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

34 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2tf_efficientnet_l2_ns84.76015.24096.1473.853480.318000.960bicubic-13.790-3.6730
3tf_efficientnet_l2_ns_47583.37316.62795.4534.547480.314750.936bicubic-15.127-4.3770
4swin_large_patch4_window12_38469.62730.37389.56010.440196.743841.000bicubic-28.413-10.1300
5tf_efficientnet_b7_ns67.04032.96088.66711.33366.356000.949bicubic-30.870-11.0530
6tf_efficientnetv2_l_in21ft1k66.33333.66787.85312.147118.524801.000bicubic-31.367-11.817+2
7swin_base_patch4_window12_38464.48035.52087.49312.50787.903841.000bicubic-33.410-12.217-1
8cait_m48_44862.37337.62786.45313.547356.464481.000bicubic-35.107-13.097+8
9tf_efficientnet_b6_ns62.26737.73385.17314.82743.045280.942bicubic-35.363-14.407+1
10dm_nfnet_f662.25337.74784.66715.333438.365760.956bicubic-35.477-14.913-3
11dm_nfnet_f561.58738.41384.02715.973377.215440.954bicubic-36.013-15.523+1
12tf_efficientnetv2_m_in21ft1k61.38738.61385.41314.58754.144801.000bicubic-36.093-14.117+5
13ig_resnext101_32x48d61.01338.98783.34716.653828.412240.875bilinear-36.607-16.353-2
14swin_large_patch4_window7_22460.89339.10785.84014.160196.532240.900bicubic-36.757-13.740-5
15resnetv2_152x4_bitm60.73339.26783.60016.400936.534801.000bilinear-36.757-16.0000
16dm_nfnet_f460.72039.28083.42716.573316.075120.951bicubic-36.850-16.093-3
17tf_efficientnet_b5_ns60.32039.68084.49315.50730.394560.934bicubic-37.180-15.137-3
18dm_nfnet_f358.37341.62782.36017.640254.924160.940bicubic-38.987-17.220+1
19ig_resnext101_32x32d58.09341.90780.65319.347468.532240.875bilinear-39.267-19.027+1
20cait_m36_38457.84042.16084.81315.187271.223841.000bicubic-39.560-14.697-2
21resnetv2_152x2_bitm54.97345.02782.81317.187236.344801.000bilinear-42.177-16.777+7
22vit_base_r50_s16_38454.62745.37381.21318.78798.953841.000bicubic-42.553-18.347+5
23cait_s36_38454.41345.58781.36018.64068.373841.000bicubic-42.917-18.170-2
24vit_large_patch16_38453.86746.13380.32019.680304.723841.000bicubic-43.243-19.320+7
25resnetv2_101x3_bitm53.81346.18781.09318.907387.934801.000bilinear-43.237-18.427+10
26tf_efficientnetv2_l53.18746.81379.13320.867118.524801.000bicubic-44.093-20.417-4
27ig_resnext101_32x16d53.06746.93376.90723.093194.032240.875bilinear-43.753-22.683+16
28swin_base_patch4_window7_22451.45348.54779.97320.02787.772240.900bicubic-45.797-19.557-5
29tf_efficientnet_b4_ns51.21348.78779.18720.81319.343800.922bicubic-45.737-20.393+11
30swsl_resnext101_32x8d51.18748.81378.24021.76088.792240.875bilinear-46.013-21.260-4
31dm_nfnet_f250.77349.22778.01321.987193.783520.920bicubic-46.187-21.437+7
32vit_base_patch16_38450.61349.38778.20021.80086.863841.000bicubic-46.087-21.070+17
33cait_s24_38449.73350.26778.73321.26747.063841.000bicubic-47.337-20.697+1
34vit_deit_base_distilled_patch16_38449.33350.66779.25320.74787.633841.000bicubic-47.627-20.227+5
35tf_efficientnet_b848.94751.05377.24022.76087.416720.954bicubic-48.253-22.330-11
36tf_efficientnetv2_s_in21ft1k48.50751.49377.88022.12021.463841.000bicubic-48.223-21.540+11
37resnest269e48.18751.81374.33325.667110.934160.928bicubic-48.333-25.017+24
38resnetv2_50x3_bitm47.78752.21377.62722.373217.324801.000bilinear-48.983-21.803+6
39tf_efficientnet_b8_ap46.89353.10776.50723.49387.416720.954bicubic-50.217-23.153-9
40dm_nfnet_f146.60053.40074.77325.227132.633200.910bicubic-50.320-24.617+1
41efficientnetv2_rw_m46.28053.72075.70724.29353.244161.000bicubic-50.700-23.833-4
42swsl_resnext101_32x16d46.20053.80072.20027.800194.032240.875bilinear-50.400-27.320+14
43ecaresnet269d45.89354.10775.13324.867102.093521.000bicubic-51.187-24.337-11
44tf_efficientnetv2_m45.53354.46774.53325.46754.144801.000bicubic-51.607-24.877-15
45tf_efficientnet_b7_ap45.37354.62774.21325.78766.356000.949bicubic-51.827-25.327-20
46ig_resnext101_32x8d45.32054.68070.86729.13388.792240.875bilinear-51.000-28.563+24
47resnest200e44.14755.85373.46726.53370.203200.909bicubic-52.463-25.883+8
48cait_xs24_38443.94756.05375.18724.81326.673841.000bicubic-52.603-24.233+10
49tresnet_xl_44843.48056.52072.45327.54778.444480.875bilinear-52.490-26.677+34
50resnetrs42043.14756.85370.45329.547191.894161.000bicubic-53.763-29.007-8
51tf_efficientnet_b742.96057.04073.13326.86766.356000.949bicubic-54.050-26.387-15
52swsl_resnext101_32x4d41.56058.44071.76028.24044.182240.875bilinear-54.860-27.710+11
53tf_efficientnet_b6_ap40.80059.20071.62728.37343.045280.942bicubic-56.280-27.993-20
54tresnet_l_44840.20059.80069.89330.10755.994480.875bilinear-55.660-29.227+37
55vit_deit_base_patch16_38440.17359.82770.76029.24086.863841.000bicubic-55.977-28.380+22
56resnetrs35039.96060.04068.90731.093163.963841.000bicubic-56.800-30.463-10
57resnetv2_101x1_bitm39.30760.69371.49328.50744.544801.000bilinear-56.783-27.807+23
58vit_large_patch32_38438.93361.06768.92031.080306.633841.000bicubic-56.897-30.230+35
59resnet200d38.14761.85368.61331.38764.693201.000bicubic-58.573-30.717-11
60eca_nfnet_l138.10761.89371.29328.70741.413201.000bicubic-58.593-28.217-10
61seresnet152d37.64062.36069.48030.52066.843201.000bicubic-59.130-29.970-16
62twins_svt_large37.20062.80069.22730.77399.272240.900bicubic-59.070-29.943+10
63efficientnetv2_rw_s36.78763.21368.32031.68023.943841.000bicubic-59.753-31.040-4
64regnety_16036.74763.25369.10730.89383.592881.000bicubic-59.603-30.223+3
65cait_xxs36_38436.22763.77367.80032.20017.373841.000bicubic-59.623-31.290+27
66pit_b_distilled_22435.62764.37369.12030.88074.792240.900bicubic-61.053-30.230-14
67tf_efficientnet_b3_ns35.52064.48067.77332.22712.233000.904bicubic-60.870-31.577-3
68vit_large_patch16_22435.49364.50764.42735.573304.332240.900bicubic-60.457-34.813+16
69tf_efficientnet_b635.21364.78767.72032.28043.045280.942bicubic-61.457-31.650-15
70resnetrs27035.01364.98765.48034.520129.863521.000bicubic-61.677-33.870-19
71tf_efficientnet_b5_ap34.78765.21367.49332.50730.394560.934bicubic-61.893-31.967-18
72vit_base_patch16_224_miil34.50765.49365.00035.00086.542240.875bilinear-61.953-34.300-10
73resnet152d34.32065.68065.90734.09360.213201.000bicubic-62.040-33.483-7
74tresnet_m_44834.10765.89364.49335.50731.394480.875bilinear-60.883-34.487+64
75vit_base_patch32_38433.61366.38765.24034.76088.303841.000bicubic-62.197-33.910+19
76twins_pcpvt_large33.38766.61367.93332.06760.992240.900bicubic-62.763-31.2470
77pit_b_22433.17366.82762.32037.68073.762240.900bicubic-62.467-36.340+25
78twins_svt_base33.17366.82765.77334.22756.072240.900bicubic-62.987-33.507-5
79swsl_resnext50_32x4d33.01366.98765.06734.93325.032240.875bilinear-62.857-34.183+9
80ssl_resnext101_32x16d32.60067.40064.00036.000194.032240.875bilinear-63.200-35.180+15
81swin_small_patch4_window7_22432.60067.40065.44034.56049.612240.900bicubic-63.310-33.580+5
82vit_base_patch16_22432.05367.94761.57338.42786.572240.900bicubic-63.277-37.427+33
83tf_efficientnet_b531.84068.16065.29334.70730.394560.934bicubic-64.510-34.017-15
84resnest101e31.41368.58764.36035.64048.282560.875bilinear-64.447-34.850+5
85dm_nfnet_f031.28068.72063.34736.65371.492560.900bicubic-64.860-35.893-7
86cait_s24_22431.20068.80064.56035.44046.922241.000bicubic-65.180-34.590-21
87efficientnet_b430.86769.13364.60035.40019.343841.000bicubic-65.283-34.600-12
88resnetrs20030.77369.22763.32036.68093.213201.000bicubic-65.757-36.030-28
89cait_xxs24_38430.02769.97363.93336.06712.033841.000bicubic-65.233-35.027+30
90twins_pcpvt_base29.96070.04064.58735.41343.832240.900bicubic-65.830-34.543+6
91swsl_resnet5029.86770.13363.85336.14725.562240.875bilinear-65.543-35.437+23
92vit_deit_base_distilled_patch16_22429.60070.40064.45335.54787.342240.900bicubic-66.490-34.737-11
93convit_base29.52070.48061.78738.21386.542240.875bicubic-66.030-37.083+10
94ssl_resnext101_32x8d29.04070.96060.97339.02788.792240.875bilinear-66.430-38.137+15
95tf_efficientnetv2_s29.04070.96061.21338.78721.463841.000bicubic-67.300-37.987-26
96resnet101d28.98771.01362.05337.94744.573201.000bicubic-67.303-37.177-25
97resnetrs15228.92071.08060.52039.48086.623201.000bicubic-67.660-38.720-40
98coat_lite_small27.54772.45358.54741.45319.842240.900bicubic-67.993-40.313+6
99vit_deit_base_patch16_22427.44072.56058.89341.10786.572240.900bicubic-68.000-40.157+12
100resnetv2_50x1_bitm27.34772.65363.54736.45325.554801.000bilinear-67.703-35.613+32
101nfnet_l026.49373.50761.98738.01335.072881.000bicubic-69.597-37.273-22
102tf_efficientnet_b426.29373.70760.10739.89319.343800.922bicubic-69.607-39.063-15
103tf_efficientnet_b4_ap26.24073.76060.22739.77319.343800.922bicubic-69.920-38.833-29
104regnety_03226.21373.78760.98739.01319.442881.000bicubic-69.757-38.203-22
105ecaresnet50t26.13373.86760.02739.97325.573200.950bicubic-69.377-39.093+2
106ecaresnet101d26.02773.97358.98741.01344.572240.875bicubic-69.503-40.143-1
107visformer_small25.84074.16058.90741.09340.222240.900bicubic-69.650-39.993+1
108coat_mini25.52074.48057.69342.30710.342240.900bicubic-69.450-41.087+31
109convit_small25.09374.90757.28042.72027.782240.875bicubic-70.107-41.620+13
110eca_nfnet_l025.01374.98760.36039.64024.142881.000bicubic-70.917-38.850-25
111tnt_s_patch16_22424.73375.26758.18741.81323.762240.900bicubic-70.307-40.643+24
112ssl_resnext101_32x4d24.17375.82757.41342.58744.182240.875bilinear-71.267-41.4270
113twins_svt_small24.13375.86757.14742.85324.062240.900bicubic-71.067-41.733+10
114tf_efficientnet_b2_ns24.01375.98757.29342.7079.112600.890bicubic-71.757-41.827-17
115nasnetalarge23.49376.50755.02744.97388.753310.911bicubic-72.187-43.903-14
116levit_38423.44076.56056.38743.61339.132240.900bicubic-72.090-42.663-10
117pnasnet5large23.33376.66753.64046.36086.063310.911bicubic-72.377-45.400-18
118efficientnet_b323.21376.78755.96044.04012.233201.000bicubic-72.497-42.960-18
119twins_pcpvt_small22.72077.28056.85343.14724.112240.900bicubic-72.490-42.027+2
120pit_s_distilled_22422.36077.64057.12042.88024.042240.900bicubic-72.880-41.9300
121tresnet_m21.68078.32053.84046.16031.392240.875bilinear-74.040-45.190-23
122swin_tiny_patch4_window7_22421.17378.82755.97344.02728.292240.900bicubic-73.967-42.877+4
123pit_s_22421.08078.92053.57346.42723.462240.900bicubic-73.510-45.137+37
124resnet51q20.96079.04055.72044.28035.702881.000bilinear-74.900-43.400-34
125resnetrs10120.89379.10752.81347.18763.622880.940bicubic-74.537-46.217-12
126vit_deit_small_distilled_patch16_22420.70779.29355.13344.86722.442240.900bicubic-74.003-43.897+26
127resnest50d_4s2x40d20.38779.61352.80047.20030.422240.875bicubic-74.573-46.270+13
128ssl_resnext50_32x4d20.00080.00053.61346.38725.032240.875bilinear-74.870-45.267+18
129tresnet_xl19.64080.36053.13346.86778.442240.875bilinear-75.800-45.997-19
130gluon_senet15419.30780.69347.53352.467115.092240.875bicubic-75.613-51.227+13
131rexnet_20019.22780.77352.72047.28016.372240.875bicubic-75.713-46.290+10
132levit_25619.20080.80050.06749.93318.892240.900bicubic-75.810-48.843+5
133repvgg_b319.10780.89350.25349.747123.092240.875bilinear-75.463-48.527+28
134legacy_senet15419.05380.94747.94752.053115.092240.875bilinear-76.017-50.883-3
135mixer_b16_224_miil19.05380.94751.22748.77359.882240.875bilinear-76.247-47.653-18
136vit_deit_small_patch16_22418.90781.09351.41348.58722.052240.900bicubic-75.493-47.277+39
137gluon_seresnext101_64x4d18.90781.09349.18750.81388.232240.875bicubic-76.023-49.643+6
138tf_efficientnet_b1_ns18.69381.30751.66748.3337.792400.882bicubic-76.477-47.443-14
139seresnext50_32x4d18.36081.64050.97349.02727.562240.875bicubic-76.680-47.907-5
140cait_xxs36_22418.25381.74749.42750.57317.302241.000bicubic-76.007-49.033+48
141ecaresnet50d18.22781.77351.89348.10725.582240.875bicubic-76.403-46.997+14
142tf_efficientnet_lite418.13381.86750.70749.29313.013800.920bilinear-76.757-48.313+3
143resnest50d_1s4x24d17.69382.30749.80050.20025.682240.875bicubic-77.057-49.180+6
144gluon_seresnext101_32x4d17.37382.62746.37353.62748.962240.875bicubic-77.547-52.4370
145resnest50d17.37382.62750.70749.29327.482240.875bilinear-77.457-48.173+2
146efficientnet_el17.34782.65349.98750.01310.593000.904bicubic-77.773-49.003-19
147inception_v417.26782.73345.92054.08042.682990.875bicubic-77.113-52.660+30
148tf_efficientnet_b3_ap17.18782.81349.68050.32012.233000.904bicubic-78.133-49.220-32
149xception7117.00083.00045.52054.48042.342990.903bicubic-77.280-53.120+34
150tf_efficientnet_b317.00083.00049.26750.73312.233000.904bicubic-78.010-49.623-13
151gluon_resnext101_64x4d16.85383.14744.21355.78783.462240.875bicubic-77.817-54.437+2
152tf_efficientnetv2_b316.66783.33348.68051.32014.363000.904bicubic-78.493-50.140-27
153tresnet_l16.60083.40049.92050.08055.992240.875bilinear-78.690-49.090-35
154gluon_resnet152_v1d16.57383.42744.28055.72060.212240.875bicubic-78.167-54.460-4
155gluon_resnet152_v1s16.57383.42744.53355.46760.322240.875bicubic-78.467-54.397-22
156inception_resnet_v216.57383.42744.96055.04055.842990.897bicubic-77.967-53.830+7
157gluon_xception6516.44083.56046.02753.97339.922990.903bicubic-77.820-52.693+30
158gernet_l16.37383.62747.21352.78731.082560.875bilinear-78.717-51.687-30
159wide_resnet50_216.28083.72048.34751.65368.882240.875bicubic-78.800-50.623-29
160ens_adv_inception_resnet_v216.24083.76043.64056.36055.842990.897bicubic-77.920-55.000+39
161repvgg_b3g416.21383.78747.65352.34783.832240.875bilinear-78.307-51.317+5
162xception6516.02783.97343.77356.22739.922990.903bicubic-77.733-54.597+65
163ssl_resnet5015.96084.04049.46750.53325.562240.875bilinear-78.490-49.453+9
164regnety_32015.62784.37344.82755.173145.052240.875bicubic-78.913-54.0230
165ecaresnet101d_pruned15.60084.40048.02751.97324.882240.875bicubic-79.480-50.953-36
166ecaresnet26t15.46784.53347.92052.08016.013200.950bicubic-78.843-50.800+16
167coat_tiny15.41384.58745.60054.4005.502240.900bicubic-78.177-52.830+72
168skresnext50_32x4d15.37384.62744.49355.50727.482240.875bicubic-78.887-54.077+18
169cait_xxs24_22415.16084.84044.96055.04011.962241.000bicubic-78.440-53.480+69
170ecaresnetlight15.16084.84045.82754.17330.162240.875bicubic-79.610-52.973-22
171levit_19214.89385.10744.92055.08010.952240.900bicubic-79.277-53.620+25
172rexnet_15014.72085.28046.90753.0939.732240.875bicubic-79.760-51.883-2
173coat_lite_mini14.50785.49344.50755.49311.012240.900bicubic-79.553-54.053+35
174efficientnet_el_pruned14.48085.52046.12053.88010.593000.904bicubic-79.920-52.620+1
175efficientnet_b214.44085.56046.08053.9209.112881.000bicubic-80.170-52.630-17
176legacy_seresnext101_32x4d14.14785.85342.97357.02748.962240.875bilinear-80.223-55.677+2
177seresnet5014.14785.85345.46754.53328.092240.875bicubic-80.403-53.283-15
178gernet_m14.01385.98746.06753.93321.142240.875bilinear-80.607-52.793-21
179gluon_resnext101_32x4d13.86786.13341.65358.34744.182240.875bicubic-80.663-56.977-14
180gluon_seresnext50_32x4d13.60086.40043.76056.24027.562240.875bicubic-80.740-54.8500
181repvgg_b2g413.44086.56043.78756.21361.762240.875bilinear-80.420-54.803+39
182ese_vovnet39b13.32086.68043.81356.18724.572240.875bicubic-80.770-54.847+24
183regnetx_32013.30786.69340.72059.280107.812240.875bicubic-81.153-58.020-12
184pit_xs_distilled_22413.24086.76044.57355.42711.002240.900bicubic-80.570-54.097+40
185efficientnet_b3_pruned13.17386.82745.21354.7879.863000.904bicubic-81.457-53.547-29
186gluon_resnet101_v1d13.16086.84041.49358.50744.572240.875bicubic-81.060-57.057+6
187mixnet_xl13.12086.88043.25356.74711.902240.875bicubic-81.070-55.087+7
188nf_regnet_b113.02786.97344.41355.58710.222880.900bicubic-81.103-54.217+15
189pit_xs_22412.81387.18742.84057.16010.622240.900bicubic-80.297-55.470+82
190gluon_inception_v312.64087.36040.49359.50723.832990.875bicubic-80.820-58.037+59
191coat_lite_tiny12.52087.48041.16058.8405.722240.900bicubic-80.720-57.100+73
192regnety_12012.42787.57342.20057.80051.822240.875bicubic-82.053-56.610-23
193efficientnet_em12.36087.64043.88056.1206.902400.882bicubic-81.480-54.930+28
194nf_resnet5012.32087.68046.76053.24025.562880.940bicubic-82.270-52.050-35
195vit_small_patch16_22412.14787.85340.32059.68048.752240.900bicubic-80.613-57.610+93
196hrnet_w6412.02787.97340.78759.213128.062240.875bilinear-81.983-57.823+14
197cspdarknet5312.01387.98743.25356.74727.642560.887bilinear-82.647-55.547-43
198gluon_resnet101_v1s11.88088.12040.97359.02744.672240.875bicubic-82.840-57.847-47
199resnet50d11.69388.30742.45357.54725.582240.875bicubic-82.567-56.267-14
200dpn9211.62788.37340.26759.73337.672240.875bicubic-82.603-58.463-10
201xception4111.60088.40039.13360.86726.972990.903bicubic-81.830-59.297+50
202dla102x211.57388.42741.29358.70741.282240.875bilinear-82.377-57.197+10
203levit_12811.42788.57340.26759.7339.212240.900bicubic-81.913-58.113+52
204regnety_08011.41388.58740.61359.38739.182240.875bicubic-82.757-58.067-7
205efficientnet_b2_pruned11.36088.64042.02757.9738.312600.890bicubic-82.780-56.503-4
206tf_efficientnet_el11.33388.66742.04057.96010.593000.904bicubic-83.077-56.670-32
207gluon_resnet152_v1c11.09388.90737.12062.88060.212240.875bicubic-83.067-61.480-9
208dpn10711.08088.92038.69361.30786.922240.875bicubic-83.230-59.787-27
209hrnet_w4811.08088.92040.32059.68077.472240.875bilinear-82.840-58.290+5
210ecaresnet50d_pruned11.02788.97341.94758.05319.942240.875bicubic-83.193-56.783-19
211tf_efficientnetv2_b211.02788.97339.76060.24010.102600.890bicubic-83.393-58.810-38
212adv_inception_v311.01388.98736.72063.28023.832990.875bicubic-81.867-61.420+70
213tf_efficientnet_b0_ns10.93389.06740.06759.9335.292240.875bicubic-82.697-58.573+23
214tf_inception_v310.84089.16036.85363.14723.832990.875bicubic-82.480-61.177+44
215resnext50_32x4d10.80089.20040.30759.69325.032240.875bicubic-83.300-58.043-10
216dpn13110.78789.21337.20062.80079.252240.875bicubic-83.223-61.520-7
217tf_efficientnet_b2_ap10.53389.46740.10759.8939.112600.890bicubic-83.957-58.513-50
218resnext50d_32x4d10.41389.58739.73360.26725.052240.875bicubic-83.767-58.837-23
219rexnet_13010.40089.60041.54758.4537.562240.875bicubic-83.500-56.853-4
220hrnet_w4410.32089.68039.50760.49367.062240.875bilinear-83.230-59.193+21
221resnext101_32x8d10.18789.81337.82762.17388.792240.875bilinear-83.643-60.753+1
222regnetx_16010.14789.85338.00062.00054.282240.875bicubic-83.973-60.750-18
223dpn9810.13389.86736.58763.41361.572240.875bicubic-83.997-61.983-21
224cspresnext5010.12089.88040.37359.62720.572240.875bilinear-84.360-58.307-56
225legacy_seresnext50_32x4d10.10789.89339.20060.80027.562240.875bilinear-83.623-59.380+6
226resnetrs5010.09389.90737.50762.49335.692240.910bicubic-84.217-61.133-43
227inception_v310.02789.97335.22764.77323.832990.875bicubic-82.693-62.743+65
228efficientnet_b110.01389.98737.54762.4537.792561.000bicubic-83.237-60.743+35
229xception9.98790.01338.02761.97322.862990.897bicubic-83.473-60.543+19
230regnety_0649.94790.05339.06760.93330.582240.875bicubic-84.203-59.663-30
231dpn68b9.78790.21338.05361.94712.612240.875bicubic-83.903-60.457+2
232gluon_resnet152_v1b9.74790.25336.06763.93360.192240.875bicubic-84.333-62.383-25
233tf_efficientnet_lite39.66790.33339.00061.0008.203000.904bilinear-84.533-59.640-40
234tf_efficientnet_b29.65390.34738.88061.1209.112600.890bicubic-84.707-59.730-55
235tf_efficientnet_cc_b1_8e9.57390.42736.77363.22739.722400.882bicubic-84.327-61.487-19
236res2net101_26w_4s9.52090.48035.02764.97345.212240.875bilinear-84.230-63.283-7
237legacy_seresnet1529.34790.65337.41362.58766.822240.875bilinear-84.053-60.937+16
238cspresnet509.25390.74739.64060.36021.622560.887bilinear-84.487-59.000-8
239hrnet_w409.22790.77336.89363.10757.562240.875bilinear-84.263-61.687+8
240regnetx_1209.18790.81337.20062.80046.112240.875bicubic-85.053-61.450-51
241seresnext26d_32x4d9.14790.85336.84063.16016.812240.875bicubic-83.553-61.310+52
242resnest26d9.08090.92037.85362.14717.072240.875bilinear-84.250-60.777+15
243regnety_0409.00091.00037.05362.94720.652240.875bicubic-84.860-61.597-24
244gluon_resnext50_32x4d8.94791.05336.33363.66725.032240.875bicubic-84.863-62.057-19
245rexnet_1008.89391.10736.37363.6274.802240.875bicubic-84.137-61.817+31
246seresnext26t_32x4d8.89391.10736.90763.09316.812240.875bicubic-83.927-61.463+39
247mixnet_l8.85391.14736.18763.8137.332240.875bicubic-84.597-62.033+3
248mobilenetv3_large_100_miil8.84091.16032.97367.0275.482240.875bilinear-83.420-64.667+64
249convit_tiny8.84091.16034.36065.6405.712240.875bicubic-81.790-63.380+111
250levit_128s8.65391.34733.10766.8937.782240.900bicubic-83.317-64.953+73
251dla1698.64091.36036.04063.96053.392240.875bilinear-84.700-62.560+3
252hrnet_w308.61391.38737.04062.96037.712240.875bilinear-84.587-61.370+13
253mixer_b16_2248.60091.40029.41370.58759.882240.875bicubic-83.270-67.837+75
254legacy_seresnet1018.53391.46736.01363.98749.332240.875bilinear-84.747-62.497+8
255tf_efficientnet_b1_ap8.45391.54735.25364.7477.792400.882bicubic-85.237-63.107-21
256repvgg_b28.42791.57336.46763.53389.022240.875bilinear-85.073-62.263-11
257resnetblur508.24091.76037.40062.60025.562240.875bicubic-85.720-61.190-46
258dla102x8.20091.80037.01362.98726.312240.875bilinear-85.320-61.497-14
259hrnet_w328.04091.96037.50762.49341.232240.875bilinear-85.490-60.943-16
260res2net50_26w_8s8.00092.00033.85366.14748.402240.875bilinear-85.540-64.407-18
261gluon_resnet101_v1c7.98792.01333.36066.64044.572240.875bicubic-85.683-65.060-26
262gluon_resnet50_v1d7.92092.08035.00065.00025.582240.875bicubic-85.850-63.390-36
263dla60_res2next7.78792.21334.98765.01317.032240.875bilinear-85.393-63.423+4
264densenetblur121d7.72092.28034.73365.2678.002240.875bicubic-84.190-63.337+62
265vit_deit_tiny_distilled_patch16_2247.70792.29333.56066.4405.912240.900bicubic-82.993-64.010+92
266tf_efficientnetv2_b17.69392.30734.65365.3478.142400.882bicubic-86.247-63.967-53
267dla60_res2net7.56092.44034.62765.37320.852240.875bilinear-85.620-63.793-1
268efficientnet_b1_pruned7.44092.56034.53365.4676.332400.882bicubic-85.330-63.507+19
269wide_resnet101_27.36092.64034.14765.853126.892240.875bilinear-86.360-64.393-37
270regnetx_0647.33392.66734.37365.62726.212240.875bicubic-86.557-64.257-53
271vit_deit_tiny_patch16_2247.30792.69330.70769.2935.722240.900bicubic-82.363-66.743+100
272hardcorenas_e7.24092.76033.29366.7078.072240.875bilinear-85.330-64.817+28
273gluon_resnet101_v1b7.22792.77332.77367.22744.552240.875bicubic-86.523-65.607-45
274efficientnet_b07.21392.78734.01365.9875.292240.875bicubic-85.477-64.057+20
275gluon_resnet50_v1s7.21392.78733.50766.49325.682240.875bicubic-86.407-64.953-38
276tf_mixnet_l7.14792.85331.61368.3877.332240.875bicubic-86.163-66.417-17
277tf_efficientnet_b17.13392.86733.04066.9607.792400.882bicubic-86.367-65.320-31
278tf_efficientnet_cc_b0_8e7.12092.88031.78768.21324.012240.875bicubic-85.710-66.393+6
279hardcorenas_f6.82793.17334.09365.9078.202240.875bilinear-86.123-64.067+1
280ese_vovnet19b_dw6.73393.26733.41366.5876.542240.875bicubic-85.557-64.677+31
281selecsls60b6.73393.26733.26766.73332.772240.875bicubic-86.567-65.123-20
282efficientnet_es6.70793.29333.84066.1605.442240.875bicubic-86.433-64.580-14
283res2net50_26w_6s6.69393.30731.65368.34737.052240.875bilinear-86.717-66.627-31
284pit_ti_distilled_2246.62793.37330.76069.2405.102240.900bicubic-84.273-66.940+66
285mixnet_m6.62793.37332.05367.9475.012240.875bicubic-85.803-65.817+20
286legacy_seresnext26_32x4d6.62793.37333.25366.74716.792240.875bicubic-86.013-64.877+13
287skresnet346.48093.52031.54768.45322.282240.875bicubic-85.910-66.603+21
288repvgg_b16.46793.53333.82766.17357.422240.875bilinear-86.863-64.683-32
289hardcorenas_d6.44093.56032.21367.7877.502240.875bilinear-85.960-65.857+17
290dla60x6.42793.57334.08065.92017.352240.875bilinear-86.693-64.430-21
291resnet34d6.40093.60031.49368.50721.822240.875bicubic-86.280-66.817+4
292regnetx_0806.30793.69332.32067.68039.572240.875bicubic-87.563-66.200-74
293swsl_resnet186.24093.76031.60068.40011.692240.875bilinear-84.450-66.100+65
294legacy_seresnet506.18793.81332.65367.34728.092240.875bilinear-86.773-65.537-15
295pit_ti_2246.12093.88030.22769.7734.852240.900bicubic-83.820-67.223+73
296tv_resnet1526.04093.96032.05367.94760.192240.875bilinear-87.260-66.227-36
297tf_efficientnet_cc_b0_4e5.97394.02729.60070.40013.312240.875bicubic-86.617-68.480+1
298regnetx_0405.97394.02731.54768.45322.122240.875bicubic-87.587-66.993-57
299resnet505.93394.06729.09370.90725.562240.875bicubic-87.877-69.317-76
300tf_efficientnetv2_b05.89394.10730.77369.2277.142240.875bicubic-87.217-67.617-28
301dla1025.88094.12032.70767.29333.272240.875bilinear-87.180-65.833-28
302mixer_l16_2245.86794.13318.53381.467208.202240.875bicubic-81.283-74.987+84
303regnety_0165.68094.32030.41369.58711.202240.875bicubic-87.350-67.947-28
304selecsls605.65394.34732.50767.49330.672240.875bicubic-87.377-65.793-27
305hardcorenas_c5.64094.36030.40069.6005.522240.875bilinear-86.380-67.440+15
306res2next505.62794.37330.86769.13324.672240.875bilinear-87.213-67.313-23
307hrnet_w185.49394.50730.96069.04021.302240.875bilinear-86.827-67.280+3
308resnest14d5.48094.52028.54771.45310.612240.875bilinear-86.240-69.323+25
309tf_efficientnet_lite25.36094.64030.90769.0936.092600.890bicubic-87.290-67.323-13
310tf_efficientnet_em5.34794.65331.10768.8936.902400.882bicubic-87.583-67.083-29
311gernet_s5.30794.69330.13369.8678.172240.875bilinear-86.833-68.057+7
312tf_efficientnet_b0_ap5.30794.69328.81371.1875.292240.875bicubic-86.893-69.207+4
313densenet1215.29394.70729.90770.0937.982240.875bicubic-86.277-68.123+21
314repvgg_b1g45.29394.70730.81369.18739.972240.875bilinear-87.687-67.617-36
315res2net50_26w_4s5.16094.84029.36070.64025.702240.875bilinear-87.340-68.700-11
316tf_mixnet_m5.08094.92028.14771.8535.012240.875bicubic-87.250-69.743-7
317mobilenetv3_large_1005.06794.93328.18771.8135.482240.875bicubic-86.253-69.523+22
318tf_efficientnet_b05.06794.93328.80071.2005.292240.875bicubic-87.183-69.200-4
319res2net50_14w_8s5.04094.96028.77371.22725.062240.875bilinear-87.700-69.407-29
320hardcorenas_b4.94795.05328.12071.8805.182240.875bilinear-86.823-69.660+11
321mobilenetv3_rw4.90795.09329.85370.1475.482240.875bicubic-86.303-67.807+20
322mixnet_s4.90795.09328.57371.4274.132240.875bicubic-86.923-69.117+8
323gluon_resnet50_v1c4.89395.10728.14771.85325.582240.875bicubic-88.137-70.243-49
324hardcorenas_a4.86795.13328.09371.9075.262240.875bilinear-86.483-69.767+14
325regnetx_0324.85395.14730.28069.72015.302240.875bicubic-88.267-68.110-55
326tv_resnext50_32x4d4.84095.16030.30769.69325.032240.875bilinear-87.900-67.963-35
327tv_resnet1014.70795.29329.33370.66744.552240.875bilinear-88.103-68.917-41
328densenet1614.69395.30729.54770.45328.682240.875bicubic-87.807-68.743-25
329selecsls42b4.66795.33328.58771.41332.462240.875bicubic-87.613-69.563-17
330tf_efficientnet_lite14.61395.38728.38771.6135.422400.882bicubic-88.007-69.693-32
331mobilenetv2_120d4.53395.46729.28070.7205.832240.875bicubic-87.867-68.770-24
332efficientnet_es_pruned4.18795.81326.52073.4805.442240.875bicubic-86.993-71.230+12
333fbnetc_1004.13395.86725.93374.0675.572240.875bilinear-86.567-71.277+23
334gluon_resnet50_v1b4.12095.88026.93373.06725.562240.875bicubic-88.420-71.237-33
335densenet2014.12095.88027.54772.45320.012240.875bicubic-88.630-70.683-45
336resnet26d4.04095.96028.52071.48016.012240.875bicubic-88.030-69.440-17
337semnasnet_1003.96096.04026.94773.0533.892240.875bicubic-87.320-70.613+3
338repvgg_a23.94796.05327.26772.73328.212240.875bilinear-87.993-70.883-14
339tf_mixnet_s3.88096.12025.25374.7474.132240.875bicubic-87.630-72.367-4
340dpn683.86796.13326.08073.92012.612240.875bicubic-88.143-71.970-19
341tf_efficientnet_es3.82796.17326.10773.8935.442240.875bicubic-88.153-71.753-19
342regnety_0083.81396.18727.13372.8676.262240.875bicubic-87.937-71.047-10
343dla603.77396.22727.93372.06722.042240.875bilinear-88.457-70.177-28
344ssl_resnet183.74796.25325.42774.57311.692240.875bilinear-86.473-72.123+20
345mobilenetv2_1403.72096.28026.74773.2536.112240.875bicubic-88.110-71.113-15
346densenet1693.70796.29325.61374.38714.152240.875bicubic-88.223-72.487-21
347regnetx_0163.62796.37326.29373.7079.192240.875bicubic-88.543-71.917-30
348res2net50_48w_2s3.58796.41326.61373.38725.292240.875bilinear-88.963-71.467-47
349spnasnet_1003.54796.45324.29375.7074.422240.875bilinear-86.803-72.897+14
350tf_mobilenetv3_large_1003.54796.45325.05374.9475.482240.875bilinear-87.693-72.607-9
351regnety_0063.46796.53324.89375.1076.062240.875bicubic-87.903-72.817-14
352legacy_seresnet343.33396.66723.80076.20021.962240.875bilinear-87.557-73.780+1
353efficientnet_lite03.25396.74725.86774.1334.652240.875bicubic-87.887-71.763-8
354dla343.22796.77323.57376.42715.742240.875bilinear-87.533-74.087+1
355ghostnet_1003.22796.77324.85375.1475.182240.875bilinear-86.793-72.517+12
356regnety_0043.20096.80022.65377.3474.342240.875bicubic-87.300-74.887+5
357mobilenetv2_110d3.17396.82724.58775.4134.522240.875bicubic-87.777-72.963-6
358mnasnet_1003.12096.88024.22775.7734.382240.875bicubic-87.390-73.243+2
359tf_efficientnet_lite03.08096.92022.90777.0934.652240.875bicubic-87.960-74.683-10
360skresnet183.01396.98722.80077.20011.962240.875bicubic-86.647-74.430+12
361vgg19_bn2.94797.05323.48076.520143.682240.875bilinear-87.133-74.100+5
362resnet342.92097.08023.68076.32021.802240.875bilinear-88.210-73.940-16
363tf_mobilenetv3_large_0752.86797.13321.57378.4273.992240.875bilinear-86.813-75.637+7
364hrnet_w18_small_v22.72097.28023.69376.30715.602240.875bilinear-88.470-74.207-21
365gluon_resnet34_v1b2.66797.33321.68078.32021.802240.875bicubic-88.293-75.950-15
366regnetx_0082.65397.34722.45377.5477.262240.875bicubic-88.397-75.257-18
367vgg16_bn2.65397.34723.77376.227138.372240.875bilinear-87.437-73.597-2
368vgg162.64097.36020.42779.573138.362240.875bilinear-85.910-76.363+13
369resnet18d2.60097.40021.61378.38711.712240.875bicubic-86.680-75.537+5
370tv_densenet1212.56097.44022.66777.3337.982240.875bicubic-88.330-75.043-16
371repvgg_b02.54797.45324.01375.98715.822240.875bilinear-88.883-73.977-35
372regnetx_0062.50797.49320.65379.3476.202240.875bicubic-87.843-76.777-10
373legacy_seresnet182.49397.50720.08079.92011.782240.875bicubic-86.387-76.900+6
374resnet262.48097.52022.98777.01316.002240.875bicubic-88.630-74.753-27
375mobilenetv2_1002.14797.85319.90780.0933.502240.875bicubic-87.453-77.233-2
376regnety_0022.14797.85318.88081.1203.162240.875bicubic-85.233-77.710+9
377vgg192.10797.89320.73379.267143.672240.875bilinear-86.933-76.137-1
378vgg13_bn2.09397.90720.30779.693133.052240.875bilinear-86.667-76.663+2
379tf_mobilenetv3_small_1002.01397.98715.86784.1332.542240.875bilinear-83.177-79.903+12
380tf_mobilenetv3_small_0752.00098.00014.81385.1872.042240.875bilinear-81.520-79.977+14
381regnetx_0041.96098.04019.17380.8275.162240.875bicubic-86.940-77.947-3
382tv_resnet341.86798.13320.00080.00021.802240.875bilinear-88.073-77.340-13
383vgg131.86798.13317.96082.040133.052240.875bilinear-85.183-78.360+4
384dla46x_c1.76098.24016.48083.5201.072240.875bilinear-82.490-78.790+8
385vgg11_bn1.72098.28018.09381.907132.872240.875bilinear-85.780-78.727-2
386tf_mobilenetv3_large_minimal_1001.62798.37317.12082.8803.922240.875bilinear-87.343-79.740-9
387dla60x_c1.61398.38718.04081.9601.322240.875bilinear-84.677-78.120+2
388vgg111.56098.44016.22783.773132.862240.875bilinear-84.990-80.0530
389gluon_resnet18_v1b1.54798.45316.61383.38711.692240.875bicubic-86.853-80.067-7
390hrnet_w18_small1.53398.46718.12081.88013.192240.875bilinear-87.517-78.990-15
391dla46_c1.52098.48015.26784.7331.302240.875bilinear-82.130-79.653+2
392regnetx_0021.37398.62715.02784.9732.682240.875bicubic-84.817-80.953-2
393resnet181.16098.84016.21383.78711.692240.875bilinear-86.230-80.077-9
394tf_mobilenetv3_small_minimal_1001.01398.98711.49388.5072.042240.875bilinear-80.367-82.177+1
395tv_resnet500.000100.00014.45385.54725.562240.875bilinear-91.880-83.587-68