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pytorch-image-models/results/results-imagenet-real.csv

46 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2beit_large_patch16_51290.6919.30998.7511.249305.675121.000bicubic+2.089+0.0950
3beit_large_patch16_38490.6109.39098.7661.234305.003841.000bicubic+2.206+0.1580
4tf_efficientnet_l2_ns90.5639.43798.7791.221480.318000.960bicubic+2.215+0.1310
5tf_efficientnet_l2_ns_47590.5409.46098.7101.290480.314750.936bicubic+2.308+0.1640
6convnext_xlarge_384_in22ft1k90.4529.54898.6721.328350.203841.000bicubic+2.908+0.1820
7beit_base_patch16_38490.3719.62998.7251.27586.743841.000bicubic+3.573+0.589+6
8convnext_large_384_in22ft1k90.2569.74498.6631.337197.773841.000bicubic+2.858+0.2970
9vit_large_patch16_38490.1989.80298.6611.339304.723841.000bicubic+3.118+0.359+1
10cait_m48_44890.1879.81398.4841.516356.464481.000bicubic+3.703+0.732+6
11beit_large_patch16_22490.1539.84798.7231.277304.432240.900bicubic+2.675+0.417-4
12convnext_base_384_in22ft1k90.1429.85898.7281.27288.593841.000bicubic+3.576+0.530+3
13tf_efficientnet_b7_ns90.1049.89698.6141.38666.356000.949bicubic+3.264+0.520-1
14cait_m36_38490.0449.95698.4931.507271.223841.000bicubic+3.992+0.763+11
15dm_nfnet_f690.0449.95698.5461.454438.365760.956bicubic+3.900+0.816+8
16swin_large_patch4_window12_38490.0279.97398.6631.337196.743841.000bicubic+2.879+0.423-7
17tf_efficientnetv2_l_in21ft1k90.0089.99298.6191.381118.524801.000bicubic+3.704+0.641+4
18swin_base_patch4_window12_38489.99510.00598.6951.30487.903841.000bicubic+3.563+0.6390
19vit_base_patch16_38489.98410.01698.6801.31986.863841.000bicubic+3.978+0.678+7
20convnext_xlarge_in22ft1k89.93710.06398.5701.431350.202240.875bicubic+2.929+0.362-9
21xcit_large_24_p8_384_dist89.88610.11498.3841.616188.933841.000bicubic+3.886+0.700+6
22cait_s36_38489.84410.15698.4241.57668.373841.000bicubic+4.382+0.944+17
23xcit_medium_24_p8_384_dist89.81410.18698.3621.63884.323841.000bicubic+4.000+0.770+7
24convnext_large_in22ft1k89.80710.19398.4991.501197.772240.875bicubic+3.181+0.467-10
25swin_large_patch4_window7_22489.79610.20498.6421.358196.532240.900bicubic+3.478+0.750-5
26vit_large_r50_s32_38489.79410.20698.5161.484329.093841.000bicubic+3.612+0.598-4
27tf_efficientnetv2_m_in21ft1k89.77910.22198.5011.49954.144801.000bicubic+4.187+0.755+8
28tf_efficientnet_b6_ns89.77710.22398.5121.48843.045280.942bicubic+3.327+0.630-11
29xcit_small_24_p8_384_dist89.73910.26198.4221.57847.633841.000bicubic+4.187+0.850+7
30xcit_large_24_p16_384_dist89.66210.33898.4011.599189.103841.000bicubic+3.906+0.863+3
31tf_efficientnet_b5_ns89.65310.34798.4801.52030.394560.934bicubic+3.563+0.730-7
32convnext_base_in22ft1k89.62410.37698.5291.47188.592240.875bicubic+3.828+0.663-1
33tf_efficientnetv2_xl_in21ft1k89.58710.41398.1741.825208.125121.000bicubic+3.169+0.308-14
34tf_efficientnet_b8_ap89.58110.41998.3031.69787.416720.954bicubic+4.211+1.011+10
35dm_nfnet_f489.55710.44398.3031.697316.075120.951bicubic+3.843+0.781-1
36xcit_small_12_p8_384_dist89.51710.48398.3031.69726.213841.000bicubic+4.435+1.023+15
37xcit_large_24_p8_224_dist89.51710.48398.2241.776188.932241.000bicubic+4.119+0.814+7
38cait_s24_38489.50410.49698.3651.63547.063841.000bicubic+4.456+1.017+17
39dm_nfnet_f389.48510.51598.3991.601254.924160.940bicubic+3.961+0.937-2
40xcit_medium_24_p16_384_dist89.47610.52498.2961.70484.403841.000bicubic+4.056+0.890+2
41dm_nfnet_f589.46310.53798.3241.676377.215440.954bicubic+3.650+0.838-12
42deit_base_distilled_patch16_38489.42910.57198.4391.56187.633841.000bicubic+4.007+1.107-1
43tf_efficientnet_b7_ap89.42910.57198.3451.65566.356000.949bicubic+4.309+1.093+6
44vit_base_patch8_22489.42510.57598.4861.51486.582240.900bicubic+3.633+0.694-12
45beit_base_patch16_22489.40810.59298.5251.47586.532240.900bicubic+4.180+0.869+2
46regnetz_e889.38010.62098.4591.54257.703201.000bicubic+4.350+1.195+11
47tf_efficientnetv2_l89.37010.63098.2731.727118.524801.000bicubic+3.880+0.901-9
48tf_efficientnet_b889.35210.64898.3031.69787.416720.954bicubic+3.986+0.911-3
49tf_efficientnet_b6_ap89.34210.65898.2811.71943.045280.942bicubic+4.554+1.143+17
50vit_large_patch16_22489.31610.68498.3941.606304.332240.900bicubic+3.472+0.570-22
51tf_efficientnet_b4_ns89.30310.69798.3471.65319.343800.922bicubic+4.141+0.877-3
52xcit_small_24_p16_384_dist89.29910.70198.3281.67247.673841.000bicubic+4.205+1.018-1
53xcit_medium_24_p8_224_dist89.28610.71498.1891.81084.322241.000bicubic+4.218+0.9110
54tf_efficientnetv2_m89.28410.71698.2361.76454.144801.000bicubic+4.248+0.958+2
55xcit_small_24_p8_224_dist89.20110.79998.2431.75747.632241.000bicubic+4.327+1.055+9
56xcit_small_12_p16_384_dist89.19910.80198.2191.78126.253841.000bicubic+4.493+1.101+12
57swin_base_patch4_window7_22489.14510.85598.4221.57887.772240.900bicubic+3.895+0.862-11
58cait_xs24_38489.14310.85798.2921.70826.673841.000bicubic+5.081+1.404+34
59eca_nfnet_l289.14110.85998.3151.68556.723841.000bicubic+4.445+1.051+10
60ig_resnext101_32x48d89.11810.88298.1321.868828.412240.875bilinear+3.682+0.556-20
61ig_resnext101_32x32d89.10710.89398.1851.815468.532240.875bilinear+4.005+0.751-11
62tf_efficientnet_b789.08310.91798.1851.81566.356000.949bicubic+4.149+0.979-1
63ecaresnet269d89.06610.93498.2321.768102.093521.000bicubic+4.090+1.006-4
64xcit_large_24_p16_224_dist89.03910.96198.0611.939189.102241.000bicubic+4.121+0.929-2
65resmlp_big_24_224_in22ft1k89.01110.98998.2151.785129.142240.875bicubic+4.617+1.095+12
66dm_nfnet_f289.00710.99398.1891.810193.783520.920bicubic+3.943+0.950-12
67xcit_small_12_p8_224_dist89.00410.99698.0811.91926.212241.000bicubic+4.772+1.209+19
68efficientnetv2_rw_m88.98511.01598.2131.78753.244161.000bicubic+4.175+1.067-3
69tf_efficientnet_b5_ap88.94011.06098.1641.83630.394560.934bicubic+4.684+1.186+16
70dm_nfnet_f188.92511.07598.1151.885132.633200.910bicubic+4.301+1.0170
71tf_efficientnetv2_s_in21ft1k88.90211.09898.2791.72121.463841.000bicubic+4.604+1.025+9
72regnetz_d888.85711.14398.1891.81023.373201.000bicubic+4.805+1.195+21
73vit_base_patch16_22488.85711.14398.2281.77286.572240.900bicubic+4.331+0.930-2
74resnetrs42088.84211.15898.0341.966191.894161.000bicubic+3.832+0.910-16
75resnetrs27088.83411.16698.1361.864129.863521.000bicubic+4.400+1.1640
76ig_resnext101_32x16d88.82511.17598.0491.951194.032240.875bilinear+4.653+0.851+12
77vit_small_r26_s32_38488.81711.18498.3411.65936.473841.000bicubic+4.770+1.011+18
78vit_base_r50_s16_38488.80811.19298.2321.76898.953841.000bicubic+3.836+0.942-18
79xcit_medium_24_p16_224_dist88.80411.19698.0381.96284.402241.000bicubic+4.524+1.098+4
80seresnet152d88.79711.20398.1741.82566.843201.000bicubic+4.439+1.132-1
81xcit_tiny_24_p8_384_dist88.78011.22098.1621.83812.113841.000bicubic+5.032+1.452+29
82swsl_resnext101_32x8d88.77811.22298.1491.85188.792240.875bilinear+4.488+0.9690
83tf_efficientnet_b688.76111.23998.0641.93743.045280.942bicubic+4.653+1.178+7
84resnetrs35088.75911.24198.0311.968163.963841.000bicubic+4.039+1.043-17
85vit_base_patch16_224_miil88.74011.26098.0291.97186.542240.875bilinear+4.470+1.227-1
86resnetv2_152x2_bitm88.73111.26998.3071.693236.344481.000bilinear+4.223+0.873-13
87regnety_16088.70111.29998.0681.93283.592881.000bicubic+5.015+1.292+26
88pit_b_distilled_22488.67411.32698.0911.90974.792240.900bicubic+4.532+1.235+1
89vit_small_patch16_38488.65211.34898.2321.76822.203841.000bicubic+4.846+1.132+19
90regnetz_d3288.65211.34898.0831.91727.583200.950bicubic+4.630+1.217+7
91eca_nfnet_l188.62411.37698.1321.86841.413201.000bicubic+4.612+1.104+7
92resnetrs20088.60911.39198.0381.96293.213201.000bicubic+4.543+1.164-1
93convnext_large88.57311.42797.8522.148197.772240.875bicubic+4.277+0.958-12
94resnetv2_152x4_bitm88.55411.44698.1941.806936.534801.000bilinear+3.638+0.752-31
95resnet200d88.54511.45597.9592.04164.693201.000bicubic+4.583+1.135+4
96xcit_small_24_p16_224_dist88.53311.46797.9992.00147.672241.000bicubic+4.671+1.275+5
97resnest269e88.52411.47698.0271.973110.934160.928bicubic+4.008+1.041-25
98crossvit_18_dagger_40888.47311.52797.8932.10744.614081.000bicubic+4.281+1.075-11
99efficientnetv2_rw_s88.47311.52797.9722.02823.943841.000bicubic+4.663+1.250+9
100resnetv2_101x3_bitm88.46411.53698.1571.843387.934481.000bilinear+4.022+0.775-26
101cait_s24_22488.45611.54497.9572.04346.922241.000bicubic+4.998+1.393+17
102resnetv2_50x3_bitm88.44711.55398.1981.802217.324481.000bilinear+4.433+1.074-5
103resmlp_big_24_distilled_22488.44311.55797.9402.060129.142240.875bicubic+4.855+1.292+13
104resnest200e88.43211.56898.0441.95670.203200.909bicubic+4.602+1.150+1
105tf_efficientnet_b3_ns88.42611.57498.0291.97112.233000.904bicubic+4.378+1.121-11
106vit_large_r50_s32_22488.42111.57998.0871.913328.992240.900bicubic+3.991+0.921-30
107tf_efficientnetv2_s88.39811.60297.9272.07321.463841.000bicubic+4.512+1.231-7
108efficientnet_b488.36611.63497.9612.03919.343841.000bicubic+4.942+1.365+11
109resnet152d88.35311.64797.9352.06560.213201.000bicubic+4.679+1.197+6
110tf_efficientnet_b4_ap88.34911.65197.8932.10719.343800.922bicubic+5.097+1.499+16
111convnext_base88.32811.67297.7922.20888.592240.875bicubic+4.512+1.024-5
112tf_efficientnet_b588.32111.67997.9142.08630.394560.934bicubic+4.509+1.166-5
113crossvit_15_dagger_40888.30811.69297.8742.12728.504081.000bicubic+4.476+1.090-9
114resnetrs15288.25111.74997.7372.26386.623201.000bicubic+4.539+1.123-2
115xcit_small_12_p16_224_dist88.25111.74997.8462.15426.252241.000bicubic+4.903+1.010+8
116deit_base_distilled_patch16_22488.21411.78697.9182.08287.342240.900bicubic+4.824+1.432+4
117xcit_tiny_24_p16_384_dist88.15911.84197.9462.05412.123841.000bicubic+5.589+1.662+36
118xcit_large_24_p8_22488.15711.84397.3892.611188.932241.000bicubic+3.765+0.731-40
119ig_resnext101_32x8d88.15511.84597.8562.14488.792240.875bilinear+5.457+1.224+28
120resnetv2_152x2_bit_teacher_38488.15311.84898.0511.949236.343841.000bicubic+4.309+0.933-18
121cait_xxs36_38488.13811.86297.9102.09017.373841.000bicubic+5.946+1.764+54
122dm_nfnet_f088.12711.87397.8542.14671.492560.900bicubic+4.741+1.280-1
123xcit_tiny_12_p8_384_dist88.10111.89997.9182.0826.713841.000bicubic+5.709+1.696+38
124swsl_resnext101_32x4d88.09911.90197.9702.03044.182240.875bilinear+4.863+1.206+3
125convnext_small88.04811.95297.7792.22050.222240.875bicubic+4.922+1.355+6
126xcit_tiny_24_p8_224_dist88.03911.96197.8142.18612.112241.000bicubic+5.477+1.646+28
127eca_nfnet_l087.97312.02797.8742.12724.142881.000bicubic+5.395+1.382+25
128nfnet_l087.97112.02997.8692.13135.072881.000bicubic+5.219+1.351+16
129xcit_small_24_p8_22487.96912.03197.5812.41947.632241.000bicubic+4.127+0.945-26
130tf_efficientnet_b487.96312.03797.7392.26119.343800.922bicubic+4.939+1.439+6
131resnet101d87.93712.06397.9082.09244.573201.000bicubic+4.915+1.462+6
132regnety_03287.93312.06797.8912.10919.442881.000bicubic+5.207+1.467+13
133vit_base_patch32_38487.90712.09398.0101.99088.303841.000bicubic+4.559+1.596-9
134twins_svt_large87.90112.09997.5812.41999.272240.900bicubic+4.221+0.987-20
135twins_pcpvt_large87.87912.12197.8592.14260.992240.900bicubic+4.743+1.257-6
136regnetz_c1687.85812.14297.8182.18213.463200.940bicubic+5.340+1.458+21
137deit_base_patch16_38487.84112.15997.5102.49086.863841.000bicubic+4.735+1.140-4
138xcit_small_12_p8_22487.82812.17297.5662.43426.212241.000bicubic+4.484+1.086-13
139tresnet_xl_44887.79612.20497.4572.54378.444480.875bilinear+4.742+1.285-4
140resnetv2_50x1_bit_distilled87.79212.20897.9032.09725.552240.875bicubic+4.964+1.377+1
141tresnet_m87.73812.26297.5212.47931.392240.875bilinear+4.666+1.403-7
142twins_pcpvt_base87.73212.26897.7262.27443.832240.900bicubic+5.028+1.378+4
143gc_efficientnetv2_rw_t87.71712.28397.8072.19313.682881.000bicubic+5.251+1.511+15
144resnetv2_101x1_bitm87.68312.31797.9382.06244.544481.000bilinear+5.349+1.421+22
145swin_small_patch4_window7_22487.66812.33297.5662.43449.612240.900bicubic+4.454+1.242-17
146efficientnetv2_rw_t87.64412.35697.6882.31213.652881.000bicubic+5.300+1.492+19
147pnasnet5large87.64212.35897.4872.51386.063310.911bicubic+4.854+1.447-4
148twins_svt_base87.64212.35897.5232.47756.072240.900bicubic+4.506+1.103-18
149swsl_resnext101_32x16d87.60812.39297.8182.182194.032240.875bilinear+4.252+0.976-28
150jx_nest_base87.60812.39297.5152.48567.722240.875bicubic+4.054+1.151-32
151xcit_medium_24_p8_22487.60412.39697.1972.80384.322241.000bicubic+3.868+0.803-40
152swsl_resnext50_32x4d87.59512.40597.6542.34625.032240.875bilinear+5.421+1.422+24
153levit_38487.55712.44397.5492.45139.132240.900bicubic+4.969+1.527-3
154tf_efficientnet_b2_ns87.55512.44597.6282.3729.112600.890bicubic+5.175+1.380+8
155ecaresnet50t87.54212.45897.6432.35725.573200.950bicubic+5.194+1.505+9
156jx_nest_small87.49512.50597.5192.48138.352240.875bicubic+4.375+1.191-24
157resnetv2_152x2_bit_teacher87.49312.50797.8142.186236.342240.875bicubic+4.621+1.244-17
158resnet15287.45712.54397.4022.59860.192240.950bicubic+4.633+1.268-16
159fbnetv3_g87.45212.54897.5492.45116.622880.950bilinear+5.406+1.485+23
160resnet61q87.43912.56197.6002.40036.852881.000bicubic+4.913+1.466-5
161efficientnet_b387.43512.56597.6812.31912.233201.000bicubic+5.193+1.567+12
162cait_xxs24_38487.41212.58897.6192.38112.033841.000bicubic+6.448+1.973+74
163resnet51q87.40112.59997.5852.41535.702881.000bilinear+5.039+1.4050
164coat_lite_small87.38012.62097.3682.63219.842240.900bicubic+5.070+1.520+4
165xcit_tiny_24_p8_22487.37712.62397.6282.37212.112241.000bicubic+5.486+1.650+24
166tresnet_l_44887.37512.62597.4872.51355.994480.875bilinear+5.105+1.509+6
167nasnetalarge87.35012.65097.4172.58388.753310.911bicubic+4.724+1.371-18
168crossvit_18_dagger_24087.34612.65597.4552.54544.272400.875bicubic+4.826+1.383-12
169convnext_tiny87.33912.66197.4362.56428.592240.875bicubic+5.275+1.602+10
170crossvit_18_24087.31812.68297.4832.51743.272400.875bicubic+4.918+1.429-10
171resnetv2_10187.31612.68497.3232.67744.542240.950bicubic+5.274+1.461+12
172ecaresnet101d87.28812.71297.5582.44244.572240.875bicubic+5.116+1.510+5
173resnest101e87.28412.71697.5602.44048.282560.875bilinear+4.396+1.240-34
174pit_s_distilled_22487.27312.72797.5002.50024.042240.900bicubic+5.277+1.704+10
175resnetrs10187.24912.75197.4552.54563.622880.940bicubic+4.961+1.447-4
176mixer_b16_224_miil87.23012.77097.4102.59059.882240.875bilinear+4.926+1.694-7
177tresnet_xl87.22812.77297.4002.60078.442240.875bilinear+5.170+1.463+4
178xcit_tiny_12_p8_224_dist87.22212.77897.4442.5566.712241.000bicubic+6.014+1.842+41
179convit_base87.20712.79397.2862.71486.542240.875bicubic+4.913+1.352-9
180xcit_tiny_12_p16_384_dist87.20012.80097.4662.5346.723841.000bicubic+6.256+2.056+57
181tf_efficientnet_b3_ap87.19412.80697.3802.62012.233000.904bicubic+5.368+1.756+11
182visformer_small87.18512.81597.3202.67940.222240.900bicubic+5.079+1.447-4
183crossvit_15_dagger_24087.17012.83097.4382.56228.212400.875bicubic+4.844+1.480-16
184xcit_small_24_p16_22487.13212.86897.2632.73747.672241.000bicubic+4.550+1.259-33
185resnet10187.08112.91997.2632.73744.552240.950bicubic+5.149+1.497+3
186convit_small87.05312.94797.3482.65227.782240.875bicubic+5.629+1.606+21
187crossvit_15_24087.05112.94997.4232.57727.532400.875bicubic+5.507+1.735+13
188tf_efficientnetv2_b387.02712.97397.3032.69714.363000.904bicubic+5.059+1.523-1
189jx_nest_tiny87.01212.98897.3782.62217.062240.875bicubic+5.590+1.762+19
190regnetz_b1687.01212.98897.4272.5739.722880.940bicubic+6.296+1.949+58
191xcit_small_12_p16_22487.01212.98897.2462.75426.252241.000bicubic+5.036+1.428-5
192deit_small_distilled_patch16_22486.99513.00597.3162.68422.442240.900bicubic+5.791+1.938+28
193resmlp_36_distilled_22486.98913.01197.2762.72444.692240.875bicubic+5.835+1.788+29
194xcit_large_24_p16_22486.95513.04596.9193.081189.102241.000bicubic+4.063+1.041-56
195xcit_medium_24_p16_22486.93813.06297.1012.89984.402241.000bicubic+4.300+1.125-47
196tnt_s_patch16_22486.90313.09797.3652.63523.762240.900bicubic+5.387+1.619+6
197vit_small_patch16_22486.86713.13397.6132.38722.052240.900bicubic+5.471+1.479+12
198ssl_resnext101_32x16d86.86513.13597.5192.481194.032240.875bilinear+5.011+1.425-7
199vit_small_r26_s32_22486.85913.14197.5302.47036.432240.900bicubic+5.003+1.510-9
200convmixer_1536_2086.85013.15097.3482.65251.632240.960bicubic+5.484+1.734+12
201rexnet_20086.84413.15697.2762.72416.372240.875bicubic+5.216+1.608-4
202tf_efficientnet_b386.83513.16597.2972.70312.233000.904bicubic+5.199+1.579-6
203deit_base_patch16_22486.83113.16997.0492.95186.572240.900bicubic+4.837+1.315-18
204swsl_resnet5086.82513.17597.4962.50425.562240.875bilinear+5.654+1.518+17
205tresnet_m_44886.81413.18697.2162.78431.394480.875bilinear+5.110+1.642-12
206tf_efficientnet_lite486.80313.19797.2652.73513.013800.920bilinear+5.267+1.597-5
207ssl_resnext101_32x8d86.80113.19997.4722.52888.792240.875bilinear+5.193+1.430-9
208coat_mini86.79513.20597.1582.84210.342240.900bicubic+5.531+1.764+8
209tresnet_l86.76313.23797.2692.73155.992240.875bilinear+5.273+1.645-4
210twins_svt_small86.75813.24297.1802.82024.062240.900bicubic+5.074+1.508-16
211crossvit_base_24086.73513.26597.1222.878105.032400.875bicubic+4.521+1.290-37
212levit_25686.72813.27297.2562.74418.892240.900bicubic+5.222+1.764-8
213seresnext50_32x4d86.69413.30697.2182.78227.562240.875bicubic+5.436+1.590+4
214crossvit_small_24086.69213.30897.2732.72726.862400.875bicubic+5.670+1.816+17
215halo2botnet50ts_25686.68613.31497.0962.90422.642560.950bicubic+4.624+1.454-35
216pit_b_22486.68413.31696.8983.10273.762240.900bicubic+4.240+1.186-57
217tf_efficientnet_b1_ns86.66913.33197.3782.6227.792400.882bicubic+5.283+1.642-7
218swin_tiny_patch4_window7_22486.66013.34097.1972.80328.292240.900bicubic+5.286+1.655-7
219wide_resnet50_286.64513.35597.2072.79368.882240.875bicubic+5.193+1.677-13
220gernet_l86.64113.35997.1902.81031.082560.875bilinear+5.295+1.658-7
221efficientnet_el86.63213.36897.1752.82510.593000.904bicubic+5.326+1.649-6
222twins_pcpvt_small86.62413.37697.3402.66024.112240.900bicubic+5.536+1.700+6
223resmlp_24_distilled_22486.62013.38097.1412.85930.022240.875bicubic+5.856+1.917+22
224nf_resnet5086.60513.39597.2912.70925.562880.940bicubic+5.951+1.957+25
225resnest50d_4s2x40d86.58813.41297.2672.73330.422240.875bicubic+5.478+1.7030
226efficientnet_b3_pruned86.57913.42197.1902.8109.863000.904bicubic+5.723+1.946+16
227sehalonet33ts86.56813.43297.0042.99513.692560.940bicubic+5.602+1.732+7
228sebotnet33ts_25686.56813.43296.7913.20913.702560.940bicubic+5.414+1.623-4
229repvgg_b386.56213.43897.1412.859123.092240.875bilinear+6.066+1.877+26
230xcit_tiny_24_p16_224_dist86.53613.46497.2182.78212.122241.000bicubic+6.088+2.002+31
231halonet50ts86.50213.49897.1522.84822.732560.940bicubic+4.844+1.542-36
232ssl_resnext101_32x4d86.47913.52197.4682.53244.182240.875bilinear+5.553+1.744+7
233ecaresnet50d86.47013.53097.1862.81425.582240.875bicubic+5.868+1.866+19
234gcresnet50t86.46813.53297.1412.85925.902560.900bicubic+5.530+1.689+4
235gluon_resnet152_v1s86.46613.53497.1132.88760.322240.875bicubic+5.444+1.699-3
236haloregnetz_b86.46413.53696.9433.05711.682240.940bicubic+5.412+1.749-7
237resnest50d_1s4x24d86.44513.55697.1502.85025.682240.875bicubic+5.459+1.830-4
238resnetv2_50x1_bitm86.44213.55897.6002.40025.554481.000bilinear+6.100+1.920+29
239repvgg_b3g486.36113.63997.0542.94683.832240.875bilinear+6.149+1.948+40
240lamhalobotnet50ts_25686.35513.64597.0622.93822.572560.950bicubic+4.805+1.560-41
241cait_xxs36_22486.34013.66097.1132.88717.302241.000bicubic+6.590+2.243+65
242legacy_senet15486.34013.66096.9233.077115.092240.875bilinear+5.030+1.433-28
243resnext50_32x4d86.33113.66996.9643.03625.032240.950bicubic+5.227+1.638-17
244gernet_m86.32913.67197.0962.90421.142240.875bilinear+5.583+1.912+2
245pit_s_22486.32313.67797.0472.95323.462240.900bicubic+5.225+1.717-18
246vit_small_patch32_38486.31413.68697.4192.58122.923841.000bicubic+5.830+1.821+10
247efficientnet_b286.30813.69296.9903.0109.112881.000bicubic+5.696+1.676+3
248gluon_senet15486.27213.72996.9473.053115.092240.875bicubic+5.040+1.599-30
249resnest50d86.24013.76197.0662.93427.482240.875bilinear+5.262+1.688-15
250convmixer_768_3286.22513.77597.0342.96621.112240.960bicubic+6.061+1.962+33
251ecaresnet101d_pruned86.21013.79097.3352.66524.882240.875bicubic+5.394+1.701-8
252efficientnet_el_pruned86.20113.79997.0262.97410.593000.904bicubic+5.899+1.808+19
253cspdarknet5386.18413.81697.0132.98727.642560.887bilinear+6.122+1.929+35
254inception_v486.16713.83396.9153.08542.682990.875bicubic+5.997+1.945+28
255rexnet_15086.15613.84497.0622.9389.732240.875bicubic+5.846+1.896+15
256inception_resnet_v286.13513.86597.0432.95755.842990.897bicubic+5.675+1.735+4
257xcit_tiny_12_p8_22486.10513.89597.0842.9176.712241.000bicubic+6.411+2.029+53
258tf_efficientnet_el86.08813.91296.9573.04210.593000.904bicubic+5.838+1.828+17
259ssl_resnext50_32x4d86.07713.92397.2122.78825.032240.875bilinear+5.761+1.802+10
260gluon_resnet101_v1s86.05813.94297.0242.97644.672240.875bicubic+5.756+1.864+11
261ecaresnetlight86.05813.94297.0642.93630.162240.875bicubic+5.596+1.812-1
262lambda_resnet50ts86.03913.96196.7443.25621.542560.950bicubic+4.889+1.640-38
263gluon_seresnext101_32x4d86.03213.96896.9773.02348.962240.875bicubic+5.126+1.681-23
264resnetv2_5086.02213.97896.8983.10225.552240.950bicubic+5.602+1.824-2
265seresnet33ts86.00913.99197.0112.98919.782560.900bicubic+5.653+1.903+1
266gcresnext50ts86.00713.99396.9643.03615.672560.900bicubic+5.429+1.794-13
267resnet50d85.99614.00496.9853.01525.582240.875bicubic+5.470+1.823-13
268ecaresnet26t85.98114.01997.0392.96116.013200.950bicubic+6.133+1.955+32
269tf_efficientnet_b2_ap85.97514.02596.8103.1909.112600.890bicubic+5.673+1.782+4
270gluon_seresnext101_64x4d85.95614.04496.9793.02188.232240.875bicubic+5.078+1.681-29
271vit_base_patch32_22485.95614.04497.1282.87288.222240.900bicubic+5.234+1.562-24
272fbnetv3_d85.92614.07497.0262.97410.312560.950bilinear+6.244+2.076+39
273gluon_resnet152_v1d85.91514.08596.8103.19060.212240.875bicubic+5.439+1.602-16
274vit_large_patch32_38485.91114.08997.3682.632306.633841.000bicubic+4.401+1.274-71
275tf_efficientnetv2_b285.90014.10096.8893.11110.102600.890bicubic+5.694+1.847+5
276tf_efficientnet_b285.89814.10296.8623.1399.112600.890bicubic+5.818+1.954+11
277resnet50_gn85.88314.11796.8493.15125.562240.940bicubic+5.831+1.903+12
278vit_base_patch16_224_sam85.87714.12396.6973.30386.572240.900bicubic+5.635+1.941-2
279seresnet5085.85314.14797.0092.99128.092240.875bicubic+5.589+1.937-5
280repvgg_b2g485.84914.15196.8123.18861.762240.875bilinear+6.479+2.126+47
281gluon_resnet101_v1d85.84714.15396.6633.33744.572240.875bicubic+5.431+1.647-18
282gcresnet33ts85.80814.19296.9003.10019.882560.900bicubic+5.724+1.900+4
283mixnet_xl85.79114.20996.7123.28811.902240.875bicubic+5.315+1.778-25
284ens_adv_inception_resnet_v285.77814.22296.7573.24355.842990.897bicubic+5.798+1.819+8
285cspresnext5085.74814.25296.8403.16020.572240.875bilinear+5.698+1.894+5
286tf_efficientnet_lite385.74614.25496.8893.1118.203000.904bilinear+5.928+1.975+18
287ese_vovnet39b85.74414.25696.8943.10724.572240.875bicubic+6.434+2.178+43
288legacy_seresnext101_32x4d85.74414.25696.7573.24348.962240.875bilinear+5.516+1.743-11
289gluon_resnext101_32x4d85.74414.25696.6353.36544.182240.875bicubic+5.404+1.709-20
290xcit_tiny_24_p16_22485.74014.26096.9383.06212.122241.000bicubic+6.292+2.052+35
291eca_resnet33ts85.73814.26296.9003.10019.682560.900bicubic+5.654+1.930-6
292cspresnet5085.72314.27796.7993.20021.622560.887bilinear+6.143+2.096+25
293regnety_32085.72314.27796.7253.275145.052240.875bicubic+4.915+1.481-49
294resnet5085.71614.28496.4923.50825.562240.950bicubic+5.344+1.882-30
295resmlp_big_24_22485.69714.30396.4243.576129.142240.875bicubic+4.665+1.404-65
296xception7185.69314.30796.7763.22442.342990.903bicubic+5.821+1.854+1
297gluon_resnext101_64x4d85.69314.30796.6443.35683.462240.875bicubic+5.089+1.652-45
298efficientnet_em85.68214.31896.9433.0576.902400.882bicubic+6.432+2.147+42
299deit_small_patch16_22485.67614.32496.9043.09622.052240.900bicubic+5.810+1.8580
300pit_xs_distilled_22485.65414.34596.6653.33511.002240.900bicubic+6.350+2.299+34
301dpn10785.65014.35096.7233.27786.922240.875bicubic+5.478+1.817-20
302efficientnet_b2_pruned85.64214.35896.7463.2548.312600.890bicubic+5.726+1.892-9
303resmlp_36_22485.61814.38296.7953.20544.692240.875bicubic+5.850+1.909+2
304ecaresnet50d_pruned85.57614.42596.9383.06219.942240.875bicubic+5.866+2.058+5
305gluon_resnet152_v1c85.57314.42796.6463.35460.212240.875bicubic+5.661+1.798-10
306levit_19285.56914.43196.7423.25810.952240.900bicubic+5.737+1.956-4
307resnext50d_32x4d85.56714.43396.7483.25225.052240.875bicubic+5.897+1.884+6
308tf_efficientnetv2_b185.56114.43996.7273.2738.142400.882bicubic+6.099+2.001+15
309regnety_12085.54614.45496.7853.21551.822240.875bicubic+5.176+1.661-44
310fbnetv3_b85.52214.47896.8623.1398.602560.950bilinear+6.372+2.116+37
311regnetx_32085.51814.48296.6693.331107.812240.875bicubic+5.278+1.647-34
312nf_regnet_b185.50514.49596.7893.21110.222880.900bicubic+6.217+2.039+24
313dpn9285.50314.49796.6293.37137.672240.875bicubic+5.487+1.801-22
314rexnet_13085.47314.52796.6843.3167.562240.875bicubic+5.973+2.002+6
315gluon_resnet152_v1b85.46514.53696.5563.44460.192240.875bicubic+5.788+1.818-3
316resnetrs5085.45814.54296.7333.26735.692240.910bicubic+5.568+1.767-20
317dpn13185.39414.60696.6373.36379.252240.875bicubic+5.570+1.929-14
318regnetx_16085.38814.61296.6373.36354.282240.875bicubic+5.540+1.807-17
319dla102x285.37914.62196.6273.37341.282240.875bilinear+5.929+1.993+5
320gmlp_s16_22485.35114.64996.6463.35419.422240.875bicubic+5.709+2.022-5
321gluon_seresnext50_32x4d85.33614.66496.6713.32927.562240.875bicubic+5.420+1.837-27
322botnet26t_25685.33214.66896.6313.36912.492560.950bicubic+6.080+2.103+17
323skresnext50_32x4d85.31714.68396.3923.60827.482240.875bicubic+5.165+1.748-39
324dpn9885.30914.69196.4713.52961.572240.875bicubic+5.665+1.873-10
325xception6585.30914.69196.6393.36139.922990.903bicubic+5.761+1.983-7
326gluon_resnet101_v1c85.30414.69696.4073.59344.572240.875bicubic+5.772+1.827-7
327lambda_resnet26t85.30014.70096.7253.27510.962560.940bicubic+6.204+2.137+22
328regnety_06485.28714.71396.6443.35630.582240.875bicubic+5.567+1.880-22
329resnetblur5085.28714.71396.5203.48025.562240.875bicubic+5.979+1.886+1
330dpn68b85.28714.71396.4643.53612.612240.875bicubic+6.073+2.050+15
331resmlp_24_22485.26814.73296.4943.50630.022240.875bicubic+5.886+1.948-5
332coat_lite_mini85.25314.74796.6783.32211.012240.900bicubic+6.161+2.072+18
333regnety_08085.24214.75896.6333.36739.182240.875bicubic+5.362+1.803-36
334resnet33ts85.22514.77596.6293.37119.682560.900bicubic+6.013+2.057+10
335cait_xxs24_22485.22314.77796.7163.28411.962241.000bicubic+6.839+2.406+50
336xcit_tiny_12_p16_224_dist85.20414.79696.5973.4036.722241.000bicubic+6.630+2.399+35
337halonet26t85.20014.80096.4643.53612.482560.950bicubic+6.084+2.152+11
338resnext101_32x8d85.19514.80596.4513.54988.792240.875bilinear+5.879+1.933-9
339gluon_inception_v385.18014.81996.5263.47423.832990.875bicubic+6.374+2.154+24
340resnet32ts85.16114.83996.6223.37817.962560.900bicubic+6.147+2.266+15
341hrnet_w4885.15314.84796.4923.50877.472240.875bilinear+5.853+1.980-6
342gluon_xception6585.15114.84996.5973.40339.922990.903bicubic+5.435+1.737-34
343gluon_resnet101_v1b85.14414.85696.3683.63244.552240.875bicubic+5.840+1.846-10
344eca_halonext26ts85.12714.87396.5863.41410.762560.940bicubic+5.639+1.990-23
345regnetx_12085.12714.87396.4733.52746.112240.875bicubic+5.535+1.739-29
346tf_efficientnet_b1_ap85.12714.87396.4053.5957.792400.882bicubic+5.849+2.099-9
347eca_botnext26ts_25685.12114.87996.5113.48910.592560.950bicubic+5.849+1.895-9
348xception85.11914.88196.4713.52922.862990.897bicubic+6.071+2.079+6
349hrnet_w6485.11214.88896.7443.256128.062240.875bilinear+5.644+2.090-27
350ssl_resnet5085.10214.89996.8623.13925.562240.875bilinear+5.882+2.030-9
351lambda_resnet26rpt_25685.09714.90396.5603.44010.992560.940bicubic+6.129+2.132+7
352res2net101_26w_4s85.09514.90596.3853.61545.212240.875bilinear+5.897+1.947-6
353tf_efficientnet_cc_b1_8e85.06314.93796.4193.58039.722400.882bicubic+5.757+2.049-21
354xcit_nano_12_p8_384_dist85.02714.97396.6313.3693.053841.000bicubic+7.209+2.587+61
355resnest26d85.01014.99096.6353.36517.072240.875bilinear+6.526+2.341+20
356gluon_resnext50_32x4d85.01014.99096.4283.57225.032240.875bicubic+5.642+2.002-27
357tf_efficientnet_b0_ns84.98615.01496.5033.4975.292240.875bicubic+6.328+2.127+12
358coat_tiny84.96915.03196.4093.5915.502240.900bicubic+6.541+2.371+24
359regnety_04084.94815.05296.6123.38820.652240.875bicubic+5.732+1.956-17
360dla16984.92215.07896.5333.46753.392240.875bilinear+6.228+2.197+8
361tf_efficientnet_b184.91615.08496.3643.6367.792400.882bicubic+6.096+2.168+1
362legacy_seresnext50_32x4d84.89415.10696.4283.57227.562240.875bilinear+5.824+1.996-10
363hrnet_w4484.88615.11496.4323.56867.062240.875bilinear+5.986+2.060-3
364regnetx_08084.86715.13396.4323.56839.572240.875bicubic+5.667+1.880-19
365gluon_resnet50_v1s84.86215.13896.4433.55725.682240.875bicubic+6.154+2.203+2
366res2net50_26w_8s84.85215.14896.3453.65548.402240.875bilinear+5.876+2.167-10
367levit_12884.84315.15796.3513.6499.212240.900bicubic+6.357+2.345+8
368vit_tiny_patch16_38484.82815.17296.7123.2885.793841.000bicubic+6.396+2.170+13
369gluon_resnet50_v1d84.82615.17496.4003.60025.582240.875bicubic+5.750+1.930-18
370dla60_res2next84.82415.17696.4133.58717.032240.875bilinear+6.382+2.263+10
371mixnet_l84.82015.18096.3263.6747.332240.875bicubic+5.844+2.032-14
372dla102x84.81515.18596.5483.45226.312240.875bilinear+6.301+2.324+1
373tv_resnet15284.81515.18596.2193.78160.192240.875bilinear+6.495+2.183+15
374dla60_res2net84.80915.19196.4843.51720.852240.875bilinear+6.347+2.278+4
375pit_xs_22484.79015.21096.4923.50810.622240.900bicubic+6.602+2.326+19
376xception4184.78315.21796.4153.58526.972990.903bicubic+6.275+2.135-2
377regnetx_06484.78115.21996.4923.50826.212240.875bicubic+5.715+2.034-24
378hrnet_w4084.73615.26496.5523.44857.562240.875bilinear+5.820+2.078-19
379res2net50_26w_6s84.73015.27096.2853.71537.052240.875bilinear+6.164+2.151-7
380repvgg_b284.72215.27896.4693.53189.022240.875bilinear+5.930+2.051-16
381resmlp_12_distilled_22484.71315.28796.2233.77715.352240.875bicubic+6.771+2.665+25
382legacy_seresnet15284.69415.30696.4133.58766.822240.875bilinear+6.038+2.045-12
383selecsls60b84.65315.34796.2983.70232.772240.875bicubic+6.241+2.1280
384hrnet_w3284.64915.35196.4113.58941.232240.875bilinear+6.203+2.223-5
385bat_resnext26ts84.64015.36096.2703.73010.732560.900bicubic+6.390+2.172+4
386tf_efficientnetv2_b084.63015.37096.2723.7287.142240.875bicubic+6.270+2.248+1
387efficientnet_b184.60815.39296.3323.6687.792561.000bicubic+5.818+1.990-22
388regnetx_04084.59815.40296.3793.62122.122240.875bicubic+6.116+2.135-11
389efficientnet_es84.58315.41796.3133.6875.442240.875bicubic+6.523+2.375+10
390hrnet_w3084.57615.42496.3813.61937.712240.875bilinear+6.378+2.157+3
391tf_mixnet_l84.56415.43796.2443.7567.332240.875bicubic+5.790+2.248-25
392wide_resnet101_284.55115.44996.3533.647126.892240.875bilinear+5.699+2.065-31
393dla60x84.52315.47796.2833.71717.352240.875bilinear+6.277+2.263-2
394legacy_seresnet10184.49915.50196.3303.67049.332240.875bilinear+6.111+2.064-10
395resnet26t84.46715.53396.2173.78316.012560.940bicubic+6.603+2.371+14
396coat_lite_tiny84.45715.54396.3683.6325.722240.900bicubic+6.947+2.456+30
397tf_efficientnet_em84.45015.55096.1783.8226.902400.882bicubic+6.318+2.1320
398repvgg_b184.41415.58696.2153.78557.422240.875bilinear+6.046+2.118-12
399efficientnet_b1_pruned84.39515.60596.1403.8606.332400.882bicubic+6.155+2.308-7
400res2net50_26w_4s84.36315.63796.0803.92025.702240.875bilinear+6.407+2.228+5
401hardcorenas_f84.32215.67896.0253.9758.202240.875bilinear+6.224+2.221-3
402res2net50_14w_8s84.30515.69596.0723.92925.062240.875bilinear+6.161+2.222-6
403selecsls6084.28415.71696.0993.90130.672240.875bicubic+6.310+2.267+1
404regnetx_03284.23915.76196.2493.75115.302240.875bicubic+6.067+2.161-9
405res2next5084.23515.76596.0013.99924.672240.875bilinear+5.985+2.115-15
406gluon_resnet50_v1c84.21115.78996.1613.83925.582240.875bicubic+6.201+2.173-4
407dla10284.18815.81296.2083.79233.272240.875bilinear+6.160+2.258-6
408gcresnext26ts84.17515.82596.0843.91610.482560.900bicubic+6.355+2.252+6
409rexnet_10084.16415.83696.2553.7454.802240.875bicubic+6.306+2.385+2
410seresnext26ts84.14515.85596.0723.92910.392560.900bicubic+6.293+2.281+3
411tf_inception_v384.13415.86695.9164.08423.832990.875bicubic+6.280+2.278+1
412res2net50_48w_2s84.12615.87495.9674.03325.292240.875bilinear+6.604+2.415+13
413resnet34d84.09415.90695.9754.02521.822240.875bicubic+6.980+2.595+26
414tf_efficientnet_lite284.09415.90696.0693.9316.092600.890bicubic+6.626+2.313+13
415xcit_tiny_12_p16_22484.09015.91196.2363.7646.722241.000bicubic+6.963+2.522+23
416efficientnet_b084.03215.96895.9564.0445.292240.875bicubic+6.338+2.422+1
417crossvit_9_dagger_24084.01915.98196.0843.9168.782400.875bicubic+7.041+2.472+27
418gmixer_24_22483.96816.03295.8544.14624.722240.875bicubic+5.930+2.184-18
419hardcorenas_e83.96616.03495.9014.0998.072240.875bilinear+6.174+2.203-3
420tf_efficientnet_cc_b0_8e83.96316.03796.0693.93124.012240.875bicubic+6.055+2.413-12
421regnety_01683.95716.04396.0053.99511.202240.875bicubic+6.097+2.283-11
422tv_resnext50_32x4d83.95716.04395.9634.03725.032240.875bilinear+6.339+2.267-2
423gluon_resnet50_v1b83.94016.06096.0163.98425.562240.875bicubic+6.360+2.294+1
424densenet16183.90416.09696.0163.98428.682240.875bicubic+6.552+2.378+8
425mobilenetv2_120d83.89316.10795.9074.0935.832240.875bicubic+6.597+2.411+9
426adv_inception_v383.89116.10995.9334.06723.832990.875bicubic+6.309+2.195-3
427seresnext26t_32x4d83.87816.12295.9334.06716.812240.875bicubic+5.902+2.189-24
428tv_resnet10183.85016.15095.8904.11044.552240.875bilinear+6.472+2.348+3
429tinynet_a83.82716.17395.8204.1816.191920.875bicubic+6.175+2.282-11
430inception_v383.76116.23995.8794.12123.832990.875bicubic+6.323+2.403-1
431hardcorenas_d83.75616.24495.7344.2667.502240.875bilinear+6.324+2.250-1
432seresnext26d_32x4d83.75416.24695.8524.14816.812240.875bicubic+6.152+2.244-11
433dla6083.72716.27395.9374.06322.042240.875bilinear+6.691+2.619+10
434xcit_nano_12_p8_224_dist83.72416.27695.9524.0483.052241.000bicubic+7.404+2.866+30
435eca_resnext26ts83.70316.29795.9434.05710.302560.900bicubic+6.251+2.377-7
436repvgg_b1g483.70116.29996.0253.97539.972240.875bilinear+6.115+2.195-14
437convmixer_1024_20_ks9_p1483.68216.31895.8904.11024.382240.960bicubic+6.740+2.534+9
438legacy_seresnet5083.66716.33395.9804.02028.092240.875bilinear+6.035+2.228-19
439tf_efficientnet_b0_ap83.65216.34895.7814.2195.292240.875bicubic+6.562+2.523+2
440skresnet3483.63516.36595.9284.07222.282240.875bicubic+6.731+2.608+9
441tf_efficientnet_cc_b0_4e83.63516.36595.7404.26013.312240.875bicubic+6.331+2.406-8
442resmlp_12_22483.56916.43195.7624.23815.352240.875bicubic+6.912+2.582+13
443densenet20183.55416.44695.8114.18920.012240.875bicubic+6.264+2.333-8
444mobilenetv3_large_100_miil83.55416.44695.4504.5505.482240.875bilinear+5.636+2.544-37
445gernet_s83.51916.48195.7964.2048.172240.875bilinear+6.607+2.662+3
446mixnet_m83.51916.48195.6894.3115.012240.875bicubic+6.255+2.265-10
447legacy_seresnext26_32x4d83.51716.48395.7154.28516.792240.875bicubic+6.415+2.399-7
448tf_efficientnet_b083.51716.48395.7194.2815.292240.875bicubic+6.671+2.493+2
449hrnet_w1883.49816.50295.9094.09121.302240.875bilinear+6.746+2.467+4
450densenetblur121d83.47016.53095.8224.1788.002240.875bicubic+6.888+2.634+9
451resnext26ts83.46616.53495.7244.27710.302560.900bicubic+6.686+2.596+1
452selecsls42b83.45516.54595.7494.25132.462240.875bicubic+6.281+2.355-15
453tf_efficientnet_lite183.34416.65695.6404.3605.422400.882bicubic+6.708+2.418+3
454hardcorenas_c83.33416.66695.7114.2895.522240.875bilinear+6.286+2.555-12
455regnetx_01683.19716.80395.7404.2609.192240.875bicubic+6.247+2.319-10
456dpn6883.18016.82095.5954.40512.612240.875bicubic+6.874+2.621+10
457tf_mixnet_m83.17616.82495.4634.5375.012240.875bicubic+6.234+2.311-10
458tf_efficientnet_es83.17416.82695.5874.4135.442240.875bicubic+6.576+2.3830
459mobilenetv2_14083.16916.83195.6894.3116.112240.875bicubic+6.661+2.691+3
460xcit_nano_12_p16_384_dist83.16516.83595.7554.2453.053841.000bicubic+7.715+3.064+22
461ese_vovnet19b_dw83.10716.89395.7794.2216.542240.875bicubic+6.307+2.507-10
462levit_128s83.06216.93895.5294.4717.782240.900bicubic+6.543+2.663-1
463resnet26d83.05616.94495.6084.39216.012240.875bicubic+6.356+2.462-9
464repvgg_a283.00116.99995.5914.40928.212240.875bilinear+6.541+2.585-1
465tv_resnet5082.95817.04295.4724.52925.562240.875bilinear+6.820+2.610+2
466hardcorenas_b82.86417.13695.3904.6105.182240.875bilinear+6.332+2.636-6
467densenet12182.81917.18195.5834.4177.982240.875bicubic+7.237+2.931+9
468vit_tiny_r_s16_p8_38482.68917.31195.8454.1556.363841.000bicubic+6.733+2.583+2
469densenet16982.68017.32095.6004.40014.152240.875bicubic+6.780+2.570+3
470vit_small_patch32_22482.52717.47395.6704.33022.882240.900bicubic+6.529+2.398-2
471mixnet_s82.52217.47895.3564.6444.132240.875bicubic+6.530+2.558-2
472regnety_00882.48817.51295.4914.5096.262240.875bicubic+6.176+2.421-7
473efficientnet_lite082.38217.61995.2844.7164.652240.875bicubic+6.906+2.772+6
474resnest14d82.35217.64895.3434.65710.612240.875bilinear+6.846+2.823+4
475hardcorenas_a82.31317.68795.2994.7015.262240.875bilinear+6.391+2.783-4
476efficientnet_es_pruned82.28517.71595.3014.6995.442240.875bicubic+7.287+2.863+15
477mobilenetv3_rw82.27517.72595.2344.7665.482240.875bicubic+6.645+2.526-2
478semnasnet_10082.25117.74995.2304.7703.892240.875bicubic+6.801+2.630+3
479mobilenetv3_large_10082.17717.82395.1964.8045.482240.875bicubic+6.415+2.656-6
480resnet3482.14417.85595.1284.87221.802240.875bilinear+7.030+2.844+8
481mobilenetv2_110d82.07217.92895.0764.9234.522240.875bicubic+7.032+2.892+8
482vit_tiny_patch16_22482.06317.93795.4844.5165.722240.900bicubic+6.607+2.638-2
483tf_mixnet_s82.03817.96295.1244.8774.132240.875bicubic+6.388+2.496-9
484repvgg_b082.01217.98895.0984.90215.822240.875bilinear+6.856+2.680+1
485deit_tiny_distilled_patch16_22481.99918.00195.1414.8595.912240.900bicubic+7.487+3.253+15
486mixer_b16_22481.98718.01494.4495.55159.882240.875bicubic+5.377+2.219-29
487pit_ti_distilled_22481.96718.03395.1454.8555.102240.900bicubic+7.435+3.047+12
488hrnet_w18_small_v281.96518.03595.1644.83615.602240.875bilinear+6.847+2.748-1
489tf_efficientnet_lite081.95718.04395.1624.8384.652240.875bicubic+7.125+2.986+4
490resnet2681.95418.04695.2454.75516.002240.875bicubic+6.652+2.669-7
491tinynet_b81.87318.12794.8785.1223.731880.875bicubic+6.893+2.692+1
492tf_mobilenetv3_large_10081.84818.15295.0684.9325.482240.875bilinear+6.330+2.464-15
493tv_densenet12181.72618.27495.0364.9647.982240.875bicubic+6.982+2.886+2
494regnety_00681.69618.30495.1214.8796.062240.875bicubic+6.450+2.587-10
495dla3481.64718.35394.8785.12215.742240.875bilinear+7.027+2.806+2
496xcit_nano_12_p8_22481.64318.35795.2714.7293.052241.000bicubic+7.725+3.101+10
497crossvit_9_24081.61718.38394.9785.0228.552400.875bicubic+7.647+3.014+8
498fbnetc_10081.55918.44194.9665.0355.572240.875bilinear+6.433+2.584-12
499legacy_seresnet3481.53818.46294.8975.10321.962240.875bilinear+6.728+2.771-5
500gluon_resnet34_v1b81.49818.50394.8055.19521.802240.875bicubic+6.906+2.817-2
501regnetx_00881.48118.52095.0644.9367.262240.875bicubic+6.445+2.724-11
502mnasnet_10081.45518.54594.9015.0984.382240.875bicubic+6.801+2.791-6
503vgg19_bn81.44618.55494.7655.235143.682240.875bilinear+7.232+2.917-2
504convit_tiny81.13218.86895.0474.9535.712240.875bicubic+8.012+3.327+10
505crossvit_tiny_24081.09418.90694.9875.0137.012400.875bicubic+7.758+3.071+6
506spnasnet_10080.87219.12894.5265.4744.422240.875bilinear+6.786+2.708-4
507ghostnet_10080.70119.29994.2915.7095.182240.875bilinear+6.723+2.833-3
508regnety_00480.65019.35094.6845.3164.342240.875bicubic+6.626+2.930-5
509skresnet1880.64119.35994.3765.62411.962240.875bicubic+7.605+3.208+6
510regnetx_00680.63519.36594.5285.4726.202240.875bicubic+6.783+2.854-3
511pit_ti_22480.60919.39194.6205.3804.852240.900bicubic+7.699+3.214+7
512swsl_resnet1880.56719.43394.7465.25411.692240.875bilinear+7.293+3.008+1
513vgg16_bn80.55619.44494.5925.408138.372240.875bilinear+7.206+3.088-3
514semnasnet_07580.48119.51994.3215.6792.912240.875bicubic+7.507+3.185+2
515tv_resnet3480.38919.61194.4385.56221.802240.875bilinear+7.081+3.014-3
516resnet18d80.38519.61594.2465.75411.712240.875bicubic+8.135+3.558+8
517mobilenetv2_10080.25519.74594.1975.8033.502240.875bicubic+7.289+3.1790
518xcit_nano_12_p16_224_dist80.21619.78494.3575.6433.052241.000bicubic+7.914+3.495+5
519vit_base_patch32_224_sam80.21019.79093.8236.17788.222240.900bicubic+6.518+2.811-11
520ssl_resnet1880.10119.89994.5905.41011.692240.875bilinear+7.495+3.166-1
521tf_mobilenetv3_large_07580.08819.91294.1825.8183.992240.875bilinear+6.648+2.834-12
522deit_tiny_patch16_22480.01119.98894.4495.5515.722240.900bicubic+7.846+3.329+4
523hrnet_w18_small79.56320.43793.8966.10413.192240.875bilinear+7.223+3.218-1
524vgg1979.47820.52293.8686.132143.672240.875bilinear+7.112+2.998-3
525regnetx_00479.42420.57693.8516.1495.162240.875bicubic+7.034+3.021-5
526tf_mobilenetv3_large_minimal_10079.22620.77493.7026.2983.922240.875bilinear+6.976+3.072-1
527legacy_seresnet1879.15720.84393.7816.21911.782240.875bicubic+7.415+3.449+3
528vgg1679.03420.96693.6466.354138.362240.875bilinear+7.444+3.264+4
529vgg13_bn79.00820.99293.6576.343133.052240.875bilinear+7.414+3.281+2
530vit_tiny_r_s16_p8_22478.98721.01393.8986.1026.342240.900bicubic+7.199+3.076-1
531lcnet_10078.89521.10593.5586.4412.952240.875bicubic+6.787+3.180-4
532tinynet_c78.43221.56893.1406.8602.461840.875bicubic+7.204+3.390+1
533gluon_resnet18_v1b78.37421.62693.1366.86411.692240.875bicubic+7.536+3.374+1
534vgg11_bn77.92622.07493.2306.770132.872240.875bilinear+7.566+3.428+1
535xcit_nano_12_p16_22477.90622.09493.4286.5723.052241.000bicubic+7.942+3.668+2
536regnety_00277.41122.58992.9077.0933.162240.875bicubic+7.157+3.3670
537resnet1877.27422.72692.7607.24011.692240.875bilinear+7.530+3.678+2
538mixer_l16_22477.27022.73090.5809.420208.202240.875bicubic+5.222+2.916-10
539vgg1377.22722.77392.6877.313133.052240.875bilinear+7.301+3.441-1
540vgg1176.39323.60792.1547.846132.862240.875bilinear+7.365+3.5280
541regnetx_00276.11723.88392.2097.7912.682240.875bicubic+7.367+3.653+1
542lcnet_07576.05723.94392.0707.9302.362240.875bicubic+7.239+3.696-1
543dla60x_c75.63724.36392.1777.8231.322240.875bilinear+7.745+3.751+1
544tf_mobilenetv3_small_10074.71725.28391.2578.7432.542240.875bilinear+6.793+3.593-1
545tinynet_d74.28125.71990.9229.0782.341520.875bicubic+7.323+3.8580
546dla46x_c73.64726.35391.0958.9051.072240.875bilinear+7.677+4.1150
547mobilenetv2_05073.46326.53790.3179.6821.972240.875bicubic+7.521+4.2360
548mnasnet_small73.37126.62890.5169.4842.032240.875bicubic+7.775+4.328+1
549tf_mobilenetv3_small_07572.81027.19090.0369.9642.042240.875bilinear+7.096+3.902-1
550dla46_c72.60727.39390.4999.5011.302240.875bilinear+7.741+4.2050
551lcnet_05070.39329.60788.82511.1751.882240.875bicubic+7.293+4.4430
552tf_mobilenetv3_small_minimal_10070.11129.88988.50711.4932.042240.875bilinear+7.203+4.2730
553tinynet_e66.81733.18386.26913.7312.041060.875bicubic+6.961+4.5030