx_0402003.23511.16102422422.12
315efficientnetv2_rw_t1999.8512.038102428813.65
316sehalonet33ts1991.52257.07851225613.69
317fbnetv3_g1991.44514.187102428816.62
318dla60x1986.19515.547102422417.35
319gcresnet50t1982.14516.599102425625.9
320resnext50d_32x4d1976.72518.018102422425.05
321lambda_resnet26rpt_2561950.98262.4251225610.99
322gmixer_24_2241937.61528.474102422424.72
323gc_efficientnetv2_rw_t1928.42530.993102428813.68
324res2net50_14w_8s1920.35533.22102422425.06
325skresnet50d1919.46533.468102422425.82
326densenet1691916.46534.305102422414.15
327dla60_res2net1907.38536.848102422420.85
328gcresnext50ts1902.33538.276102425615.67
329seresnext50_32x4d1902.13538.331102422427.56
330gluon_seresnext50_32x4d1901.68538.457102422427.56
331res2next501896.89539.818102422424.67
332legacy_seresnext50_32x4d1896.31539.984102422427.56
333repvgg_b1g41884.44543.384102422439.97
334resnest50d_1s4x24d1879.81544.722102422425.68
335crossvit_small_2401855.05551.992102424026.86
336nf_regnet_b31852.1552.873102432018.59
337darknet531847.62277.10251225641.61
338mixnet_xl1839.34278.34651222411.9
339dla60_res2next1829.2559.793102422417.03
340swin_tiny_patch4_window7_2241820.74562.394102422428.29
341cspdarknet531804.24283.76251225627.64
342poolformer_s241803.36567.817102422421.39
343vit_small_r26_s32_2241799.77568.949102422436.43
344xcit_nano_12_p8_224_dist1796.05570.12810242243.05
345xcit_nano_12_p8_2241795.49570.30410242243.05
346regnetz_b161791.93571.43810242889.72
347ecaresnet26t1786.82573.073102432016.01
348convnext_tiny_hnfd1744.82586.868102422428.63
349gmlp_s16_2241741.6587.951102422419.42
350sebotnet33ts_2561718.54223.43338425613.7
351crossvit_15_2401711.44598.314102424027.53
352resnetv2_1011693.03604.82102422444.54
353vit_base_resnet50d_2241670.98612.7981024224110.97
354swin_s3_tiny_2241660.14616.801102422428.33
355repvgg_b11657.85617.654102422457.42
356tv_resnet1011656.03618.332102422444.55
357gluon_resnet101_v1b1653.8619.167102422444.55
358resnet1011652.45619.673102422444.55
359tf_efficientnet_b3_ap1649.82310.32351230012.23
360tf_efficientnet_b31649.61310.36351230012.23
361tf_efficientnet_b3_ns1649.37310.40751230012.23
362crossvit_15_dagger_2401648.34621.218102424028.21
363lambda_resnet50ts1639.74624.475102425621.54
364resnetv2_101d1628.19628.906102422444.56
365efficientnet_b31614.3317.15251232012.23
366efficientnet_b3a1613.57317.29651232012.23
367gluon_resnet101_v1c1597.11641.145102422444.57
368resnest50d1586.43645.46102422427.48
369gluon_resnet101_v1d1584.97646.054102422444.57
370wide_resnet50_21583.06646.835102422468.88
371cait_xxs24_2241580.68647.808102422411.96
372dla1021573.96650.576102422433.27
373resnetv2_50x1_bit_distilled1561.81655.635102422425.55
374res2net50_26w_6s1556.3657.955102422437.05
375vit_large_patch32_2241551.79659.8691024224306.54
376resmlp_36_2241549.07661.03102422444.69
377regnetx_0801548.92661.091102422439.57
378resmlp_36_distilled_2241548.49661.277102422444.69
379halonet50ts1542.39663.891102425622.73
380legacy_seresnet1011528.82669.783102422449.33
381ese_vovnet39b_evos1523.51672.121102422424.58
382coat_lite_small1509.49678.361102422419.84
383vgg13_bn1504.09340.392512224133.05
384xcit_tiny_12_p16_384_dist1501.95681.76310243846.72
385resnetaa101d1496.92684.059102422444.57
386swin_v2_cr_tiny_2241495.36684.765102422428.33
387densenet2011488.38687.985102422420.01
388seresnet1011484.39689.83102422449.33
389vit_tiny_patch16_3841479.06692.31910243845.79
390lamhalobotnet50ts_2561474.4694.504102425622.57
391swin_v2_cr_tiny_ns_2241471.62695.817102422428.33
392vit_base_patch32_3841470.27696.459102438488.3
393vit_base_r26_s32_2241467.48697.7791024224101.38
394gluon_resnet101_v1s1452.66704.901102422444.67
395regnetx_0641450.48352.97551222426.21
396mixer_b16_2241448.87706.746102422459.88
397nf_resnet1011448.19707.076102422444.55
398mixer_b16_224_miil1446.14708.08102422459.88
399resnetv2_50d_frn1444.18709.041102422425.59
400resnetblur101d1433.31714.414102422444.57
401nf_resnet501425.83718.163102428825.56
402mixer_l32_2241425.39718.3881024224206.94
403ecaresnet101d1423.43719.375102422444.57
404hrnet_w181416.64722.817102422421.3
405convnext_small1412.23725.081102422450.22
406tresnet_l1401.27730.75102422455.99
407twins_pcpvt_base1398.04732.441102422443.83
408regnety_0321384.84739.421102428819.44
409nest_tiny1381.77370.52651222417.06
410resnet50_gn1377.54743.338102422425.56
411resnet51q1366.14749.545102428835.7
412resnetv2_50d_evob1365.49749.897102422425.59
413jx_nest_tiny1357.18377.24151222417.06
414botnet50ts_2561354.82377.89951225622.74
415xception1347.6379.92351229922.86
416dla102x1333.01768.169102422426.31
417convit_small1329.45770.231102422427.78
418halo2botnet50ts_2561327.73385.60751225622.64
419skresnext50_32x4d1314.86778.776102422427.48
420swsl_resnext101_32x4d1313.2779.762102422444.18
421ssl_resnext101_32x4d1309.86781.751102422444.18
422gluon_resnext101_32x4d1309.44781.999102422444.18
423resnext101_32x4d1308.3782.684102422444.18
424repvgg_b2g41287.88795.093102422461.76
425res2net50_26w_8s1277.42801.601102422448.4
426res2net101_26w_4s1275.83802.597102422445.21
427resnest50d_4s2x40d1267.83807.666102422430.42
428nf_seresnet1011246.67821.372102422449.33
429twins_svt_base1242.25824.296102422456.07
430nf_ecaresnet1011240.12825.715102422444.55
431vgg16_bn1239.17413.169512224138.37
432resnet61q1236.58828.077102428836.85
433eca_nfnet_l01234.82829.257102428824.14
434nfnet_l01234.39829.546102428835.07
435hrnet_w321225.86835.318102422441.23
436xception41p1219.47419.84151229926.91
437poolformer_s361217.85840.81102422430.86
438ese_vovnet99b_iabn1214.4843.2102422463.2
439crossvit_18_2401210.54845.892102424043.27
440regnetv_0401210.02423.12251228820.64
441regnety_0401209.84423.18651228820.65
442hrnet_w301208.97846.988102422437.71
443dpn921205.79849.224102422437.67
444gluon_seresnext101_32x4d1198.19854.61102422448.96
445seresnext101_32x4d1197.93854.792102422448.96
446legacy_seresnext101_32x4d1196.55855.783102422448.96
447efficientnet_el1181.26433.42451230010.59
448efficientnet_el_pruned1179.3434.14251230010.59
449ese_vovnet99b1178.02869.24102422463.2
450resnetv2_1521172.64873.226102422460.19
451crossvit_18_dagger_2401169.98875.211102424044.27
452tf_efficientnet_el1156.16442.83251230010.59
453tv_resnet1521155.28886.354102422460.19
454resnet1521153.46887.752102422460.19
455gluon_resnet152_v1b1153.39887.802102422460.19
456xcit_tiny_12_p8_224_dist1148.77891.37210242246.71
457xcit_tiny_12_p8_2241148.55891.54210242246.71
458vit_small_resnet50d_s16_2241140.9897.523102422457.53
459resnetv2_152d1140.85897.561102422460.2
460mixnet_xxl1136.05338.00238422423.96
461ecaresnet50t1133.49903.391102432025.57
462regnetz_c161132.12452.23751232013.46
463repvgg_b21129.63906.478102422489.02
464gluon_resnet152_v1c1126.87908.694102422460.21
465vit_base_patch16_224_miil1124.8910.37102422486.54
466gluon_resnet152_v1d1122.21912.468102422460.21
467volo_d1_2241121.56912.997102422426.63
468swin_small_patch4_window7_2241117.13916.62102422449.61
469regnety_040s_gn1113.45919.647102422420.65
470inception_v41099.65931.189102429942.68
471vit_base_patch16_224_sam1089.03940.269102422486.57
472xception411089.03470.13351229926.97
473vit_base_patch16_2241089.0940.3102422486.57
474deit_base_patch16_2241088.05941.117102422486.57
475xcit_small_24_p16_224_dist1079.16948.867102422447.67
476xcit_small_24_p16_2241078.82949.17102422447.67
477densenet1611076.84950.914102422428.68
478convmixer_1024_20_ks9_p141075.95951.707102422424.38
479nfnet_f01075.06952.487102425671.49
480deit_base_distilled_patch16_2241073.74953.659102422487.34
481dla1691071.22955.906102422453.39
482vgg19_bn1060.19482.919512224143.68
483cait_xxs36_2241058.79967.13102422417.3
484tnt_s_patch16_2241056.28969.422102422423.76
485legacy_seresnet1521054.79970.791102422466.82
486gluon_resnet152_v1s1052.41972.991102422460.32
487regnetx_1201048.48488.31251222446.11
488seresnet1521033.07991.203102422466.82
489tresnet_xl1032.49991.76102422478.44
490efficientnet_lite41029.33373.04738438013.01
491beit_base_patch16_2241003.861020.053102422486.53
492regnety_1201003.65510.12651222451.82
493repvgg_b3g4997.421026.637102422483.83
494twins_pcpvt_large995.781028.325102422460.99
495convnext_base984.441040.164102422488.59
496convnext_base_in22ft1k984.351040.256102422488.59
497coat_tiny976.271048.87510242245.5
498tf_efficientnet_lite4967.59396.84838438013.01
499pit_b_224954.91536.16451222473.76
500dm_nfnet_f0948.251079.874102425671.49
501pit_b_distilled_224947.46540.38151222474.79
502vit_small_patch16_36x1_224919.981113.057102422464.67
503wide_resnet101_2917.071116.5811024224126.89
504swin_v2_cr_small_224915.961117.937102422449.7
505dla102x2910.31562.43451222441.28
506resnetv2_50d_gn909.471125.915102428825.57
507efficientnetv2_s905.471130.894102438421.46
508vit_small_patch16_18x2_224899.061138.948102422464.67
509tf_efficientnetv2_s_in21ft1k889.421151.294102438421.46
510tf_efficientnetv2_s889.321151.431102438421.46
511xception65p886.31577.6651229939.82
512nest_small881.75580.65251222438.35
513twins_svt_large880.331163.185102422499.27
514repvgg_b3878.371165.7791024224123.09
515resnetrs101877.571166.842102428863.62
516jx_nest_small871.53587.45851222438.35
517efficientnetv2_rw_s866.511181.735102438423.94
518dpn98862.251187.578102422461.57
519ens_adv_inception_resnet_v2856.371195.737102429955.84
520inception_resnet_v2855.571196.844102429955.84
521nf_regnet_b4854.461198.403102438430.21
522regnetz_b16_evos853.4599.9425122889.74
523regnetx_160848.43603.45551222454.28
524regnetz_d8845.881210.552102432023.37
525cait_s24_224834.811226.608102422446.92
526gluon_resnext101_64x4d834.021227.777102422483.46
527resnet200828.191236.414102422464.67
528regnetz_040826.88464.38138432027.12
529regnetz_040h823.24466.43838432028.94
530efficientnet_b4820.41468.04638438419.34
531swin_s3_small_224817.53626.26351222449.74
532hrnet_w40816.491254.128102422457.56
533poolformer_m36815.391255.826102422456.17
534swsl_resnext101_32x8d805.271271.611102422488.79
535regnety_064803.23637.41151228830.58
536ssl_resnext101_32x8d802.861275.43102422488.79
537xcit_tiny_24_p16_384_dist802.731275.631102438412.12
538ig_resnext101_32x8d802.171276.521102422488.79
539resnext101_32x8d802.061276.704102422488.79
540regnetv_064800.43639.6451228830.58
541resnetv2_50d_evos798.97640.81351228825.59
542gluon_xception65797.15642.27751229939.92
543resnet101d796.131286.203102432044.57
544xception65795.21643.8451229939.92
545resnest101e791.92646.51351225648.28
546swin_base_patch4_window7_224791.651293.482102422487.77
547gluon_seresnext101_64x4d787.651300.055102422488.23
548coat_mini785.231304.064102422410.34
549tf_efficientnet_b4_ap782.92490.45938438019.34
550tf_efficientnet_b4782.13490.95338438019.34
551tf_efficientnet_b4_ns782.09490.97638438019.34
552regnety_080767.29667.27151228839.18
553hrnet_w44759.241348.7102422467.06
554crossvit_base_240756.03677.208512240105.03
555xcit_medium_24_p16_224_dist748.31368.42102422484.4
556xcit_medium_24_p16_224747.931369.089102422484.4
557gmlp_b16_224744.431375.538102422473.08
558hrnet_w48733.551395.939102422477.47
559tresnet_m_448727.541407.473102444831.39
560vit_large_r50_s32_224726.031410.4021024224328.99
561regnetz_d32721.751418.755102432027.58
562vit_small_patch16_384684.33748.16751238422.2
563tnt_b_patch16_224677.01512.541102422465.41
564xcit_small_12_p16_384_dist675.761515.313102438426.25
565convit_base673.781519.763102422486.54
566swin_s3_base_224663.171544.087102422471.13
567swin_v2_cr_base_224651.941570.69102422487.88
568densenet264d_iabn647.211582.161102422472.74
569efficientnet_b3_gn646.96395.68325632011.73
570dpn131635.271611.889102422479.25
571densenet264628.461629.36102422472.69
572nest_base627.45815.99251222467.72
573volo_d2_224626.171635.329102422458.68
574jx_nest_base620.43825.21551222467.72
575poolformer_m48615.671663.217102422473.47
576vit_small_r26_s32_384611.26628.19638438436.47
577xcit_nano_12_p8_384_dist610.061678.49810243843.05
578xcit_tiny_24_p8_224603.01698.15102422412.11
579xcit_tiny_24_p8_224_dist602.221700.353102422412.11
580xception71600.16853.08651229942.34
581hrnet_w64599.021709.4511024224128.06
582vit_base_r50_s16_224598.251711.642102422498.66
583legacy_senet154582.071759.2121024224115.09
584senet154582.011759.3921024224115.09
585gluon_senet154581.941759.6091024224115.09
586dpn107578.971768.627102422486.92
587eca_nfnet_l1575.611778.965102432041.41
588seresnet200d562.841819.333102425671.86
589resnet152d561.291824.359102432060.21
590ecaresnet200d559.731829.437102425664.69
591convnext_large_in22ft1k546.71936.5512224197.77
592convnext_large546.09937.561512224197.77
593regnetz_c16_evos539.7948.66951232013.49
594regnety_320534.72957.496512224145.05
595regnety_160523.72733.238428883.59
596efficientnet_b3_g8_gn520.23492.07925632014.25
597xcit_small_12_p8_224514.941988.547102422426.21
598xcit_small_12_p8_224_dist514.631989.761102422426.21
599halonet_h1507.89504.032562568.1
600resnext101_64x4d505.791012.25951228883.46
601seresnet152d503.072035.474102432066.84
602resnetrs152499.612049.599102432086.62
603vit_large_patch32_384494.682070.0281024384306.63
604regnetx_320468.44819.734384224107.81
605mixer_l16_224464.512204.4361024224208.2
606seresnext101_32x8d461.671109.00651228893.57
607swin_large_patch4_window7_224454.971125.326512224196.53
608regnetz_e8451.541133.87751232057.7
609efficientnetv2_m442.192315.716102441654.14
610seresnet269d440.452324.8951024256113.67
611volo_d3_224438.952332.847102422486.33
612xcit_large_24_p16_224432.872365.5751024224189.1
613xcit_large_24_p16_224_dist432.72366.5051024224189.1
614efficientnet_b5411.07622.74325645630.39
615efficientnetv2_rw_m406.881258.33851241653.24
616resnet200d404.012534.588102432064.69
617tf_efficientnet_b5395.61647.08225645630.39
618tf_efficientnet_b5_ap395.52647.24225645630.39
619tf_efficientnet_b5_ns395.47647.32225645630.39
620resnetv2_50x1_bitm392.671303.88451244825.55
621xcit_tiny_12_p8_384_dist390.322623.48710243846.71
622swin_v2_cr_large_224385.911326.718512224196.68
623swsl_resnext101_32x16d375.781362.484512224194.03
624ig_resnext101_32x16d373.861369.478512224194.03
625ssl_resnext101_32x16d373.641370.28512224194.03
626regnetz_d8_evos373.091372.30651232023.46
627swin_v2_cr_tiny_384364.64702.03925638428.33
628tresnet_l_448361.52832.633102444855.99
629convnext_xlarge_in22ft1k360.861418.822512224350.2
630xcit_small_24_p16_384_dist360.652839.301102438447.67
631resnetrs200358.312857.856102432093.21
632nfnet_f1357.092867.5761024320132.63
633vit_large_patch16_224356.782870.1071024224304.33
634crossvit_15_dagger_408354.9721.30625640828.5
635vit_base_patch16_18x2_224348.192940.871024224256.73
636tf_efficientnetv2_m_in21ft1k347.381473.89251248054.14
637tf_efficientnetv2_m346.861476.07451248054.14
638dm_nfnet_f1342.331495.606512320132.63
639convnext_base_384_in22ft1k336.371141.5938438488.59
640beit_large_patch16_224330.463098.6681024224304.43
641volo_d1_384293.121746.72451238426.78
642convmixer_768_32290.993518.992102422421.11
643eca_nfnet_l2282.421812.87851238456.72
644volo_d4_224281.73635.0031024224192.96
645resnetv2_152x2_bit_teacher280.731823.773512224236.34
646vit_base_patch16_384280.431369.29638438486.86
647deit_base_patch16_384280.41369.45638438486.86
648deit_base_distilled_patch16_384276.561388.49538438487.63
649xcit_small_24_p8_224269.733796.43102422447.63
650tresnet_xl_448269.711898.30251244878.44
651xcit_small_24_p8_224_dist269.673797.157102422447.63
652resnest200e265.141931.05551232070.2
653cait_xxs24_384264.073877.737102438412.03
654vit_large_patch14_224262.133906.3691024224304.2
655crossvit_18_dagger_408260.17983.96825640844.61
656xcit_medium_24_p16_384_dist254.442012.27151238484.4
657nasnetalarge254.211510.53538433188.75
658pnasnet5large251.021529.71938433186.06
659resnetv2_101x1_bitm246.552076.68451244844.54
660beit_base_patch16_384241.21592.02538438486.74
661vit_large_r50_s32_384240.581596.142384384329.09
662efficientnet_b6239.36534.74512852843.04
663ecaresnet269d233.524385.0941024352102.09
664tf_efficientnet_b6_ns231.37553.20912852843.04
665tf_efficientnet_b6231.23553.54512852843.04
666tf_efficientnet_b6_ap231.04553.99812852843.04
667resnetrs270227.524500.6631024352129.86
668swin_v2_cr_small_384224.21141.84525638449.7
669swin_base_patch4_window12_384211.77906.64719238487.9
670resmlp_big_24_224209.164895.8691024224129.14
671resmlp_big_24_distilled_224208.944900.8631024224129.14
672resmlp_big_24_224_in22ft1k208.924901.3461024224129.14
673xcit_tiny_24_p8_384_dist204.375010.586102438412.11
674nfnet_f2200.765100.4921024352193.78
675tf_efficientnetv2_l199.731922.595384480118.52
676efficientnetv2_l198.42580.63512480118.52
677tf_efficientnetv2_l_in21ft1k196.982599.257512480118.52
678dm_nfnet_f2194.752628.942512352193.78
679xcit_medium_24_p8_224189.812697.37151222484.32
680xcit_medium_24_p8_224_dist189.812697.46251222484.32
681volo_d5_224187.065474.1751024224295.46
682convnext_large_384_in22ft1k186.81370.399256384197.77
683cait_xs24_384184.722771.75851238426.67
684vit_base_patch8_224183.251396.95125622486.58
685cait_xxs36_384176.625797.903102438417.37
686vit_base_r50_s16_384174.092205.7738438498.95
687vit_base_resnet50_384174.052206.2138438498.95
688xcit_small_12_p8_384_dist173.112957.5651238426.21
689swin_v2_cr_huge_224170.282255.094384224657.83
690convmixer_1536_20167.46117.1102422451.63
691volo_d2_384164.472334.79238438458.87
692swin_v2_cr_base_384160.011199.90619238487.88
693eca_nfnet_l3159.423211.65251244872.04
694resnetrs350151.883371.146512384163.96
695xcit_large_24_p16_384_dist147.053481.712512384189.1
696ig_resnext101_32x32d146.831743.474256224468.53
697cait_s24_384142.263598.92751238447.06
698vit_huge_patch14_224141.67231.5671024224632.05
699efficientnet_b7139.66687.3579660066.35
700tf_efficientnet_b7135.86706.6089660066.35
701tf_efficientnet_b7_ap135.79706.9559660066.35
702tf_efficientnet_b7_ns135.74707.29660066.35
703efficientnetv2_xl127.773005.388384512208.12
704tf_efficientnetv2_xl_in21ft1k127.073021.991384512208.12
705swin_large_patch4_window12_384125.281021.736128384196.74
706resnest269e123.523108.719384416110.93
707convnext_xlarge_384_in22ft1k123.31557.136192384350.2
708xcit_large_24_p8_224110.054652.475512224188.93
709xcit_large_24_p8_224_dist109.944656.907512224188.93
710nfnet_f3109.464677.461512416254.92
711resnetrs420108.784706.738512416191.89
712dm_nfnet_f398.935175.208512416254.92
713swin_v2_cr_large_38498.11304.756128384196.68
714resnetv2_152x2_bit_teacher_38497.222633.19256384236.34
715cait_s36_38495.275374.22551238468.37
716vit_large_patch16_38494.742702.22256384304.72
717resnetv2_50x3_bitm94.621352.761128448217.32
718vit_giant_patch14_22492.895511.6925122241012.61
719xcit_small_24_p8_384_dist90.844227.25738438447.63
720ig_resnext101_32x48d87.182202.253192224828.41
721efficientnet_b883.911144.0789667287.41
722beit_large_patch16_38482.643097.749256384305.0
723tf_efficientnet_b8_ap82.271166.9259667287.41
724tf_efficientnet_b882.251167.1339667287.41
725volo_d3_44872.262657.1419244886.63
726resnetv2_152x2_bitm71.62681.389192448236.34
727xcit_medium_24_p8_384_dist64.153990.84925638484.32
728nfnet_f460.246374.659384512316.07
729dm_nfnet_f459.094332.344256512316.07
730resnetv2_101x3_bitm58.22199.411128448387.93
731vit_gigantic_patch14_22456.149120.8185122241844.44
732volo_d4_44852.762425.859128448193.41
733swin_v2_cr_giant_22449.042610.231282242598.76
734tf_efficientnet_l2_ns_47546.411378.99364475480.31
735nfnet_f544.145799.172256544377.21
736swin_v2_cr_huge_38443.591468.20364384657.94
737dm_nfnet_f539.846426.216256544377.21
738xcit_large_24_p8_384_dist36.785220.859192384188.93
739volo_d5_44836.573500.029128448295.91
740nfnet_f634.597401.234256576438.36
741beit_large_patch16_51233.32882.95496512305.67
742cait_m36_38431.368162.98256384271.22
743dm_nfnet_f631.178214.193256576438.36
744nfnet_f726.919514.003256608499.5
745volo_d5_51225.644991.614128512296.09
746resnetv2_152x4_bitm18.583444.8364480936.53
747efficientnet_l216.551450.29524800480.31
748tf_efficientnet_l2_ns16.361467.09324800480.31
749swin_v2_cr_giant_38413.631760.856243842598.76
750cait_m48_44813.359584.614128448356.46