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

33 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2tf_efficientnet_l2_ns90.5639.43798.7791.221480.318000.960bicubic+2.211+0.1290
3tf_efficientnet_l2_ns_47590.5379.46398.7101.290480.314750.936bicubic+2.303+0.1640
4cait_m48_44890.1969.80498.4841.516356.464481.000bicubic+3.712+0.730+2
5tf_efficientnet_b7_ns90.1009.90098.6141.38666.356000.949bicubic+3.260+0.5200
6cait_m36_38490.0469.95498.4931.507271.223841.000bicubic+3.992+0.763+7
7swin_large_patch4_window12_38490.0279.97398.6571.343196.743841.000bicubic+2.879+0.423-3
8tf_efficientnetv2_l_in21ft1k90.0089.99298.6191.381118.524801.000bicubic+3.704+0.641+2
9swin_base_patch4_window12_38489.99510.00598.6951.30487.903841.000bicubic+3.563+0.637-1
10dm_nfnet_f689.90110.09998.5291.471438.365760.956bicubic+3.605+0.785+1
11cait_s36_38489.84410.15698.4271.57368.373841.000bicubic+4.384+0.947+8
12swin_large_patch4_window7_22489.79610.20498.6401.360196.532240.900bicubic+3.477+0.744-3
13tf_efficientnet_b6_ns89.78210.21898.5101.49043.045280.942bicubic+3.330+0.628-6
14tf_efficientnetv2_m_in21ft1k89.77510.22598.5031.49754.144801.000bicubic+4.187+0.751+2
15tf_efficientnet_b5_ns89.65110.34998.4821.51830.394560.934bicubic+3.563+0.730-3
16tf_efficientnet_b8_ap89.58110.41998.3051.69587.416720.954bicubic+4.211+1.011+7
17cait_s24_38489.50210.49898.3621.63847.063841.000bicubic+4.456+1.016+12
18tf_efficientnet_b7_ap89.42910.57198.3471.65366.356000.949bicubic+4.309+1.096+9
19vit_deit_base_distilled_patch16_38489.42910.57198.4411.55987.633841.000bicubic+4.007+1.109+2
20dm_nfnet_f389.39310.60798.3151.685254.924160.940bicubic+3.833+0.909-3
21tf_efficientnetv2_l89.36710.63398.2751.725118.524801.000bicubic+3.877+0.903-3
22tf_efficientnet_b889.35510.64598.3031.69787.416720.954bicubic+3.985+0.9130
23tf_efficientnet_b6_ap89.34210.65898.2811.71943.045280.942bicubic+4.554+1.143+15
24tf_efficientnet_b4_ns89.30510.69498.3471.65319.343800.922bicubic+4.143+0.877+1
25dm_nfnet_f489.29910.70198.2241.776316.075120.951bicubic+3.641+0.714-10
26tf_efficientnetv2_m89.28410.71698.2361.76454.144801.000bicubic+4.240+0.958+4
27dm_nfnet_f589.18410.81698.2321.768377.215440.954bicubic+3.470+0.790-13
28swin_base_patch4_window7_22489.14510.85598.4291.57187.772240.900bicubic+3.893+0.867-4
29cait_xs24_38489.13910.86198.2901.71026.673841.000bicubic+5.077+1.402+26
30ig_resnext101_32x48d89.12010.88098.1301.870828.412240.875bilinear+3.692+0.558-10
31ig_resnext101_32x32d89.11110.88998.1811.819468.532240.875bilinear+4.017+0.743-3
32tf_efficientnet_b789.08610.91498.1831.81766.356000.949bicubic+4.150+0.979+3
33ecaresnet269d89.06910.93198.2341.766102.093521.000bicubic+4.093+1.0080
34efficientnetv2_rw_m88.98711.01398.2131.78753.244161.000bicubic+4.179+1.065+3
35tf_efficientnet_b5_ap88.93811.06298.1641.83630.394560.934bicubic+4.686+1.190+14
36tf_efficientnetv2_s_in21ft1k88.90411.09698.2771.72321.463841.000bicubic+4.602+1.025+10
37dm_nfnet_f288.88911.11198.1171.883193.783520.920bicubic+3.899+0.973-5
38dm_nfnet_f188.85311.14798.0931.907132.633200.910bicubic+4.249+1.025+2
39resnetrs42088.84011.16098.0341.966191.894161.000bicubic+3.832+0.910-8
40ig_resnext101_32x16d88.83411.16698.0491.951194.032240.875bilinear+4.664+0.853+11
41resnetrs27088.83411.16698.1361.864129.863521.000bicubic+4.400+1.166+2
42vit_base_r50_s16_38488.80811.19298.2321.76898.953841.000bicubic+3.836+0.944-8
43seresnet152d88.79511.20598.1721.82866.843201.000bicubic+4.433+1.132+2
44swsl_resnext101_32x8d88.77011.23098.1471.85388.792240.875bilinear+4.486+0.971+3
45tf_efficientnet_b688.76111.23998.0641.93743.045280.942bicubic+4.651+1.178+8
46resnetrs35088.75911.24198.0291.971163.963841.000bicubic+4.039+1.041-7
47vit_base_patch16_224_miil88.73711.26298.0271.97386.542240.875bilinear+4.469+1.225+1
48resnetv2_152x2_bitm88.69911.30198.3371.663236.344801.000bilinear+4.259+0.891-6
49regnety_16088.69711.30398.0681.93283.592881.000bicubic+5.011+1.292+16
50pit_b_distilled_22488.67611.32498.0931.90774.792240.900bicubic+4.532+1.237+2
51resnetrs20088.60511.39598.0341.96693.213201.000bicubic+4.539+1.160+3
52eca_nfnet_l188.57511.42598.1301.87041.413201.000bicubic+4.567+1.102+5
53resnetv2_152x4_bitm88.56511.43598.1851.815936.534801.000bilinear+3.633+0.749-17
54resnet200d88.54311.45797.9592.04164.693201.000bicubic+4.581+1.135+4
55resnest269e88.52211.47898.0271.973110.934160.928bicubic+4.004+1.041-14
56resnetv2_101x3_bitm88.49211.50898.1621.838387.934801.000bilinear+4.098+0.800-12
57efficientnetv2_rw_s88.47311.52797.9742.02623.943841.000bicubic+4.665+1.250+5
58cait_s24_22488.44711.55397.9572.04346.922241.000bicubic+4.995+1.393+10
59resnest200e88.43211.56898.0421.95870.203200.909bicubic+4.600+1.148+1
60tf_efficientnet_b3_ns88.42611.57498.0291.97112.233000.904bicubic+4.378+1.119-4
61vit_large_patch16_38488.40711.59398.1871.813304.723841.000bicubic+3.249+0.831-35
62tf_efficientnetv2_s88.40211.59897.9272.07321.463841.000bicubic+4.508+1.229-3
63vit_base_patch16_38488.38911.61198.1551.84586.863841.000bicubic+4.180+0.937-13
64efficientnet_b488.37211.62897.9612.03919.343841.000bicubic+4.944+1.365+5
65resnet152d88.35511.64597.9352.06560.213201.000bicubic+4.675+1.197+1
66resnetv2_50x3_bitm88.34911.65198.1081.892217.324801.000bilinear+4.565+1.002-3
67tf_efficientnet_b4_ap88.34911.65197.8932.10719.343800.922bicubic+5.101+1.501+6
68tf_efficientnet_b588.32111.67997.9122.08830.394560.934bicubic+4.509+1.164-7
69resnetrs15288.25111.74997.7372.26386.623201.000bicubic+4.539+1.123-5
70vit_deit_base_distilled_patch16_22488.21411.78697.9142.08687.342240.900bicubic+4.826+1.4260
71ig_resnext101_32x8d88.14611.85497.8562.14488.792240.875bilinear+5.458+1.220+18
72cait_xxs36_38488.14011.86097.9082.09217.373841.000bicubic+5.946+1.760+32
73dm_nfnet_f088.11211.88897.8372.16371.492560.900bicubic+4.770+1.277-1
74swsl_resnext101_32x4d88.09911.90197.9672.03344.182240.875bilinear+4.869+1.2070
75tf_efficientnet_b487.96312.03797.7392.26119.343800.922bicubic+4.941+1.439+8
76nfnet_l087.94812.05297.8502.15035.072881.000bicubic+5.188+1.352+10
77eca_nfnet_l087.94312.05797.8612.13924.142881.000bicubic+5.355+1.387+14
78resnet101d87.94112.05997.9082.09244.573201.000bicubic+4.919+1.462+4
79regnety_03287.93712.06397.8912.10919.442881.000bicubic+5.213+1.467+8
80twins_svt_large87.90112.09997.5812.41999.272240.900bicubic+4.223+0.987-13
81twins_pcpvt_large87.87712.12397.8562.14460.992240.900bicubic+4.737+1.258-5
82vit_deit_base_patch16_38487.84512.15597.5102.49086.863841.000bicubic+4.739+1.138-4
83tresnet_xl_44887.79612.20497.4592.54178.444480.875bilinear+4.746+1.285-2
84tresnet_m87.73612.26497.5232.47731.392240.875bilinear+4.656+1.405-5
85twins_pcpvt_base87.73612.26497.7262.27443.832240.900bicubic+5.028+1.380+3
86swin_small_patch4_window7_22487.66412.33697.5662.43449.612240.900bicubic+4.452+1.244-11
87twins_svt_base87.63812.36297.5232.47756.072240.900bicubic+4.502+1.105-11
88resnetv2_101x1_bitm87.63812.36297.9552.04544.544801.000bilinear+5.426+1.483+16
89pnasnet5large87.63612.36497.4852.51586.063310.911bicubic+4.854+1.445-4
90swsl_resnext101_32x16d87.61512.38697.8202.180194.032240.875bilinear+4.269+0.974-19
91swsl_resnext50_32x4d87.60012.40097.6512.34925.032240.875bilinear+5.418+1.421+14
92tf_efficientnet_b2_ns87.55712.44397.6282.3729.112600.890bicubic+5.177+1.380+2
93levit_38487.55312.44797.5452.45539.132240.900bicubic+4.967+1.529-1
94ecaresnet50t87.53812.46297.6432.35725.573200.950bicubic+5.192+1.505+2
95efficientnet_b387.43512.56597.6812.31912.233201.000bicubic+5.193+1.567+7
96cait_xxs24_38487.41612.58497.6192.38112.033841.000bicubic+6.450+1.973+48
97resnet51q87.39512.60597.5872.41335.702881.000bilinear+5.035+1.407-2
98coat_lite_small87.38012.62097.3652.63519.842240.900bicubic+5.072+1.515-1
99tresnet_l_44887.37712.62397.4852.51555.994480.875bilinear+5.109+1.509+2
100nasnetalarge87.35012.65097.4172.58388.753310.911bicubic+4.730+1.371-10
101ecaresnet101d87.28812.71297.5622.43844.572240.875bicubic+5.116+1.516+5
102resnest101e87.28412.71697.5602.44048.282560.875bilinear+4.394+1.240-18
103pit_s_distilled_22487.27712.72397.5002.50024.042240.900bicubic+5.281+1.702+7
104resnetrs10187.24712.75397.4572.54363.622880.940bicubic+4.959+1.449-4
105mixer_b16_224_miil87.22612.77497.4102.59059.882240.875bilinear+4.918+1.694-7
106tresnet_xl87.22412.77697.4002.60078.442240.875bilinear+5.170+1.463+2
107convit_base87.20012.80097.2862.71486.542240.875bicubic+4.910+1.348-8
108tf_efficientnet_b3_ap87.19212.80897.3802.62012.233000.904bicubic+5.370+1.756+5
109visformer_small87.18112.81997.3232.67740.222240.900bicubic+5.075+1.451-2
110convit_small87.05312.94797.3502.65027.782240.875bicubic+5.627+1.606+17
111tf_efficientnetv2_b387.03212.96897.3032.69714.363000.904bicubic+5.062+1.5210
112vit_base_patch32_38487.01912.98197.6542.34688.303841.000bicubic+5.367+1.526+5
113vit_large_patch16_22487.00612.99497.6902.310304.332240.900bicubic+3.944+1.252-33
114vit_deit_small_distilled_patch16_22486.99313.00797.3162.68422.442240.900bicubic+5.793+1.938+22
115tnt_s_patch16_22486.90313.09797.3682.63223.762240.900bicubic+5.385+1.620+7
116ssl_resnext101_32x16d86.85613.14397.5172.483194.032240.875bilinear+5.013+1.421-4
117rexnet_20086.84613.15497.2762.72416.372240.875bicubic+5.214+1.608+2
118tf_efficientnet_b386.83513.16597.2972.70312.233000.904bicubic+5.199+1.5790
119vit_deit_base_patch16_22486.82913.17197.0492.95186.572240.900bicubic+4.831+1.315-10
120tresnet_m_44886.82013.18097.2122.78831.394480.875bilinear+5.106+1.640-5
121ssl_resnext101_32x8d86.80713.19397.4662.53488.792240.875bilinear+5.191+1.428-1
122swsl_resnet5086.80713.19397.4982.50225.562240.875bilinear+5.641+1.526+15
123tf_efficientnet_lite486.80313.19797.2632.73713.013800.920bilinear+5.267+1.595-2
124coat_mini86.79313.20797.1622.83710.342240.900bicubic+5.525+1.770+9
125vit_base_patch16_22486.77813.22397.4382.56286.572240.900bicubic+4.992+1.316-11
126tresnet_l86.76713.23397.2712.72955.992240.875bilinear+5.277+1.647-1
127twins_svt_small86.75613.24497.1752.82524.062240.900bicubic+5.074+1.505-11
128levit_25686.72813.27297.2592.74118.892240.900bicubic+5.218+1.769-5
129seresnext50_32x4d86.69913.30197.2142.78627.562240.875bicubic+5.433+1.594+5
130pit_b_22486.68613.31496.8983.10273.762240.900bicubic+4.240+1.188-37
131tf_efficientnet_b1_ns86.66913.33197.3782.6227.792400.882bicubic+5.281+1.640-3
132swin_tiny_patch4_window7_22486.66413.33697.1972.80328.292240.900bicubic+5.286+1.657-3
133gernet_l86.65413.34697.1862.81431.082560.875bilinear+5.300+1.650-3
134wide_resnet50_286.64713.35397.2142.78668.882240.875bicubic+5.191+1.682-8
135efficientnet_el86.63513.36697.1752.82510.593000.904bicubic+5.319+1.649-4
136twins_pcpvt_small86.62013.38097.3402.66024.112240.900bicubic+5.532+1.698+4
137nf_resnet5086.61713.38397.2822.71825.562880.940bicubic+5.923+1.926+15
138resnest50d_4s2x40d86.59213.40897.2692.73130.422240.875bicubic+5.484+1.7110
139efficientnet_b3_pruned86.58113.41997.1902.8109.863000.904bicubic+5.723+1.948+9
140repvgg_b386.56613.43497.1392.861123.092240.875bilinear+6.074+1.879+17
141ssl_resnext101_32x4d86.47913.52197.4682.53244.182240.875bilinear+5.555+1.740+4
142ecaresnet50d86.47013.53097.1862.81425.582240.875bicubic+5.878+1.866+13
143gluon_resnet152_v1s86.46813.53297.1092.89160.322240.875bicubic+5.452+1.697-2
144resnest50d_1s4x24d86.44713.55397.1482.85225.682240.875bicubic+5.459+1.826-2
145repvgg_b3g486.36113.63997.0542.94683.832240.875bilinear+6.147+1.944+29
146legacy_senet15486.34213.65896.9283.072115.092240.875bilinear+5.032+1.432-14
147cait_xxs36_22486.34013.66097.1112.88917.302241.000bicubic+6.590+2.245+51
148gernet_m86.31913.68197.0962.90421.142240.875bilinear+5.587+1.912+3
149pit_s_22486.31613.68497.0452.95523.462240.900bicubic+5.222+1.713-10
150efficientnet_b286.30413.69696.9903.0109.112881.000bicubic+5.692+1.672+3
151gluon_senet15486.27813.72296.9493.051115.092240.875bicubic+5.044+1.601-16
152resnest50d86.24013.76197.0732.92727.482240.875bilinear+5.266+1.695-9
153ecaresnet101d_pruned86.20713.79397.3352.66524.882240.875bicubic+5.389+1.707-4
154efficientnet_el_pruned86.19213.80797.0262.97410.593000.904bicubic+5.892+1.808+14
155cspdarknet5386.18213.81897.0132.98727.642560.887bilinear+6.124+1.929+26
156inception_v486.16913.83196.9193.08142.682990.875bicubic+6.001+1.951+21
157resnetv2_50x1_bitm86.15413.84697.5602.44025.554801.000bilinear+5.982+1.934+19
158rexnet_15086.15413.84697.0582.9429.732240.875bicubic+5.844+1.892+8
159inception_resnet_v286.13313.86797.0432.95755.842990.897bicubic+5.675+1.737+2
160ssl_resnext50_32x4d86.08613.91497.2122.78825.032240.875bilinear+5.768+1.806+5
161tf_efficientnet_el86.08413.91696.9643.03610.593000.904bicubic+5.834+1.836+10
162gluon_resnet101_v1s86.05413.94697.0222.97844.672240.875bicubic+5.752+1.862+5
163ecaresnetlight86.05213.94897.0692.93130.162240.875bicubic+5.590+1.819-3
164gluon_seresnext101_32x4d86.03213.96896.9773.02348.962240.875bicubic+5.128+1.683-18
165resnet50d86.00913.99196.9793.02125.582240.875bicubic+5.479+1.819-9
166ecaresnet26t85.98314.01797.0412.95916.013200.950bicubic+6.129+1.957+27
167tf_efficientnet_b2_ap85.97514.02596.8103.1909.112600.890bicubic+5.675+1.782+2
168gluon_seresnext101_64x4d85.96014.04096.9793.02188.232240.875bicubic+5.066+1.671-21
169gluon_resnet152_v1d85.91714.08396.8123.18860.212240.875bicubic+5.443+1.606-10
170vit_large_patch32_38485.90914.09197.3682.632306.633841.000bicubic+4.403+1.276-46
171tf_efficientnet_b285.90214.09896.8623.1399.112600.890bicubic+5.816+1.954+9
172tf_efficientnetv2_b285.90014.10096.8893.11110.102600.890bicubic+5.692+1.847+3
173seresnet5085.85714.14397.0042.99528.092240.875bicubic+5.583+1.934-3
174repvgg_b2g485.85514.14596.8123.18861.762240.875bilinear+6.489+2.124+39
175gluon_resnet101_v1d85.84914.15196.6633.33744.572240.875bicubic+5.435+1.649-13
176resnet5085.80414.19696.7123.28825.562240.875bicubic+6.766+2.322+60
177mixnet_xl85.79814.20296.7123.28811.902240.875bicubic+5.322+1.776-19
178ens_adv_inception_resnet_v285.78114.22096.7593.24155.842990.897bicubic+5.799+1.823+6
179tf_efficientnet_lite385.75514.24596.8873.1138.203000.904bilinear+5.935+1.973+17
180ese_vovnet39b85.75114.24996.8913.10924.572240.875bicubic+6.431+2.179+35
181gluon_resnext101_32x4d85.74614.25496.6353.36544.182240.875bicubic+5.412+1.709-17
182legacy_seresnext101_32x4d85.74614.25496.7573.24348.962240.875bilinear+5.518+1.739-9
183cspresnext5085.74014.26096.8403.16020.572240.875bilinear+5.700+1.896-1
184regnety_32085.72714.27396.7253.275145.052240.875bicubic+4.915+1.481-34
185cspresnet5085.72114.27996.7953.20521.622560.887bilinear+6.147+2.083+21
186xception7185.69714.30396.7763.22442.342990.903bicubic+5.823+1.854+4
187gluon_resnext101_64x4d85.69314.30796.6443.35683.462240.875bicubic+5.089+1.656-33
188efficientnet_em85.68414.31696.9383.0626.902400.882bicubic+6.432+2.144+36
189vit_deit_small_patch16_22485.67814.32296.9063.09422.052240.900bicubic+5.822+1.854+3
190pit_xs_distilled_22485.65714.34396.6673.33311.002240.900bicubic+6.351+2.303+30
191efficientnet_b2_pruned85.64214.35896.7463.2548.312600.890bicubic+5.726+1.890-5
192dpn10785.64014.36096.7293.27186.922240.875bicubic+5.484+1.819-14
193ecaresnet50d_pruned85.58014.42096.9363.06419.942240.875bicubic+5.864+2.056+7
194gluon_resnet152_v1c85.58014.42096.6463.35460.212240.875bicubic+5.670+1.806-7
195levit_19285.58014.42096.7403.26010.952240.900bicubic+5.738+1.954-1
196resnext50d_32x4d85.56914.43196.7483.25225.052240.875bicubic+5.893+1.882+7
197tf_efficientnetv2_b185.56114.43996.7273.2738.142400.882bicubic+6.099+2.005+14
198regnety_12085.54314.45796.7853.21551.822240.875bicubic+5.177+1.659-35
199regnetx_32085.52414.47696.6693.331107.812240.875bicubic+5.278+1.643-27
200nf_regnet_b185.49914.50196.7993.20010.222880.900bicubic+6.193+2.051+19
201dpn9285.49414.50696.6353.36537.672240.875bicubic+5.486+1.799-18
202gluon_resnet152_v1b85.47514.52596.5503.45060.192240.875bicubic+5.789+1.8140
203rexnet_13085.47314.52796.6843.3167.562240.875bicubic+5.973+2.002+6
204resnetrs5085.46214.53896.7363.26435.692240.910bicubic+5.570+1.767-16
205dpn13185.39814.60296.6393.36179.252240.875bicubic+5.576+1.929-10
206regnetx_16085.39014.61096.6373.36354.282240.875bicubic+5.534+1.807-15
207dla102x285.36614.63496.6293.37141.282240.875bilinear+5.918+1.989+5
208gluon_seresnext50_32x4d85.33614.66496.6673.33327.562240.875bicubic+5.418+1.845-23
209xception6585.31514.68596.6373.36339.922990.903bicubic+5.763+1.983-2
210skresnext50_32x4d85.31314.68796.3903.61027.482240.875bicubic+5.157+1.748-31
211dpn9885.31114.68996.4693.53161.572240.875bicubic+5.669+1.871-7
212gluon_resnet101_v1c85.30414.69696.4053.59544.572240.875bicubic+5.770+1.827-4
213dpn68b85.29114.70996.4643.53612.612240.875bicubic+6.076+2.050+14
214regnety_06485.28314.71796.6393.36130.582240.875bicubic+5.561+1.871-15
215resnetblur5085.28314.71796.5313.47025.562240.875bicubic+5.997+1.892+7
216coat_lite_mini85.25114.74996.6803.32011.012240.900bicubic+6.163+2.076+15
217regnety_08085.24514.75596.6333.36739.182240.875bicubic+5.369+1.803-28
218cait_xxs24_22485.22814.77396.7123.28811.962241.000bicubic+6.842+2.402+43
219resnext50_32x4d85.22114.77996.5263.47425.032240.875bicubic+5.453+1.928-22
220resnext101_32x8d85.18714.81396.4453.55588.792240.875bilinear+5.879+1.927-4
221gluon_inception_v385.18314.81796.5263.47423.832990.875bicubic+6.377+2.156+21
222hrnet_w4885.15114.84996.4923.50877.472240.875bilinear+5.851+1.980-1
223gluon_xception6585.14814.85196.5973.40339.922990.903bicubic+5.433+1.737-22
224gluon_resnet101_v1b85.14214.85896.3663.63444.552240.875bicubic+5.836+1.842-6
225regnetx_12085.13114.86996.4773.52346.112240.875bicubic+5.535+1.739-20
226xception85.12914.87196.4713.52922.862990.897bicubic+6.077+2.079+9
227tf_efficientnet_b1_ap85.12714.87396.4053.5957.792400.882bicubic+5.847+2.099-4
228hrnet_w6485.11914.88196.7443.256128.062240.875bilinear+5.645+2.092-18
229ssl_resnet5085.09714.90396.8663.13425.562240.875bilinear+5.875+2.034-4
230res2net101_26w_4s85.09314.90796.3813.61945.212240.875bilinear+5.895+1.949-1
231tf_efficientnet_cc_b1_8e85.06314.93796.4223.57839.722400.882bicubic+5.755+2.052-14
232res2net50_26w_8s85.02914.97196.4193.58048.402240.875bilinear+5.831+2.052-4
233resnest26d85.00814.99296.6373.36317.072240.875bilinear+6.530+2.339+22
234gluon_resnext50_32x4d84.99515.00596.4263.57425.032240.875bicubic+5.641+2.000-20
235tf_efficientnet_b0_ns84.98415.01696.5033.4975.292240.875bicubic+6.326+2.127+14
236coat_tiny84.97615.02496.4093.5915.502240.900bicubic+6.542+2.371+23
237regnety_04084.94815.05296.6123.38820.652240.875bicubic+5.728+1.956-11
238dla16984.92015.08096.5353.46553.392240.875bilinear+6.232+2.199+9
239tf_efficientnet_b184.91815.08296.3643.6367.792400.882bicubic+6.092+2.166+2
240legacy_seresnext50_32x4d84.90115.09996.4343.56627.562240.875bilinear+5.823+1.998-8
241hrnet_w4484.88415.11696.4343.56667.062240.875bilinear+5.988+2.066-2
242regnetx_08084.86215.13896.4343.56639.572240.875bicubic+5.668+1.874-12
243gluon_resnet50_v1s84.86015.14096.4433.55725.682240.875bicubic+6.150+2.205+3
244levit_12884.84315.15796.3603.6409.212240.900bicubic+6.357+2.350+9
245gluon_resnet50_v1d84.83215.16896.3983.60225.582240.875bicubic+5.758+1.928-12
246dla60_res2next84.83015.17096.4113.58917.032240.875bilinear+6.390+2.259+12
247mixnet_l84.82215.17896.3283.6727.332240.875bicubic+5.846+2.146-10
248tv_resnet15284.81515.18596.2253.77560.192240.875bilinear+6.503+2.187+17
249dla102x84.81315.18796.5523.44826.312240.875bilinear+6.303+2.324+2
250dla60_res2net84.81315.18796.4813.51920.852240.875bilinear+6.349+2.275+7
251pit_xs_22484.79215.20896.4923.50810.622240.900bicubic+6.610+2.324+19
252xception4184.79215.20896.4133.58726.972990.903bicubic+6.276+2.135-1
253regnetx_06484.78115.21996.4903.51026.212240.875bicubic+5.709+2.032-19
254hrnet_w4084.74315.25796.5543.44657.562240.875bilinear+5.823+2.084-16
255res2net50_26w_6s84.72615.27496.2813.71937.052240.875bilinear+6.156+2.157-5
256repvgg_b284.72415.27696.4693.53189.022240.875bilinear+5.932+2.055-12
257legacy_seresnet15284.70415.29696.4173.58366.822240.875bilinear+6.044+2.047-9
258selecsls60b84.65715.34396.3003.70032.772240.875bicubic+6.245+2.126+2
259hrnet_w3284.65115.34996.4073.59341.232240.875bilinear+6.201+2.221-2
260tf_efficientnetv2_b084.62515.37596.2743.7267.142240.875bicubic+6.269+2.250+4
261efficientnet_b184.60815.39296.3323.6687.792561.000bicubic+5.814+1.990-18
262regnetx_04084.60015.40096.3833.61722.122240.875bicubic+6.118+2.139-8
263efficientnet_es84.59115.40996.3113.6895.442240.875bicubic+6.525+2.385+12
264hrnet_w3084.57215.42896.3883.61237.712240.875bilinear+6.366+2.166+5
265tf_mixnet_l84.56415.43796.2443.7567.332240.875bicubic+5.790+2.246-20
266wide_resnet101_284.55715.44396.3493.651126.892240.875bilinear+5.701+2.067-26
267dla60x84.52315.47796.2853.71517.352240.875bilinear+6.277+2.267-1
268legacy_seresnet10184.50415.49696.3303.67049.332240.875bilinear+6.122+2.066-6
269coat_lite_tiny84.45015.55096.3683.6325.722240.900bicubic+6.938+2.452+27
270tf_efficientnet_em84.45015.55096.1803.8206.902400.882bicubic+6.320+2.136+3
271repvgg_b184.41615.58496.2213.77957.422240.875bilinear+6.050+2.123-8
272efficientnet_b1_pruned84.39315.60796.1403.8606.332400.882bicubic+6.157+2.306-4
273res2net50_26w_4s84.36515.63596.0823.91825.702240.875bilinear+6.401+2.228+7
274hardcorenas_f84.32615.67496.0253.9758.202240.875bilinear+6.222+2.2220
275res2net50_14w_8s84.30915.69196.0723.92925.062240.875bilinear+6.159+2.224-3
276selecsls6084.28815.71296.0953.90530.672240.875bicubic+6.306+2.267+3
277regnetx_03284.23715.76396.2473.75315.302240.875bicubic+6.065+2.159-6
278res2next5084.22615.77495.9974.00324.672240.875bilinear+5.980+2.105-11
279gluon_resnet50_v1c84.20715.79396.1613.83925.582240.875bicubic+6.195+2.173-2
280dla10284.19015.81096.2063.79433.272240.875bilinear+6.158+2.260-4
281rexnet_10084.16215.83896.2553.7454.802240.875bicubic+6.304+2.839+5
282tf_inception_v384.13415.86695.9204.08023.832990.875bicubic+6.276+2.050+2
283res2net50_48w_2s84.12615.87495.9654.03525.292240.875bilinear+6.604+2.411+12
284resnet34d84.09815.90295.9784.02221.822240.875bicubic+6.982+2.596+23
285tf_efficientnet_lite284.09415.90696.0693.9316.092600.890bicubic+6.626+2.315+12
286efficientnet_b084.03815.96295.9564.0445.292240.875bicubic+6.340+2.424+2
287hardcorenas_e83.96816.03295.8984.1018.072240.875bilinear+6.174+2.2040
288tf_efficientnet_cc_b0_8e83.96616.03496.0653.93524.012240.875bicubic+6.058+2.411-6
289tv_resnext50_32x4d83.95916.04195.9604.04025.032240.875bilinear+6.339+2.264+1
290regnety_01683.95516.04596.0053.99511.202240.875bicubic+6.093+2.285-7
291gluon_resnet50_v1b83.94016.06096.0123.98825.562240.875bicubic+6.360+2.296+3
292densenet16183.90616.09496.0103.99028.682240.875bicubic+6.548+2.372+9
293adv_inception_v383.90216.09895.9354.06523.832990.875bicubic+6.320+2.1990
294mobilenetv2_120d83.89316.10795.9094.0915.832240.875bicubic+6.609+2.417+10
295seresnext26t_32x4d83.87816.12295.9314.06916.812240.875bicubic+5.892+2.185-17
296tv_resnet10183.84816.15295.8924.10844.552240.875bilinear+6.474+2.352+4
297inception_v383.76116.23995.8794.12123.832990.875bicubic+6.323+2.403+1
298hardcorenas_d83.75916.24195.7344.2667.502240.875bilinear+6.327+2.250+1
299seresnext26d_32x4d83.75416.24695.8494.15116.812240.875bicubic+6.152+2.241-8
300vit_small_patch16_22483.73516.26595.7584.24248.752240.900bicubic+5.877+2.118-15
301dla6083.72916.27195.9334.06722.042240.875bilinear+6.697+2.615+10
302repvgg_b1g483.69916.30196.0203.98039.972240.875bilinear+6.105+2.194-10
303legacy_seresnet5083.66216.33795.9734.02728.092240.875bilinear+6.032+2.225-14
304tf_efficientnet_b0_ap83.65016.35095.7794.2215.292240.875bicubic+6.564+2.523+5
305skresnet3483.64116.35995.9334.06722.282240.875bicubic+6.729+2.611+10
306tf_efficientnet_cc_b0_4e83.63916.36195.7404.26013.312240.875bicubic+6.333+2.406-4
307densenet20183.55616.44495.8114.18920.012240.875bicubic+6.270+2.333-4
308mobilenetv3_large_100_miil83.55616.44495.4524.5485.482240.875bilinear+5.640+2.542-27
309gernet_s83.52216.47895.7944.2068.172240.875bilinear+6.606+2.662+5
310legacy_seresnext26_32x4d83.51716.48395.7194.28116.792240.875bicubic+6.413+2.403-2
311tf_efficientnet_b083.51516.48595.7194.2815.292240.875bicubic+6.667+2.491+4
312mixnet_m83.51516.48595.6894.3115.012240.875bicubic+6.255+2.265-6
313hrnet_w1883.50016.50095.9074.09321.302240.875bilinear+6.742+2.463+5
314densenetblur121d83.47216.52795.8224.1788.002240.875bicubic+6.885+2.630+9
315selecsls42b83.45716.54395.7454.25532.462240.875bicubic+6.283+2.355-9
316tf_efficientnet_lite183.34416.65695.6424.3585.422400.882bicubic+6.702+2.416+4
317hardcorenas_c83.34216.65895.7064.2945.522240.875bilinear+6.288+2.548-7
318regnetx_01683.19516.80595.7404.2609.192240.875bicubic+6.245+2.320-6
319mobilenetv2_14083.18216.81895.6894.3116.112240.875bicubic+6.666+2.693+7
320dpn6883.17816.82295.5974.40212.612240.875bicubic+6.860+2.620+8
321tf_efficientnet_es83.17816.82295.5854.4155.442240.875bicubic+6.584+2.383+1
322tf_mixnet_m83.17616.82495.4614.5395.012240.875bicubic+6.234+2.309-9
323ese_vovnet19b_dw83.10916.89095.7794.2216.542240.875bicubic+6.311+2.511-6
324levit_128s83.06916.93195.5314.4697.782240.900bicubic+6.539+2.665+1
325resnet26d83.05016.95095.6044.39616.012240.875bicubic+6.354+2.454-6
326repvgg_a283.00116.99995.5894.41128.212240.875bilinear+6.541+2.585+1
327tv_resnet5082.95817.04295.4674.53325.562240.875bilinear+6.820+2.603+3
328hardcorenas_b82.87317.12895.3924.6075.182240.875bilinear+6.335+2.638-4
329densenet12182.82317.17795.5854.4157.982240.875bicubic+7.245+2.933+8
330densenet16982.68317.31795.6004.40014.152240.875bicubic+6.776+2.574+3
331mixnet_s82.52517.47695.3564.6444.132240.875bicubic+6.532+2.5600
332regnety_00882.49317.50895.4874.5136.262240.875bicubic+6.177+2.421-3
333efficientnet_lite082.38217.61995.2794.7214.652240.875bicubic+6.898+2.769+7
334resnest14d82.35217.64895.3394.66110.612240.875bilinear+6.846+2.821+5
335hardcorenas_a82.31317.68795.2944.7065.262240.875bilinear+6.397+2.780-3
336efficientnet_es_pruned82.29617.70495.3034.6975.442240.875bicubic+7.296+2.855+14
337mobilenetv3_rw82.27517.72595.2344.7665.482240.875bicubic+6.641+2.526-1
338semnasnet_10082.25117.74995.2304.7703.892240.875bicubic+6.803+2.626+3
339mobilenetv3_large_10082.17717.82395.1964.8045.482240.875bicubic+6.410+2.654-5
340resnet3482.13817.86295.1304.87021.802240.875bilinear+7.028+2.846+7
341mobilenetv2_110d82.07017.93095.0764.9234.522240.875bicubic+7.034+2.890+8
342tf_mixnet_s82.03817.96295.1214.8794.132240.875bicubic+6.388+2.493-7
343repvgg_b082.00117.99995.1004.90015.822240.875bilinear+6.849+2.682+1
344vit_deit_tiny_distilled_patch16_22481.99718.00395.1414.8595.912240.900bicubic+7.487+3.251+14
345mixer_b16_22481.97818.02294.4495.55159.882240.875bicubic+5.376+2.221-24
346pit_ti_distilled_22481.96718.03395.1454.8555.102240.900bicubic+7.437+3.049+11
347hrnet_w18_small_v281.96118.03995.1644.83615.602240.875bilinear+6.847+2.748-1
348tf_efficientnet_lite081.95218.04895.1684.8324.652240.875bicubic+7.122+2.992+3
349resnet2681.94418.05695.2414.75916.002240.875bicubic+6.652+2.671-7
350tf_mobilenetv3_large_10081.84818.15295.0704.9305.482240.875bilinear+6.330+2.464-12
351tv_densenet12181.72618.27495.0344.9667.982240.875bicubic+6.988+2.884+2
352regnety_00681.70018.30095.1154.8856.062240.875bicubic+6.454+2.583-9
353dla3481.65818.34294.8785.12215.742240.875bilinear+7.028+2.800+2
354fbnetc_10081.55918.44194.9705.0305.572240.875bilinear+6.436+2.584-9
355legacy_seresnet3481.53418.46694.8995.10121.962240.875bilinear+6.726+2.775-3
356gluon_resnet34_v1b81.50018.50094.8105.19021.802240.875bicubic+6.912+2.8200
357regnetx_00881.48518.51595.0594.9417.262240.875bicubic+6.447+2.724-9
358mnasnet_10081.45918.54194.8995.1014.382240.875bicubic+6.801+2.785-4
359vgg19_bn81.44418.55694.7635.237143.682240.875bilinear+7.230+2.9210
360convit_tiny81.12618.87495.0444.9555.712240.875bicubic+8.010+3.331+8
361spnasnet_10080.87819.12294.5265.4744.422240.875bilinear+6.794+2.708-1
362ghostnet_10080.69919.30194.2915.7095.182240.875bilinear+6.721+2.8350
363regnety_00480.65919.34194.6865.3144.342240.875bicubic+6.624+2.934-2
364skresnet1880.63719.36394.3785.62211.962240.875bicubic+7.599+3.210+5
365regnetx_00680.62919.37194.5245.4766.202240.875bicubic+6.777+2.852-2
366pit_ti_22480.60519.39594.6185.3834.852240.900bicubic+7.693+3.216+5
367swsl_resnet1880.57519.42594.7435.25611.692240.875bilinear+7.299+3.0100
368vgg16_bn80.55619.44494.5925.408138.372240.875bilinear+7.206+3.086-3
369tv_resnet3480.38919.61194.4365.56421.802240.875bilinear+7.077+3.010-3
370resnet18d80.38719.61394.2525.74811.712240.875bicubic+8.127+3.556+6
371mobilenetv2_10080.25719.74394.1955.8053.502240.875bicubic+7.287+3.179-1
372ssl_resnet1880.10119.89994.5905.41011.692240.875bilinear+7.491+3.1740
373tf_mobilenetv3_large_07580.09319.90794.1845.8163.992240.875bilinear+6.655+2.834-9
374vit_deit_tiny_patch16_22480.01819.98294.4495.5515.722240.900bicubic+7.850+3.331+4
375hrnet_w18_small79.55720.44393.8986.10213.192240.875bilinear+7.213+3.2200
376vgg1979.48020.52093.8706.130143.672240.875bilinear+7.112+2.998-2
377regnetx_00479.43520.56593.8536.1475.162240.875bicubic+7.039+3.023-4
378tf_mobilenetv3_large_minimal_10079.22220.77893.7066.2943.922240.875bilinear+6.974+3.076-1
379legacy_seresnet1879.15320.84793.7836.21711.782240.875bicubic+7.411+3.449+1
380vgg1679.03820.96293.6466.354138.362240.875bilinear+7.444+3.264+2
381vgg13_bn79.00620.99493.6556.345133.052240.875bilinear+7.412+3.2790
382gluon_resnet18_v1b78.37221.62893.1386.86211.692240.875bicubic+7.536+3.376+1
383vgg11_bn77.92622.07493.2306.770132.872240.875bilinear+7.566+3.428+1
384regnety_00277.40522.59592.9147.0863.162240.875bicubic+7.153+3.374+1
385mixer_l16_22477.28522.71590.5829.418208.202240.875bicubic+5.227+2.914-6
386resnet1877.27622.72492.7567.24411.692240.875bilinear+7.528+3.678+1
387vgg1377.23022.77092.6897.311133.052240.875bilinear+7.303+3.444-1
388vgg1176.38423.61692.1547.846132.862240.875bilinear+7.360+3.5260
389regnetx_00276.12423.87692.2117.7892.682240.875bicubic+7.362+3.6550
390dla60x_c75.63724.36392.1777.8231.322240.875bilinear+7.745+3.751+1
391tf_mobilenetv3_small_10074.71725.28391.2578.7432.542240.875bilinear+6.795+3.593-1
392dla46x_c73.64726.35391.0958.9051.072240.875bilinear+7.677+4.1150
393tf_mobilenetv3_small_07572.81227.18890.0369.9642.042240.875bilinear+7.096+3.9060
394dla46_c72.60127.39990.4999.5011.302240.875bilinear+7.737+4.2070
395tf_mobilenetv3_small_minimal_10070.11129.88988.50511.4952.042240.875bilinear+7.205+4.2750