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

31 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d79.65020.35089.39310.607828.412240.875bilinear-17.320-10.277+7
3ig_resnext101_32x32d79.45720.54389.18310.817468.532240.875bilinear-17.323-10.347+13
4ig_resnext101_32x16d78.83721.16388.48011.520194.032240.875bilinear-17.603-11.060+27
5tf_efficientnet_l2_ns_47576.48023.52088.65311.347480.314750.936bicubic-21.270-11.167-2
6swsl_resnext101_32x16d76.30323.69787.73312.267194.032240.875bilinear-19.967-11.767+34
7ig_resnext101_32x8d75.81324.18786.20013.80088.792240.875bilinear-20.117-13.300+51
8swsl_resnext101_32x8d75.59024.41086.93713.06388.792240.875bilinear-20.650-12.653+34
9tf_efficientnet_l2_ns74.65025.35087.54312.457480.318000.960bicubic-23.130-12.347-7
10swsl_resnext101_32x4d72.66027.34085.15714.84344.182240.875bilinear-23.390-14.373+42
11swsl_resnext50_32x4d68.97731.02382.81017.19025.032240.875bilinear-26.643-16.630+58
12swsl_resnet5068.29731.70383.31316.68725.562240.875bilinear-26.903-16.077+79
13tf_efficientnet_b7_ns67.51032.49081.38318.61766.356000.949bicubic-29.690-18.317-9
14swin_large_patch4_window12_38466.28333.71779.78320.217196.743841.000bicubic-30.887-19.897-9
15tf_efficientnet_b6_ns65.58734.41379.55320.44743.045280.942bicubic-31.433-20.157-8
16swin_large_patch4_window7_22463.87036.13078.18021.820196.532240.900bicubic-33.080-21.480-6
17swin_base_patch4_window12_38463.47036.53078.06321.93787.903841.000bicubic-33.650-21.717-11
18tf_efficientnet_b5_ns63.04736.95377.77722.22330.394560.934bicubic-33.823-21.863-5
19tf_efficientnet_b4_ns61.23038.77076.17323.82719.343800.922bicubic-35.480-23.467-1
20swin_base_patch4_window7_22459.53740.46374.24725.75387.772240.900bicubic-37.143-25.4130
21tf_efficientnet_b8_ap57.83042.17072.95727.04387.416720.954bicubic-38.720-26.583+4
22cait_m48_44857.47042.53071.86028.140356.464481.000bicubic-39.410-27.760-11
23cait_m36_38457.46742.53372.31327.687271.223841.000bicubic-39.363-27.347-9
24tf_efficientnet_b3_ns57.41742.58372.38727.61312.233000.904bicubic-38.683-27.093+23
25vit_large_patch16_38454.75045.25070.00729.993304.723841.000bicubic-41.610-29.623+11
26vit_base_r50_s16_38454.40045.60069.56030.44098.953841.000bicubic-42.050-30.100+4
27resnetv2_152x4_bitm54.26345.73770.13729.863936.534801.000bilinear-42.617-29.523-15
28dm_nfnet_f654.07345.92769.11030.890438.365760.956bicubic-42.917-30.630-20
29tf_efficientnet_b5_ap53.87046.13069.16030.84030.394560.934bicubic-42.210-30.380+19
30dm_nfnet_f553.77346.22768.50031.500377.215440.954bicubic-42.937-31.180-13
31tf_efficientnet_b2_ns53.60046.40070.27029.7309.112600.890bicubic-41.920-29.070+42
32tf_efficientnet_b6_ap53.56046.44068.55031.45043.045280.942bicubic-42.810-31.000+2
33cait_s36_38453.55046.45068.00032.00068.373841.000bicubic-43.080-31.600-12
34tf_efficientnet_b853.41046.59069.09030.91087.416720.954bicubic-43.290-30.440-15
35tf_efficientnet_b7_ap53.26046.74068.87331.12766.356000.949bicubic-43.090-30.717+2
36dm_nfnet_f353.19046.81068.08331.917254.924160.940bicubic-43.440-31.557-14
37tf_efficientnet_b4_ap53.09046.91068.21031.79019.343800.922bicubic-42.400-31.180+39
38tf_efficientnet_b752.39347.60768.23331.76766.356000.949bicubic-44.187-31.277-15
39swsl_resnet1852.32747.67370.48029.52011.692240.875bilinear-38.763-27.730+289
40dm_nfnet_f452.26047.74067.12032.880316.075120.951bicubic-44.560-32.480-25
41vit_deit_base_distilled_patch16_38452.25747.74367.73332.26787.633841.000bicubic-44.253-31.857-15
42cait_s24_38451.78348.21766.31333.68747.063841.000bicubic-44.787-33.237-18
43ecaresnet269d51.67048.33066.04733.953102.093521.000bicubic-44.790-33.563-14
44vit_base_patch16_224_miil51.55748.44365.20734.79386.542240.875bilinear-44.473-34.143+9
45pit_b_distilled_22451.15348.84766.77033.23074.792240.900bicubic-44.917-32.610+4
46resnetv2_152x2_bitm51.04048.96068.52731.473236.344801.000bilinear-45.460-31.093-18
47vit_base_patch16_38450.88349.11765.27034.73086.863841.000bicubic-45.307-34.260-5
48tf_efficientnet_b1_ns50.88349.11767.91032.0907.792400.882bicubic-43.977-31.340+58
49vit_large_patch16_22450.87749.12366.22733.773304.332240.900bicubic-44.413-33.083+36
50efficientnet_b450.51049.49065.70334.29719.343841.000bicubic-45.010-33.687+22
51ssl_resnext101_32x16d50.25749.74366.03333.967194.032240.875bilinear-45.153-33.377+28
52cait_s24_22450.24349.75765.02734.97346.922241.000bicubic-45.407-34.363+14
53resnest269e50.15349.84764.67035.330110.934160.928bicubic-45.967-34.850-8
54vit_deit_base_distilled_patch16_22450.06349.93766.22733.77387.342240.900bicubic-45.687-33.053+9
55tf_efficientnet_b3_ap50.05749.94365.21034.79012.233000.904bicubic-44.913-33.900+44
56resnest200e49.87350.12764.74335.25770.203200.909bicubic-46.197-34.737-6
57resnetv2_101x3_bitm49.82350.17766.91733.083387.934801.000bilinear-46.537-32.683-22
58cait_xs24_38449.52750.47364.90035.10026.673841.000bicubic-46.483-34.530-4
59tf_efficientnet_b549.51050.49065.65734.34330.394560.934bicubic-46.470-33.793-3
60resnet200d49.47050.53064.33035.67064.693201.000bicubic-46.640-35.130-14
61resnest101e49.36750.63365.58734.41348.282560.875bilinear-46.203-33.683+10
62resnet152d49.25350.74764.41335.58760.213201.000bicubic-46.617-35.017-1
63seresnet152d49.24750.75364.17035.83066.843201.000bicubic-47.063-35.340-25
64ssl_resnext101_32x8d49.06750.93365.48034.52088.792240.875bilinear-46.273-33.840+20
65repvgg_b348.91751.08364.88735.113123.092240.875bilinear-45.633-34.023+61
66resnetrs42048.85751.14363.42736.573191.894161.000bicubic-47.543-36.113-34
67dm_nfnet_f248.62351.37763.53736.463193.783520.920bicubic-47.877-36.033-40
68efficientnet_v2s48.60351.39763.84036.16023.943841.000bicubic-47.107-35.540-3
69efficientnet_b348.56351.43764.25035.75012.233201.000bicubic-46.577-34.960+26
70ecaresnet101d48.52751.47364.10035.90044.572240.875bicubic-46.633-35.200+23
71repvgg_b3g448.31051.69064.80035.20083.832240.875bilinear-46.180-34.220+58
72vit_large_patch32_38448.25051.75061.83038.170306.633841.000bicubic-46.990-37.490+16
73resnetrs35048.05051.95062.65337.347163.963841.000bicubic-48.190-36.817-32
74repvgg_b2g447.78752.21364.39035.61061.762240.875bilinear-46.033-34.610+109
75eca_nfnet_l147.66352.33762.76737.23341.413201.000bicubic-48.267-36.613-16
76pit_s_distilled_22447.54352.45763.49336.50724.042240.900bicubic-47.187-35.697+33
77resnest50d_4s2x40d47.48352.51763.80736.19330.422240.875bicubic-47.227-35.323+35
78efficientnet_b3_pruned47.44752.55362.79337.2079.863000.904bicubic-47.133-36.277+45
79vit_base_patch16_22447.34052.66061.60738.39386.572240.900bicubic-47.870-37.623+11
80tresnet_m47.23052.77061.99338.00731.392240.875bilinear-48.150-37.157+2
81tf_efficientnet_b647.21352.78763.11036.89043.045280.942bicubic-49.077-36.410-42
82ssl_resnext101_32x4d47.17752.82363.36736.63344.182240.875bilinear-47.983-35.863+10
83resnetrs27047.10752.89362.01037.990129.863521.000bicubic-48.953-37.480-32
84tf_efficientnet_b447.08352.91762.86737.13319.343800.922bicubic-48.507-36.463-14
85resnet101d46.89353.10762.31737.68344.573201.000bicubic-48.857-37.123-23
86resnetrs20046.83753.16362.48737.51393.213201.000bicubic-49.153-36.953-31
87resnetv2_50x3_bitm46.82753.17364.87335.127217.324801.000bilinear-49.313-34.747-43
88dm_nfnet_f146.69353.30761.56038.440132.633200.910bicubic-49.677-37.910-55
89gluon_seresnext101_64x4d46.67753.32361.30338.69788.232240.875bicubic-47.973-37.677+29
90tresnet_xl46.28353.71761.94338.05778.442240.875bilinear-48.777-37.317+7
91vit_deit_small_distilled_patch16_22446.16053.84062.41737.58322.442240.900bicubic-48.430-36.683+31
92regnety_16046.15353.84761.83738.16383.592881.000bicubic-49.727-37.723-32
93gernet_m46.15053.85062.70037.30021.142240.875bilinear-48.400-36.550+34
94resnest50d_1s4x24d46.08353.91762.37737.62325.682240.875bicubic-48.307-36.693+40
95tf_efficientnet_b0_ns46.04753.95363.25336.7475.292240.875bicubic-47.693-35.727+100
96resnest50d45.93754.06362.62337.37727.482240.875bilinear-48.683-36.407+23
97regnety_03245.89354.10761.53738.46319.442881.000bicubic-49.577-37.783-19
98gluon_seresnext101_32x4d45.59054.41061.14338.85748.962240.875bicubic-48.860-37.947+33
99gluon_resnet152_v1d45.43054.57060.07739.92360.212240.875bicubic-49.010-38.933+33
100dm_nfnet_f045.42054.58060.99039.01071.492560.900bicubic-50.210-38.310-32
101ssl_resnext50_32x4d45.40754.59362.04737.95325.032240.875bilinear-49.293-37.193+12
102nfnet_l045.39054.61062.05737.94335.072881.000bicubic-50.000-37.363-21
103tresnet_xl_44845.22354.77761.43738.56378.444480.875bilinear-50.287-37.903-28
104nasnetalarge45.21054.79057.88342.11788.753310.911bicubic-49.940-41.247-10
105swin_small_patch4_window7_22445.16354.83760.33039.67049.612240.900bicubic-50.557-38.960-41
106tf_efficientnet_b345.10754.89360.65039.35012.233000.904bicubic-49.803-38.460-4
107rexnet_20045.04754.95362.31737.68316.372240.875bicubic-49.613-36.773+9
108resnetrs15244.94355.05759.71340.28786.623201.000bicubic-51.017-39.667-51
109ecaresnetlight44.89055.11060.77039.23030.162240.875bicubic-49.250-38.180+43
110vit_deit_base_patch16_22444.87055.13059.17740.82386.572240.900bicubic-50.140-39.803-12
111vit_deit_base_patch16_38444.77755.22359.61740.38386.863841.000bicubic-50.873-39.623-44
112cait_xxs36_38444.77355.22759.38040.62017.373841.000bicubic-50.447-39.940-23
113gernet_l44.74055.26058.94341.05731.082560.875bilinear-50.190-40.257-13
114tf_efficientnet_b2_ap44.70055.30060.68039.3209.112600.890bicubic-49.570-38.270+29
115vit_base_patch32_38444.69355.30758.53041.47088.303841.000bicubic-50.567-40.650-29
116ens_adv_inception_resnet_v244.39355.60758.11741.88355.842990.897bicubic-49.737-40.673+38
117tresnet_l44.36355.63759.95340.04755.992240.875bilinear-50.537-39.077-14
118gluon_resnext101_32x4d44.29055.71059.09040.91044.182240.875bicubic-49.830-39.840+39
119wide_resnet50_244.17755.82359.72740.27368.882240.875bicubic-50.493-39.403-5
120cspresnext5044.14755.85360.53339.46720.572240.875bilinear-49.613-38.307+70
121seresnext50_32x4d44.12755.87359.49040.51027.562240.875bicubic-50.693-39.640-15
122gluon_resnet152_v1s44.07355.92758.70341.29760.322240.875bicubic-50.647-40.357-12
123pit_b_22444.07055.93058.01741.98373.762240.900bicubic-50.720-40.803-16
124ssl_resnet5044.01055.99061.88738.11325.562240.875bilinear-50.300-37.263+16
125inception_resnet_v244.00355.99757.90742.09355.842990.897bicubic-50.337-40.893+14
126pnasnet5large43.95056.05056.73043.27086.063310.911bicubic-51.410-42.400-43
127pit_s_22443.89056.11058.62741.37323.462240.900bicubic-50.700-40.303-6
128gluon_resnext101_64x4d43.87756.12358.71041.29083.462240.875bicubic-50.473-40.170+10
129tnt_s_patch16_22443.77356.22759.19740.80323.762240.900bicubic-50.807-39.983-5
130cait_xxs36_22443.76056.24058.72041.28017.302241.000bicubic-50.180-40.200+43
131ecaresnet50d43.75056.25060.38739.61325.582240.875bicubic-50.440-38.633+17
132ecaresnet101d_pruned43.73756.26359.60740.39324.882240.875bicubic-50.713-39.493-2
133rexnet_15043.69056.31060.89739.1039.732240.875bicubic-50.580-38.183+9
134pit_xs_distilled_22443.66356.33760.70339.29711.002240.900bicubic-49.577-38.117+100
135gluon_resnet101_v1d43.44056.56058.61341.38744.572240.875bicubic-50.730-40.297+16
136ecaresnet50t43.40756.59359.30040.70025.573200.950bicubic-51.663-39.990-40
137gluon_resnet101_v1s43.36356.63758.50341.49744.672240.875bicubic-50.807-40.507+13
138cspdarknet5343.35756.64359.43040.57027.642560.887bilinear-50.733-39.550+20
139dpn68b43.28756.71358.67341.32712.612240.875bicubic-50.333-40.287+69
140eca_nfnet_l043.23056.77059.91340.08724.142881.000bicubic-52.240-39.467-63
141resnest26d43.14056.86060.62339.37717.072240.875bilinear-50.100-38.227+94
142resnetv2_101x1_bitm43.11356.88760.95039.05044.544801.000bilinear-52.397-38.560-68
143dpn13143.04756.95357.44042.56079.252240.875bicubic-50.713-41.360+48
144cspresnet5043.03056.97059.15340.84721.622560.887bilinear-50.830-39.717+35
145tf_efficientnet_lite442.96757.03357.62042.38013.013800.920bilinear-51.903-41.470-41
146gluon_resnet152_v1b42.90357.09757.75042.25060.192240.875bicubic-51.127-40.990+16
147dpn10742.85757.14357.36742.63386.922240.875bicubic-51.103-41.473+22
148tf_efficientnet_b1_ap42.80357.19758.81341.1877.792400.882bicubic-50.827-39.987+58
149gluon_resnet152_v1c42.80057.20057.73742.26360.212240.875bicubic-51.080-41.063+28
150gluon_xception6542.79357.20758.82041.18039.922990.903bicubic-51.217-40.200+15
151tresnet_l_44842.75357.24758.94741.05355.994480.875bilinear-52.657-40.353-71
152resnet50d42.70357.29758.69741.30325.582240.875bicubic-51.367-40.223+9
153gluon_seresnext50_32x4d42.68357.31758.71041.29027.562240.875bicubic-51.487-40.230-4
154resnext101_32x8d42.55757.44358.31741.68388.792240.875bilinear-51.213-40.633+35
155seresnet5042.51057.49058.66741.33328.092240.875bicubic-51.570-40.303+5
156resnetrs10142.43757.56357.30042.70063.622880.940bicubic-52.813-41.910-69
157nf_resnet5042.40057.60059.54040.46025.562880.940bicubic-52.010-39.560-24
158dpn9842.28057.72056.88043.12061.572240.875bicubic-51.660-42.010+13
159vit_deit_small_patch16_22442.26357.73758.02041.98022.052240.900bicubic-51.737-40.940+9
160tf_efficientnet_cc_b1_8e42.23357.76758.42041.58039.722400.882bicubic-51.337-40.270+54
161legacy_senet15442.20757.79356.59743.403115.092240.875bilinear-52.523-42.503-53
162cait_xxs24_38442.18757.81357.46042.54012.033841.000bicubic-52.733-41.680-61
163tf_efficientnet_b242.12057.88058.19741.8039.112600.890bicubic-52.090-40.833-17
164gluon_resnext50_32x4d42.04357.95757.66742.33325.032240.875bicubic-51.607-41.023+39
165resnet5042.01357.98756.00044.00025.562240.875bicubic-51.447-42.600+57
166ecaresnet50d_pruned41.95358.04758.21741.78319.942240.875bicubic-51.867-40.713+18
167efficientnet_b241.93358.06758.30041.7009.112881.000bicubic-52.437-40.750-31
168dla102x241.64758.35357.96742.03341.282240.875bilinear-52.353-41.063-1
169hrnet_w6441.63758.36357.13042.870128.062240.875bilinear-52.193-41.800+13
170gluon_senet15441.62758.37356.37343.627115.092240.875bicubic-53.083-42.597-59
171inception_v441.57758.42355.38344.61742.682990.875bicubic-52.803-43.437-36
172efficientnet_el41.49758.50358.30341.69710.593000.904bicubic-53.173-40.747-57
173efficientnet_em41.49358.50758.87741.1236.902400.882bicubic-52.247-40.053+21
174tf_efficientnet_cc_b0_8e41.48758.51357.37742.62324.012240.875bicubic-51.383-41.083+86
175swin_tiny_patch4_window7_22441.45758.54357.30342.69728.292240.900bicubic-53.163-41.817-55
176resnext50_32x4d41.44358.55756.99743.00325.032240.875bicubic-52.397-41.833+5
177cait_xxs24_22441.38358.61757.52742.47311.962241.000bicubic-52.107-41.243+43
178tv_resnet15241.33058.67057.52042.48060.192240.875bilinear-51.910-41.230+58
179xception7141.27058.73055.87344.12742.342990.903bicubic-52.620-43.077-3
180dpn9241.26758.73356.33343.66737.672240.875bicubic-52.923-42.597-33
181adv_inception_v341.26358.73756.31743.68323.832990.875bicubic-51.747-42.173+65
182gernet_s41.24758.75358.83041.1708.172240.875bilinear-51.193-39.670+101
183resnetblur5041.05358.94757.07742.92325.562240.875bicubic-52.657-41.723+16
184nf_regnet_b141.01058.99058.11741.88310.222880.900bicubic-52.880-40.633-10
185gluon_resnet50_v1d40.97059.03057.13742.86325.582240.875bicubic-52.560-41.573+32
186gluon_inception_v340.90759.09355.61744.38323.832990.875bicubic-52.633-43.213+29
187ese_vovnet39b40.86759.13356.95043.05024.572240.875bicubic-52.983-41.950-7
188regnety_32040.81359.18756.11743.883145.052240.875bicubic-53.707-43.053-60
189resnet34d40.81059.19056.53043.47021.822240.875bicubic-51.830-41.890+82
190xception40.76359.23756.38743.61322.862990.897bicubic-52.877-42.383+14
191skresnext50_32x4d40.70059.30056.02343.97727.482240.875bicubic-53.250-42.797-21
192gluon_resnet101_v1b40.68359.31756.11743.88344.552240.875bicubic-53.077-42.5830
193hrnet_w4040.66059.34056.75743.24357.562240.875bilinear-53.050-42.043+4
194repvgg_b140.59359.40757.83742.16357.422240.875bilinear-52.817-40.953+33
195tf_efficientnet_lite340.56359.43756.47743.5238.203000.904bilinear-53.567-42.483-39
196tresnet_m_44840.53059.47056.70043.30031.394480.875bilinear-54.130-42.450-79
197pit_xs_22440.49759.50356.53043.47010.622240.900bicubic-52.413-42.250+58
198dla16940.49359.50757.26342.73753.392240.875bilinear-53.307-41.647-11
199repvgg_b240.46759.53357.78042.22089.022240.875bilinear-53.123-41.290+12
200regnetx_32040.44359.55755.66044.340107.812240.875bicubic-53.767-43.390-55
201skresnet3440.39759.60356.73743.26322.282240.875bicubic-52.173-41.783+77
202efficientnet_el_pruned40.39059.61056.90343.09710.593000.904bicubic-53.700-42.107-43
203efficientnet_b2_pruned40.38359.61756.53743.4638.312600.890bicubic-53.417-42.303-17
204legacy_seresnext101_32x4d40.36059.64054.81745.18348.962240.875bilinear-53.770-44.153-50
205wide_resnet101_240.36059.64055.78044.220126.892240.875bilinear-53.370-43.030-10
206coat_lite_mini40.36059.64055.71744.28311.012240.900bicubic-53.090-43.063+19
207tf_efficientnet_b0_ap40.33759.66356.78743.2135.292240.875bicubic-52.273-41.583+66
208xception6540.27359.72755.28344.71739.922990.903bicubic-53.487-43.577-15
209regnetx_16040.27059.73056.05043.95054.282240.875bicubic-53.610-43.040-31
210densenet20140.26759.73356.71043.29020.012240.875bicubic-52.423-41.940+57
211resnext50d_32x4d40.17059.83055.48744.51325.052240.875bicubic-53.640-43.253-26
212vit_small_patch16_22440.13059.87056.54343.45748.752240.900bicubic-52.470-41.887+62
213hrnet_w4840.09359.90756.64043.36077.472240.875bilinear-53.937-42.400-50
214legacy_seresnet15240.04359.95755.82044.18066.822240.875bilinear-53.397-43.030+11
215hrnet_w3040.03059.97057.09342.90737.712240.875bilinear-53.340-41.737+14
216regnetx_08040.00060.00055.97744.02339.572240.875bicubic-53.790-42.933-28
217tf_efficientnet_b139.97760.02356.13743.8637.792400.882bicubic-53.733-42.673-19
218gluon_resnet101_v1c39.95360.04755.30044.70044.572240.875bicubic-53.737-43.460-18
219res2net101_26w_4s39.71760.28354.55045.45045.212240.875bilinear-53.803-44.050-1
220regnetx_12039.68760.31355.63344.36746.112240.875bicubic-54.583-43.557-79
221hrnet_w4439.67760.32355.33344.66767.062240.875bilinear-53.943-43.617-12
222densenet16139.62060.38056.13343.86728.682240.875bicubic-53.280-42.677+34
223mixnet_xl39.61760.38355.88744.11311.902240.875bicubic-54.613-42.933-79
224xception4139.61060.39055.03744.96326.972990.903bicubic-53.870-43.713-3
225res2net50_26w_8s39.60360.39754.55045.45048.402240.875bilinear-53.847-44.150-1
226dla102x39.55360.44756.32343.67726.312240.875bilinear-53.977-42.527-10
227rexnet_13039.48760.51356.64043.3607.562240.875bicubic-54.183-42.070-25
228hrnet_w3239.46360.53756.12343.87741.232240.875bilinear-53.487-42.447+23
229regnety_06439.40360.59755.77344.22730.582240.875bicubic-54.737-43.257-76
230densenetblur121d39.38060.62056.64043.3608.002240.875bicubic-53.020-41.770+55
231regnety_12039.34760.65355.27744.72351.822240.875bicubic-54.663-43.753-65
232tv_resnet10139.30760.69355.80344.19744.552240.875bilinear-53.573-42.857+27
233tf_efficientnet_el39.30360.69755.38744.61310.593000.904bicubic-55.057-43.713-96
234tf_inception_v339.23760.76354.30045.70023.832990.875bicubic-53.963-44.180+3
235gluon_resnet50_v1s39.23360.76755.01044.99025.682240.875bicubic-54.357-43.830-25
236densenet16939.16760.83355.84344.15714.152240.875bicubic-53.133-42.747+53
237legacy_seresnet10139.03760.96355.00344.99749.332240.875bilinear-54.223-43.737-6
238efficientnet_b1_pruned39.01060.99055.64744.3536.332400.882bicubic-53.970-42.883+11
239repvgg_b1g438.99061.01056.35043.65039.972240.875bilinear-54.040-42.470+5
240inception_v338.96061.04053.85346.14723.832990.875bicubic-53.940-44.477+17
241dpn6838.93361.06754.93345.06712.612240.875bicubic-53.307-43.677+51
242regnety_08038.91761.08355.21344.78739.182240.875bicubic-54.973-43.787-67
243legacy_seresnext50_32x4d38.87761.12354.59345.40727.562240.875bilinear-54.553-44.207-17
244dla10238.83361.16755.32344.67733.272240.875bilinear-54.427-43.457-14
245regnety_04038.82061.18055.55744.44320.652240.875bicubic-54.800-43.143-38
246densenet12138.78361.21756.27343.7277.982240.875bicubic-53.157-42.007+53
247res2net50_14w_8s38.71061.29054.07745.92325.062240.875bilinear-54.320-44.623-2
248regnetx_04038.70361.29755.34044.66022.122240.875bicubic-54.977-43.600-47
249res2net50_26w_6s38.68761.31353.74346.25737.052240.875bilinear-54.903-45.007-37
250regnetx_03238.68061.32055.15744.84315.302240.875bicubic-54.570-43.573-17
251selecsls6038.62361.37755.63044.37030.672240.875bicubic-54.387-43.200-4
252dla60x38.61761.38355.38344.61717.352240.875bilinear-54.573-43.327-14
253tf_efficientnet_b038.60061.40055.95744.0435.292240.875bicubic-53.800-42.513+33
254dla60_res2net38.59061.41054.56045.44020.852240.875bilinear-54.790-44.300-26
255selecsls60b38.57361.42755.30744.69332.772240.875bicubic-54.927-43.533-36
256repvgg_a238.56361.43755.77044.23028.212240.875bilinear-54.117-42.750+12
257hardcorenas_f38.50061.50055.65744.3438.202240.875bilinear-54.480-42.963-7
258dla60_res2next38.45061.55054.95045.05017.032240.875bilinear-55.120-43.850-45
259regnetx_06438.43061.57054.99045.01026.212240.875bicubic-55.200-44.060-54
260tf_efficientnet_cc_b0_4e38.41361.58755.15044.85013.312240.875bicubic-54.427-43.290+3
261gluon_resnet50_v1b38.40761.59354.83345.16725.562240.875bicubic-54.153-43.717+18
262resnetv2_50x1_bitm38.28761.71356.96743.03325.554801.000bilinear-56.263-41.963-137
263hrnet_w1838.27761.72355.64344.35721.302240.875bilinear-54.483-43.017+3
264mixnet_l38.16061.84054.75745.2437.332240.875bicubic-55.100-43.943-32
265hardcorenas_e38.13761.86355.17344.8278.072240.875bilinear-54.813-43.667-13
266efficientnet_b138.08761.91354.01045.9907.792561.000bicubic-54.943-44.700-23
267coat_lite_tiny38.07061.93053.45346.5475.722240.900bicubic-54.780-45.187-6
268resnetrs5037.95762.04353.31046.69035.692240.910bicubic-56.063-45.540-104
269hardcorenas_c37.88362.11755.71744.2835.522240.875bilinear-54.447-42.623+18
270gluon_resnet50_v1c37.84362.15754.12345.87725.582240.875bicubic-55.067-44.587-16
271res2net50_26w_4s37.82762.17353.07346.92725.702240.875bilinear-55.353-45.597-32
272efficientnet_es37.77062.23054.96745.0335.442240.875bicubic-55.140-43.723-19
273resnest14d37.76762.23356.47043.53010.612240.875bilinear-53.363-41.860+52
274tv_resnext50_32x4d37.75062.25054.11345.88725.032240.875bilinear-55.150-44.607-16
275ecaresnet26t37.65062.35054.35045.65016.013200.950bicubic-56.290-44.570-103
276hardcorenas_d37.55062.45054.72345.2777.502240.875bilinear-55.050-43.667-1
277res2next5037.47762.52352.85347.14724.672240.875bilinear-55.673-45.807-36
278resnet3437.44362.55754.29745.70321.802240.875bilinear-53.757-43.753+42
279pit_ti_distilled_22437.33762.66355.13744.8635.102240.900bicubic-53.563-43.083+51
280hardcorenas_b37.24362.75755.07344.9275.182240.875bilinear-54.697-43.327+20
281mobilenetv3_large_100_miil37.21062.79053.51346.4875.482240.875bilinear-55.040-44.737+10
282res2net50_48w_2s37.11762.88353.33346.66725.292240.875bilinear-55.673-45.137-17
283dla6037.07362.92754.20045.80022.042240.875bilinear-55.597-44.430-14
284rexnet_10037.06362.93754.02045.9804.802240.875bicubic-55.787-44.600-22
285regnety_01637.01762.98354.09345.90711.202240.875bicubic-55.983-44.587-37
286tf_mixnet_l36.98763.01352.58347.4177.332240.875bicubic-56.053-45.957-44
287legacy_seresnet5036.87363.12753.48746.51328.092240.875bilinear-55.797-45.163-17
288tv_densenet12136.81063.19054.03345.9677.982240.875bicubic-54.590-44.217+26
289tf_efficientnet_lite236.80763.19353.32046.6806.092600.890bicubic-55.783-45.230-13
290mobilenetv2_120d36.78063.22054.04745.9535.832240.875bicubic-55.830-44.463-18
291tf_efficientnet_lite136.73763.26353.59046.4105.422400.882bicubic-55.573-44.900-3
292regnetx_01636.68363.31753.29746.7039.192240.875bicubic-55.857-45.253-12
293hardcorenas_a36.64063.36054.91045.0905.262240.875bilinear-54.980-43.260+14
294efficientnet_b036.60063.40053.49746.5035.292240.875bicubic-55.880-45.183-13
295tf_efficientnet_em36.38063.62052.84047.1606.902400.882bicubic-56.790-45.830-55
296skresnet1836.32063.68054.19745.80311.962240.875bicubic-53.840-43.583+44
297repvgg_b036.28763.71354.05745.94315.822240.875bilinear-55.393-44.393+7
298tv_resnet5036.17763.82352.80347.19725.562240.875bilinear-55.963-45.617-3
299legacy_seresnet3436.14363.85752.55347.44721.962240.875bilinear-55.337-45.767+12
300tv_resnet3436.08763.91353.53346.46721.802240.875bilinear-54.203-44.447+39
301vit_deit_tiny_distilled_patch16_22436.02363.97754.24045.7605.912240.900bicubic-55.077-44.030+26
302mobilenetv2_14036.00064.00053.94346.0576.112240.875bicubic-56.030-44.307-5
303tf_efficientnet_lite035.93064.07053.48046.5204.652240.875bicubic-55.370-44.610+13
304selecsls42b35.81364.18752.48747.51332.462240.875bicubic-56.667-45.953-22
305gluon_resnet34_v1b35.76064.24052.18747.81321.802240.875bicubic-55.340-45.993+21
306dla3435.64364.35752.78347.21715.742240.875bilinear-55.597-45.397+13
307mixnet_m35.64064.36052.43047.5705.012240.875bicubic-56.630-45.920-17
308efficientnet_lite035.62064.38053.65746.3434.652240.875bicubic-55.640-44.593+10
309ssl_resnet1835.59764.40353.74046.26011.692240.875bilinear-55.103-44.280+24
310mobilenetv3_rw35.54764.45353.71346.2875.482240.875bicubic-56.003-44.557-1
311efficientnet_es_pruned35.39064.61052.85047.1505.442240.875bicubic-56.310-45.570-8
312mobilenetv2_110d35.29364.70752.83047.1704.522240.875bicubic-56.057-45.360+3
313tf_mixnet_m35.18064.82050.98749.0135.012240.875bicubic-57.020-47.433-19
314hrnet_w18_small_v235.17364.82752.44047.56015.602240.875bilinear-55.997-45.900+9
315resnet18d35.12764.87352.89047.11011.712240.875bicubic-54.863-44.940+26
316ese_vovnet19b_dw34.84065.16052.03047.9706.542240.875bicubic-57.170-46.480-18
317regnety_00834.80765.19351.74348.2576.262240.875bicubic-57.093-46.677-16
318pit_ti_22434.67065.33052.17047.8304.852240.900bicubic-55.750-45.840+19
319mobilenetv3_large_10034.60365.39752.86047.1405.482240.875bicubic-56.877-45.340-9
320seresnext26d_32x4d34.54365.45751.54348.45716.812240.875bicubic-57.897-46.997-36
321seresnext26t_32x4d34.54065.46051.37748.62316.812240.875bicubic-58.280-47.183-57
322mixer_b16_22434.42365.57748.09351.90759.882240.875bicubic-56.717-49.307+2
323resnet26d34.27365.72751.68748.31316.012240.875bicubic-57.957-46.763-30
324tf_efficientnet_es34.26365.73751.35048.6505.442240.875bicubic-57.837-47.090-28
325fbnetc_10034.25365.74751.18048.8205.572240.875bilinear-57.017-46.650-8
326regnety_00634.15065.85051.27748.7236.062240.875bicubic-57.420-47.153-18
327tf_mobilenetv3_large_10033.95066.05051.49048.5105.482240.875bilinear-57.470-46.770-14
328regnetx_00833.77066.23050.54749.4537.262240.875bicubic-57.410-47.833-6
329mnasnet_10033.76366.23751.17048.8304.382240.875bicubic-57.437-47.070-8
330semnasnet_10033.52066.48050.78749.2133.892240.875bicubic-58.140-47.483-24
331resnet2633.50066.50050.92749.07316.002240.875bicubic-57.940-47.353-19
332mixnet_s33.48066.52050.99749.0034.132240.875bicubic-58.300-47.303-30
333spnasnet_10033.47766.52351.26748.7334.422240.875bilinear-57.133-46.683+1
334vgg19_bn33.23066.77050.80349.197143.682240.875bilinear-57.760-47.307-5
335ghostnet_10033.20766.79351.16348.8375.182240.875bilinear-57.233-46.667+1
336regnetx_00633.15766.84350.25049.7506.202240.875bicubic-57.603-47.850-4
337resnet1833.06766.93351.17048.83011.692240.875bilinear-55.083-45.950+17
338legacy_seresnext26_32x4d32.75767.24349.23750.76316.792240.875bicubic-59.813-49.183-61
339hrnet_w18_small32.66767.33350.58749.41313.192240.875bilinear-57.213-47.313+3
340vit_deit_tiny_patch16_22432.66767.33350.27349.7275.722240.900bicubic-56.953-47.687+5
341legacy_seresnet1832.60067.40050.34049.66011.782240.875bicubic-56.670-47.340+7
342mobilenetv2_10032.52367.47750.80049.2003.502240.875bicubic-57.307-47.030+1
343regnetx_00432.51767.48349.34350.6575.162240.875bicubic-56.943-48.427+3
344gluon_resnet18_v1b32.40767.59349.72750.27311.692240.875bicubic-56.253-47.373+7
345regnety_00432.33367.66749.45350.5474.342240.875bicubic-58.447-48.627-14
346tf_mixnet_s32.18367.81748.49351.5074.132240.875bicubic-59.497-49.747-41
347tf_mobilenetv3_large_07531.86768.13349.11050.8903.992240.875bilinear-58.453-48.760-9
348tf_mobilenetv3_large_minimal_10031.59768.40349.33750.6633.922240.875bilinear-57.583-47.983+2
349vgg16_bn30.35769.64347.26052.740138.372240.875bilinear-60.183-50.730-14
350regnety_00229.68770.31346.78753.2133.162240.875bicubic-58.513-50.643+3
351vgg13_bn28.88371.11746.73753.263133.052240.875bilinear-60.317-50.793-2
352regnetx_00228.86071.14045.42054.5802.682240.875bicubic-58.520-51.570+4
353vgg1928.58071.42045.17054.830143.672240.875bilinear-61.100-52.380-9
354dla60x_c28.44771.55346.19353.8071.322240.875bilinear-58.663-50.947+4
355vgg11_bn28.42371.57746.45353.547132.872240.875bilinear-59.967-50.817-3
356vgg1627.87772.12344.67355.327138.362240.875bilinear-61.483-52.847-9
357tf_mobilenetv3_small_10027.29772.70344.42055.5802.542240.875bilinear-58.663-51.980+3
358mixer_l16_22426.85373.14737.92362.077208.202240.875bicubic-60.117-56.137+1
359vgg1126.53373.46743.46056.540132.862240.875bilinear-60.807-53.650-2
360vgg1326.26773.73343.37056.630133.052240.875bilinear-61.303-53.750-5
361dla46x_c26.21773.78343.78056.2201.072240.875bilinear-59.263-52.6600
362tf_mobilenetv3_small_07526.20073.80043.63756.3632.042240.875bilinear-58.330-52.253+1
363dla46_c25.49074.51043.80056.2001.302240.875bilinear-59.170-52.400-1
364tf_mobilenetv3_small_minimal_10025.08774.91342.93057.0702.042240.875bilinear-57.583-52.0700