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pytorch-image-models/results/results-imagenetv2-matched-...

33 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2tf_efficientnet_l2_ns_47580.46019.54095.7304.270480.314750.936bicubic-7.774-2.816+1
3tf_efficientnet_l2_ns80.25019.75095.8404.160480.318000.960bicubic-8.102-2.810-1
4tf_efficientnet_b7_ns78.51021.49094.3805.62066.356000.949bicubic-8.330-3.714+1
5tf_efficientnet_b6_ns77.28022.72093.8906.11043.045280.942bicubic-9.172-3.992+2
6swin_large_patch4_window12_38477.04022.96093.7506.250196.743841.000bicubic-10.108-4.484-2
7tf_efficientnetv2_l_in21ft1k76.94023.06093.9506.050118.524801.000bicubic-9.364-4.028+3
8cait_m48_44876.87023.13093.3706.630356.464481.000bicubic-9.614-4.384-2
9ig_resnext101_32x48d76.87023.13093.3106.690828.412240.875bilinear-8.558-4.262+11
10ig_resnext101_32x32d76.84023.16093.2006.800468.532240.875bilinear-8.254-4.238+18
11tf_efficientnet_b5_ns76.81023.19093.5806.42030.394560.934bicubic-9.278-4.172+1
12cait_m36_38476.32023.68093.0506.950271.223841.000bicubic-9.734-4.680+1
13tf_efficientnetv2_l76.28023.72092.9707.030118.524801.000bicubic-9.210-4.402+4
14swin_base_patch4_window12_38476.28023.72093.3206.68087.903841.000bicubic-10.152-4.738-5
15swin_large_patch4_window7_22476.27023.73093.4206.580196.532240.900bicubic-10.050-4.476-6
16cait_s36_38476.21023.79092.9707.03068.373841.000bicubic-9.250-4.510+3
17dm_nfnet_f676.18023.82093.2206.780438.365760.956bicubic-10.116-4.524-6
18tf_efficientnet_b7_ap76.09023.91092.9707.03066.356000.949bicubic-9.030-4.282+9
19tf_efficientnet_b8_ap76.09023.91092.7307.27087.416720.954bicubic-9.280-4.564+4
20tf_efficientnetv2_m_in21ft1k75.92024.08093.2806.72054.144801.000bicubic-9.668-4.472-4
21dm_nfnet_f475.75024.25092.7907.210316.075120.951bicubic-9.908-4.720-6
22ig_resnext101_32x16d75.72024.28092.9107.090194.032240.875bilinear-8.450-4.286+29
23tf_efficientnet_b4_ns75.67024.33093.0506.95019.343800.922bicubic-9.492-4.420+2
24vit_base_r50_s16_38475.59024.41092.7907.21098.953841.000bicubic-9.382-4.498+10
25vit_deit_base_distilled_patch16_38475.55024.45092.5007.50087.633841.000bicubic-9.872-4.832-4
26tf_efficientnetv2_m75.52024.48092.6207.38054.144801.000bicubic-9.524-4.658+4
27cait_s24_38475.48024.52092.6007.40047.063841.000bicubic-9.566-4.746+2
28swsl_resnext101_32x8d75.43024.57092.7607.24088.792240.875bilinear-8.854-4.416+19
29dm_nfnet_f375.41024.59092.8307.170254.924160.940bicubic-10.150-4.576-12
30tf_efficientnet_b6_ap75.38024.62092.4407.56043.045280.942bicubic-9.408-4.698+8
31efficientnetv2_rw_m75.17024.83092.5707.43053.244161.000bicubic-9.638-4.578+6
32vit_large_patch16_38475.15024.85092.6607.340304.723841.000bicubic-10.008-4.696-6
33ecaresnet269d75.12024.88092.8407.160102.093521.000bicubic-9.856-4.3860
34tf_efficientnet_b874.94025.06092.3107.69087.416720.954bicubic-10.430-5.080-12
35dm_nfnet_f574.79025.21092.4607.540377.215440.954bicubic-10.924-4.982-21
36tf_efficientnet_b774.72025.28092.2207.78066.356000.949bicubic-10.216-4.984-1
37tf_efficientnet_b5_ap74.60025.40091.9908.01030.394560.934bicubic-9.652-4.984+12
38swin_base_patch4_window7_22474.57025.43092.5607.44087.772240.900bicubic-10.682-5.002-14
39seresnet152d74.51025.49092.0807.92066.843201.000bicubic-9.852-4.960+6
40resnest200e74.48025.52091.8608.14070.203200.909bicubic-9.352-5.034+20
41dm_nfnet_f274.45025.55092.2307.770193.783520.920bicubic-10.540-4.914-9
42tf_efficientnetv2_s_in21ft1k74.45025.55092.5107.49021.463841.000bicubic-9.852-4.742+4
43dm_nfnet_f174.40025.60092.3507.650132.633200.910bicubic-10.204-4.718-3
44efficientnetv2_rw_s74.17025.83091.7108.29023.943841.000bicubic-9.638-5.014+18
45resnest269e74.17025.83091.9508.050110.934160.928bicubic-10.348-5.036-4
46cait_xs24_38474.16025.84091.9108.09026.673841.000bicubic-9.902-4.978+9
47pit_b_distilled_22474.16025.84091.6808.32074.792240.900bicubic-9.984-5.176+5
48swsl_resnext101_32x4d74.14025.86091.9908.01044.182240.875bilinear-9.090-4.770+26
49vit_base_patch16_38474.13025.87092.3607.64086.863841.000bicubic-10.080-4.858+1
50eca_nfnet_l174.06025.94092.1207.88041.413201.000bicubic-9.948-4.908+7
51vit_base_patch16_224_miil74.04025.96091.7008.30086.542240.875bilinear-10.228-5.102-3
52swsl_resnext101_32x16d74.02025.98092.1607.840194.032240.875bilinear-9.326-4.686+19
53tf_efficientnetv2_s74.00026.00091.5308.47021.463841.000bicubic-9.894-5.168+5
54resnetv2_152x4_bitm74.00026.00092.3407.660936.534801.000bilinear-10.932-5.096-17
55resnetrs42073.92026.08091.7608.240191.894161.000bicubic-11.088-5.364-24
56tf_efficientnet_b673.90026.10091.7508.25043.045280.942bicubic-10.210-5.136-3
57tf_efficientnet_b3_ns73.89026.11091.8708.13012.233000.904bicubic-10.158-5.040-1
58resnetrs27073.71026.29091.5808.420129.863521.000bicubic-10.724-5.390-15
59resnet200d73.68026.32091.5708.43064.693201.000bicubic-10.282-5.254-1
60ig_resnext101_32x8d73.65026.35092.1907.81088.792240.875bilinear-9.038-4.446+29
61resnetv2_152x2_bitm73.63026.37092.5907.410236.344801.000bilinear-10.810-4.856-19
62tf_efficientnet_b573.55026.45091.4608.54030.394560.934bicubic-10.262-5.288-1
63resnetv2_101x3_bitm73.53026.47092.5707.430387.934801.000bilinear-10.864-4.792-19
64resnet152d73.52026.48091.2308.77060.213201.000bicubic-10.160-5.508+2
65resnetrs20073.50026.50091.2508.75093.213201.000bicubic-10.566-5.624-11
66resnetrs35073.40026.60091.3108.690163.963841.000bicubic-11.320-5.678-27
67twins_svt_large73.39026.61090.9109.09099.272240.900bicubic-10.288-5.6840
68regnety_16073.36026.64091.6908.31083.592881.000bicubic-10.326-5.086-3
69efficientnet_b473.32026.68091.2808.72019.343841.000bicubic-10.108-5.3160
70vit_deit_base_distilled_patch16_22473.24026.76091.0009.00087.342240.900bicubic-10.148-5.4880
71resnetrs15273.20026.80091.2608.74086.623201.000bicubic-10.512-5.354-7
72cait_s24_22473.07026.93091.1308.87046.922241.000bicubic-10.382-5.434-4
73tf_efficientnet_b4_ap72.89027.11090.9809.02019.343800.922bicubic-10.358-5.4120
74dm_nfnet_f072.79027.21091.0408.96071.492560.900bicubic-10.552-5.520-2
75regnety_03272.77027.23090.9509.05019.442881.000bicubic-9.954-5.474+12
76pnasnet5large72.61027.39090.5109.49086.063310.911bicubic-10.172-5.530+8
77nfnet_l072.61027.39091.0108.99035.072881.000bicubic-10.150-5.488+10
78twins_pcpvt_large72.58027.42090.7009.30060.992240.900bicubic-10.560-5.898-2
79resnest101e72.57027.43090.8209.18048.282560.875bilinear-10.320-5.500+5
80swsl_resnext50_32x4d72.56027.44090.8709.13025.032240.875bilinear-9.622-5.360+25
81tresnet_xl_44872.55027.45090.3109.69078.444480.875bilinear-10.500-5.8640
82twins_svt_base72.55027.45090.4609.54056.072240.900bicubic-10.586-5.958-5
83vit_deit_base_patch16_38472.53027.47090.2509.75086.863841.000bicubic-10.576-6.122-5
84resnet101d72.41027.59090.6509.35044.573201.000bicubic-10.612-5.796-2
85tf_efficientnet_b472.29027.71090.5909.41019.343800.922bicubic-10.732-5.710-2
86tf_efficientnet_b2_ns72.28027.72091.0908.9109.112600.890bicubic-10.100-5.158+8
87tresnet_m72.27027.73090.2409.76031.392240.875bilinear-10.810-5.878-8
88vit_large_patch16_22472.25027.75090.9909.010304.332240.900bicubic-10.812-5.448-8
89nasnetalarge72.23027.77090.4709.53088.753310.911bicubic-10.390-5.576+1
90cait_xxs36_38472.19027.81090.8409.16017.373841.000bicubic-10.004-5.308+14
91resnetv2_50x3_bitm72.18027.82091.7908.210217.324801.000bilinear-11.604-5.316-28
92twins_pcpvt_base72.18027.82090.5109.49043.832240.900bicubic-10.528-5.836-4
93eca_nfnet_l071.85028.15091.1308.87024.142881.000bicubic-10.738-5.344-2
94swin_small_patch4_window7_22471.74028.26090.2409.76049.612240.900bicubic-11.472-6.082-19
95pit_b_22471.70028.30089.25010.75073.762240.900bicubic-10.746-6.460-2
96swsl_resnet5071.70028.30090.5009.50025.562240.875bilinear-9.466-5.472+41
97tresnet_xl71.66028.34089.63010.37078.442240.875bilinear-10.394-6.306+11
98convit_base71.60028.40090.1509.85086.542240.875bicubic-10.690-5.788+1
99tresnet_l_44871.60028.40090.0509.95055.994480.875bilinear-10.668-5.926+2
100ssl_resnext101_32x8d71.50028.50090.4609.54088.792240.875bilinear-10.116-5.578+20
101ecaresnet101d71.49028.51090.3309.67044.572240.875bicubic-10.682-5.716+5
102efficientnet_b371.48028.52090.0609.94012.233201.000bicubic-10.762-6.0540
103resnet51q71.43028.57090.1809.82035.702881.000bilinear-10.930-6.000-8
104ssl_resnext101_32x16d71.41028.59090.5609.440194.032240.875bilinear-10.434-5.536+8
105pit_s_distilled_22471.38028.62089.78010.22024.042240.900bicubic-10.616-6.018+5
106vit_base_patch16_22471.33028.67090.4609.54086.572240.900bicubic-10.456-5.662+8
107mixer_b16_224_miil71.30028.70089.65010.35059.882240.875bilinear-11.008-6.066-9
108ecaresnet50t71.28028.72090.4209.58025.573200.950bicubic-11.066-5.718-12
109vit_base_patch32_38471.18028.82090.6309.37088.303841.000bicubic-10.472-5.498+8
110vit_deit_base_patch16_22471.17028.83089.20010.80086.572240.900bicubic-10.828-6.534-1
111visformer_small71.01028.99089.46010.54040.222240.900bicubic-11.096-6.412-4
112tresnet_m_44870.99029.01088.68011.32031.394480.875bilinear-10.724-6.892+3
113wide_resnet50_270.95029.05089.23010.77068.882240.875bicubic-10.506-6.302+12
114resnest50d_4s2x40d70.95029.05089.71010.29030.422240.875bicubic-10.158-5.848+25
115tnt_s_patch16_22470.93029.07089.60010.40023.762240.900bicubic-10.588-6.148+7
116tf_efficientnet_b3_ap70.92029.08089.43010.57012.233000.904bicubic-10.902-6.194-3
117tf_efficientnet_b1_ns70.87029.13090.1209.8807.792400.882bicubic-10.518-5.618+11
118vit_large_patch32_38470.86029.14090.5709.430306.633841.000bicubic-10.646-5.522+6
119resnetrs10170.84029.16089.83010.17063.622880.940bicubic-11.448-6.178-19
120rexnet_20070.84029.16089.70010.30016.372240.875bicubic-10.792-5.968-1
121tresnet_l70.84029.16089.63010.37055.992240.875bilinear-10.650-5.994+4
122tf_efficientnetv2_b370.83029.17089.50010.50014.363000.904bicubic-11.140-6.282-11
123coat_lite_small70.80029.20089.57010.43019.842240.900bicubic-11.508-6.280-26
124levit_38470.75029.25089.30010.70039.132240.900bicubic-11.836-6.716-32
125resnetv2_101x1_bitm70.71029.29090.8009.20044.544801.000bilinear-11.502-5.672-22
126tf_efficientnet_b370.64029.36089.44010.56012.233000.904bicubic-10.996-6.278-8
127gluon_senet15470.60029.40088.92011.080115.092240.875bicubic-10.634-6.428+7
128cait_xxs24_38470.60029.40089.72010.28012.033841.000bicubic-10.366-5.926+17
129convit_small70.58029.42089.58010.42027.782240.875bicubic-10.846-6.164-2
130twins_pcpvt_small70.55029.45089.07010.93024.112240.900bicubic-10.538-6.572+10
131ssl_resnext101_32x4d70.53029.47089.76010.24044.182240.875bilinear-10.394-5.968+14
132vit_deit_small_distilled_patch16_22470.52029.48089.47010.53022.442240.900bicubic-10.680-5.908+4
133legacy_senet15470.50029.50089.01010.990115.092240.875bilinear-10.810-6.486-1
134twins_svt_small70.44029.56089.36010.64024.062240.900bicubic-11.242-6.310-18
135gluon_seresnext101_64x4d70.43029.57089.35010.65088.232240.875bicubic-10.464-5.958+12
136tf_efficientnet_lite470.43029.57089.11010.89013.013800.920bilinear-11.106-6.558-15
137resnest50d70.41029.59088.76011.24027.482240.875bilinear-10.564-6.618+6
138seresnext50_32x4d70.40029.60089.11010.89027.562240.875bicubic-10.866-6.510-5
139resnest50d_1s4x24d70.40029.60089.22010.78025.682240.875bicubic-10.588-6.102+4
140gernet_l70.35029.65088.98011.02031.082560.875bilinear-11.004-6.556-10
141gluon_resnet152_v1s70.29029.71088.85011.15060.322240.875bicubic-10.726-6.5620
142repvgg_b370.25029.75088.73011.270123.092240.875bilinear-10.242-6.530+15
143coat_mini70.22029.78089.44010.56010.342240.900bicubic-11.048-5.952-10
144ecaresnet101d_pruned70.13029.87089.59010.41024.882240.875bicubic-10.688-6.038+5
145efficientnet_el70.12029.88089.29010.71010.593000.904bicubic-11.196-6.236-14
146inception_resnet_v270.12029.88088.70011.30055.842990.897bicubic-10.338-6.606+15
147gluon_seresnext101_32x4d70.01029.99088.90011.10048.962240.875bicubic-10.894-6.394-1
148regnety_32070.00030.00088.89011.110145.052240.875bicubic-10.812-6.354+2
149levit_25669.97030.03089.25010.75018.892240.900bicubic-11.540-6.240-26
150gluon_resnet152_v1d69.96030.04088.49011.51060.212240.875bicubic-10.514-6.716+9
151pit_s_22469.89030.11088.93011.07023.462240.900bicubic-11.204-6.402-12
152ecaresnet50d69.84030.16089.40010.60025.582240.875bicubic-10.752-5.920+3
153ssl_resnext50_32x4d69.71030.29089.44010.56025.032240.875bilinear-10.608-5.966+12
154gluon_resnext101_64x4d69.68030.32088.27011.73083.462240.875bicubic-10.924-6.7180
155efficientnet_b3_pruned69.58030.42088.98011.0209.863000.904bicubic-11.278-6.262-7
156nf_resnet5069.58030.42088.73011.27025.562880.940bicubic-11.114-6.626-4
157gernet_m69.53030.47088.69011.31021.142240.875bilinear-11.202-6.494-6
158efficientnet_el_pruned69.52030.48088.93011.07010.593000.904bicubic-10.780-6.288+10
159ens_adv_inception_resnet_v269.52030.48088.51011.49055.842990.897bicubic-10.462-6.426+25
160repvgg_b3g469.52030.48088.45011.55083.832240.875bilinear-10.694-6.660+14
161efficientnet_b269.50030.50088.68011.3209.112881.000bicubic-11.112-6.638-8
162rexnet_15069.47030.53088.98011.0209.732240.875bicubic-10.840-6.186+4
163swin_tiny_patch4_window7_22469.45030.55089.02010.98028.292240.900bicubic-11.928-6.520-34
164regnetx_32069.44030.56088.27011.730107.812240.875bicubic-10.806-6.756+8
165inception_v469.36030.64088.78011.22042.682990.875bicubic-10.808-6.188+12
166legacy_seresnext101_32x4d69.36030.64088.07011.93048.962240.875bilinear-10.868-6.948+7
167ecaresnetlight69.34030.66089.22010.78030.162240.875bicubic-11.122-6.030-7
168resnet50d69.33030.67088.22011.78025.582240.875bicubic-11.200-6.940-12
169xception7169.32030.68088.26011.74042.342990.903bicubic-10.554-6.662+21
170gluon_xception6569.16030.84088.09011.91039.922990.903bicubic-10.556-6.770+31
171gluon_resnet152_v1c69.14030.86087.87012.13060.212240.875bicubic-10.770-6.970+16
172mixnet_xl69.10030.90088.31011.69011.902240.875bicubic-11.376-6.626-14
173tf_efficientnetv2_b269.09030.91088.22011.78010.102600.890bicubic-11.118-6.822+2
174gluon_resnet101_v1d69.01030.99088.10011.90044.572240.875bicubic-11.404-6.914-12
175repvgg_b2g469.00031.00088.36011.64061.762240.875bilinear-10.366-6.328+38
176seresnet5068.98031.02088.71011.29028.092240.875bicubic-11.294-6.360-6
177xception6568.98031.02088.48011.52039.922990.903bicubic-10.572-6.174+30
178gluon_resnext101_32x4d68.96031.04088.36011.64044.182240.875bicubic-11.374-6.566-14
179tf_efficientnet_b2_ap68.92031.08088.35011.6509.112600.890bicubic-11.380-6.678-10
180cspdarknet5368.89031.11088.60011.40027.642560.887bilinear-11.168-6.484+1
181regnety_12068.85031.15088.33011.67051.822240.875bicubic-11.516-6.796-18
182gluon_resnet152_v1b68.82031.18087.71012.29060.192240.875bicubic-10.866-7.026+20
183dpn13168.77031.23087.47012.53079.252240.875bicubic-11.052-7.240+12
184cspresnext5068.76031.24087.95012.05020.572240.875bilinear-11.280-6.994-2
185tf_efficientnet_b268.75031.25087.99012.0109.112600.890bicubic-11.336-6.918-5
186resnext50d_32x4d68.74031.26088.30011.70025.052240.875bicubic-10.936-6.566+17
187vit_deit_small_patch16_22468.72031.28088.20011.80022.052240.900bicubic-11.136-6.852+5
188gluon_resnet101_v1s68.71031.29087.91012.09044.672240.875bicubic-11.592-7.250-21
189regnety_08068.70031.30087.97012.03039.182240.875bicubic-11.176-6.8600
190dpn10768.69031.31088.13011.87086.922240.875bicubic-11.466-6.780-12
191gluon_seresnext50_32x4d68.67031.33088.31011.69027.562240.875bicubic-11.248-6.512-6
192hrnet_w6468.64031.36088.05011.950128.062240.875bilinear-10.834-6.602+18
193resnext50_32x4d68.64031.36087.57012.43025.032240.875bicubic-11.128-7.028+4
194dpn9868.59031.41087.68012.32061.572240.875bicubic-11.052-6.918+10
195regnetx_16068.53031.47088.45011.55054.282240.875bicubic-11.326-6.380-4
196cspresnet5068.46031.54088.01011.99021.622560.887bilinear-11.114-6.702+10
197rexnet_13068.45031.55088.04011.9607.562240.875bicubic-11.050-6.642+12
198tf_efficientnet_el68.42031.58088.21011.79010.593000.904bicubic-11.830-6.918-29
199regnety_06468.42031.58088.08011.92030.582240.875bicubic-11.302-6.6880
200ecaresnet50d_pruned68.42031.58088.37011.63019.942240.875bicubic-11.296-6.510+2
201ssl_resnet5068.41031.59088.56011.44025.562240.875bilinear-10.812-6.272+23
202cait_xxs36_22468.41031.59088.63011.37017.302241.000bicubic-11.340-6.236-3
203skresnext50_32x4d68.35031.65087.57012.43027.482240.875bicubic-11.806-7.072-24
204dla102x268.33031.67087.89012.11041.282240.875bilinear-11.118-6.750+8
205efficientnet_b2_pruned68.32031.68088.10011.9008.312600.890bicubic-11.596-6.756-19
206gluon_resnext50_32x4d68.31031.69087.30012.70025.032240.875bicubic-11.044-7.126+8
207ecaresnet26t68.23031.77088.79011.21016.013200.950bicubic-11.624-6.294-14
208tf_efficientnet_lite368.23031.77087.74012.2608.203000.904bilinear-11.590-7.174-12
209ese_vovnet39b68.21031.79088.25011.75024.572240.875bicubic-11.110-6.462+6
210regnetx_12068.15031.85087.66012.34046.112240.875bicubic-11.446-7.078-5
211resnetrs5068.03031.97087.71012.29035.692240.910bicubic-11.862-7.258-23
212pit_xs_distilled_22468.02031.98087.72012.28011.002240.900bicubic-11.286-6.644+8
213dpn9267.99032.01087.58012.42037.672240.875bicubic-12.018-7.256-30
214nf_regnet_b167.98032.02088.18011.82010.222880.900bicubic-11.326-6.568+5
215gluon_resnet50_v1d67.94032.06087.13012.87025.582240.875bicubic-11.134-7.340+18
216levit_19267.90032.10087.89012.11010.952240.900bicubic-11.942-6.896-22
217tf_efficientnetv2_b167.89032.11087.80012.2008.142400.882bicubic-11.572-6.922-6
218regnetx_08067.88032.12086.99013.01039.572240.875bicubic-11.314-7.570+12
219resnext101_32x8d67.86032.14087.49012.51088.792240.875bilinear-11.448-7.028-3
220efficientnet_em67.84032.16088.12011.8806.902400.882bicubic-11.412-6.674+4
221legacy_seresnext50_32x4d67.84032.16087.62012.38027.562240.875bilinear-11.238-6.816+11
222hrnet_w4867.77032.23087.42012.58077.472240.875bilinear-11.530-7.092-1
223hrnet_w4467.74032.26087.56012.44067.062240.875bilinear-11.156-6.808+16
224coat_lite_mini67.72032.28087.70012.30011.012240.900bicubic-11.368-6.904+7
225tf_efficientnet_b0_ns67.71032.29088.07011.9305.292240.875bicubic-10.948-6.306+24
226regnetx_06467.68032.32087.52012.48026.212240.875bicubic-11.392-6.938+8
227xception67.65032.35087.57012.43022.862990.897bicubic-11.402-6.822+8
228dpn68b67.63032.37087.66012.34012.612240.875bicubic-11.586-6.754-1
229dla16967.61032.39087.59012.41053.392240.875bilinear-11.078-6.746+18
230gluon_inception_v367.59032.41087.47012.53023.832990.875bicubic-11.216-6.900+12
231gluon_resnet101_v1c67.58032.42087.18012.82044.572240.875bicubic-11.954-7.398-23
232regnety_04067.58032.42087.51012.49020.652240.875bicubic-11.640-7.146-6
233res2net50_26w_8s67.57032.43087.28012.72048.402240.875bilinear-11.628-7.088-5
234hrnet_w4067.56032.44087.14012.86057.562240.875bilinear-11.360-7.330+4
235legacy_seresnet15267.52032.48087.39012.61066.822240.875bilinear-11.140-6.980+13
236resnetv2_50x1_bitm67.52032.48089.25010.75025.554801.000bilinear-12.652-6.376-60
237tf_efficientnet_b1_ap67.52032.48087.76012.2407.792400.882bicubic-11.760-6.546-14
238efficientnet_b167.47032.53087.51012.4907.792561.000bicubic-11.324-6.832+5
239gluon_resnet101_v1b67.46032.54087.24012.76044.552240.875bicubic-11.846-7.284-21
240tf_efficientnet_cc_b1_8e67.45032.55087.31012.69039.722400.882bicubic-11.858-7.060-23
241res2net101_26w_4s67.44032.56087.01012.99045.212240.875bilinear-11.758-7.422-12
242resnet5067.44032.56087.42012.58025.562240.875bicubic-11.598-6.970-6
243resnetblur5067.43032.57087.44012.56025.562240.875bicubic-11.856-7.198-21
244cait_xxs24_22467.33032.67087.51012.49011.962241.000bicubic-11.056-6.800+17
245regnetx_03267.29032.71087.00013.00015.302240.875bicubic-10.882-7.088+26
246coat_tiny67.25032.75087.34012.6605.502240.900bicubic-11.184-6.698+13
247xception4167.25032.75087.20012.80026.972990.903bicubic-11.266-7.078+4
248resnest26d67.20032.80087.17012.83017.072240.875bilinear-11.278-7.128+7
249repvgg_b267.16032.84087.33012.67089.022240.875bilinear-11.632-7.084-6
250legacy_seresnet10167.16032.84087.06012.94049.332240.875bilinear-11.222-7.204+13
251dla60x67.10032.90087.19012.81017.352240.875bilinear-11.146-6.828+15
252gluon_resnet50_v1s67.06032.94086.86013.14025.682240.875bicubic-11.650-7.378-6
253tv_resnet15267.05032.95087.55012.45060.192240.875bilinear-11.262-6.488+12
254dla60_res2net67.02032.98087.16012.84020.852240.875bilinear-11.444-7.046+2
255dla102x67.01032.99086.77013.23026.312240.875bilinear-11.500-7.458-3
256mixnet_l66.94033.06086.91013.0907.332240.875bicubic-12.036-7.272-19
257pit_xs_22466.92033.08087.28012.72010.622240.900bicubic-11.262-6.888+13
258res2net50_26w_6s66.91033.09086.86013.14037.052240.875bilinear-11.660-7.264-8
259repvgg_b166.90033.10086.78013.22057.422240.875bilinear-11.466-7.318+4
260efficientnet_es66.88033.12086.73013.2705.442240.875bicubic-11.186-7.196+15
261tf_efficientnet_b166.88033.12087.01012.9907.792400.882bicubic-11.946-7.188-20
262regnetx_04066.84033.16086.73013.27022.122240.875bicubic-11.642-7.514-8
263hrnet_w3066.78033.22086.80013.20037.712240.875bilinear-11.426-7.422+6
264tf_mixnet_l66.78033.22086.47013.5307.332240.875bicubic-11.994-7.528-19
265selecsls60b66.76033.24086.53013.47032.772240.875bicubic-11.652-7.644-5
266hrnet_w3266.75033.25087.30012.70041.232240.875bilinear-11.700-6.886-9
267wide_resnet101_266.73033.27087.03012.970126.892240.875bilinear-12.126-7.252-27
268tf_efficientnetv2_b066.70033.30086.71013.2907.142240.875bicubic-11.656-7.314-4
269adv_inception_v366.65033.35086.54013.46023.832990.875bicubic-10.932-7.196+24
270dla60_res2next66.64033.36087.03012.97017.032240.875bilinear-11.800-7.122-12
271gluon_resnet50_v1c66.56033.44086.18013.82025.582240.875bicubic-11.452-7.808+6
272levit_12866.55033.45086.75013.2509.212240.900bicubic-11.936-7.260-19
273dla10266.54033.46086.91013.09033.272240.875bilinear-11.492-7.036+3
274tf_inception_v366.41033.59086.66013.34023.832990.875bicubic-11.448-7.210+10
275hardcorenas_f66.37033.63086.20013.8008.202240.875bilinear-11.734-7.602-1
276efficientnet_b066.29033.71085.96014.0405.292240.875bicubic-11.408-7.572+11
277coat_lite_tiny66.29033.71086.98013.0205.722240.900bicubic-11.222-6.936+20
278legacy_seresnet5066.25033.75086.33013.67028.092240.875bilinear-11.380-7.418+11
279selecsls6066.21033.79086.34013.66030.672240.875bicubic-11.772-7.4880
280tf_efficientnet_em66.18033.82086.36013.6406.902400.882bicubic-11.950-7.684-7
281tv_resnext50_32x4d66.18033.82086.04013.96025.032240.875bilinear-11.440-7.656+9
282tf_efficientnet_cc_b0_8e66.17033.83086.24013.76024.012240.875bicubic-11.738-7.4140
283inception_v366.16033.84086.32013.68023.832990.875bicubic-11.278-7.156+15
284res2net50_26w_4s66.14033.86086.60013.40025.702240.875bilinear-11.824-7.254-4
285efficientnet_b1_pruned66.09033.91086.57013.4306.332400.882bicubic-12.146-7.264-17
286rexnet_10066.07033.93086.49013.5104.802240.875bicubic-11.788-6.926-1
287gluon_resnet50_v1b66.07033.93086.26013.74025.562240.875bicubic-11.510-7.456+8
288regnety_01666.06033.94086.38013.62011.202240.875bicubic-11.802-7.340-5
289res2net50_14w_8s66.02033.98086.25013.75025.062240.875bilinear-12.130-7.598-17
290seresnext26t_32x4d65.88034.12085.68014.32016.812240.875bicubic-12.106-8.066-12
291repvgg_b1g465.85034.15086.12013.88039.972240.875bilinear-11.744-7.706+1
292res2next5065.85034.15085.84014.16024.672240.875bilinear-12.396-8.052-25
293densenet16165.84034.16086.45013.55028.682240.875bicubic-11.518-7.188+8
294hardcorenas_e65.84034.16085.98014.0208.072240.875bilinear-11.954-7.714-7
295resnet34d65.78034.22086.72013.28021.822240.875bicubic-11.336-6.662+12
296mobilenetv3_large_100_miil65.76034.24085.20014.8005.482240.875bilinear-12.156-7.710-15
297skresnet3465.75034.25085.96014.04022.282240.875bicubic-11.162-7.362+18
298vit_small_patch16_22465.74034.26086.12013.88048.752240.900bicubic-12.118-7.520-13
299tv_resnet10165.69034.31085.98014.02044.552240.875bilinear-11.684-7.560+1
300hardcorenas_d65.63034.37085.46014.5407.502240.875bilinear-11.802-8.024-1
301selecsls42b65.61034.39085.81014.19032.462240.875bicubic-11.564-7.580+5
302tf_efficientnet_b0_ap65.49034.51085.58014.4205.292240.875bicubic-11.596-7.676+7
303seresnext26d_32x4d65.41034.59085.97014.03016.812240.875bicubic-12.192-7.638-12
304tf_efficientnet_lite265.38034.62085.99014.0106.092600.890bicubic-12.088-7.764-7
305res2net50_48w_2s65.35034.65085.96014.04025.292240.875bilinear-12.172-7.594-10
306densenet20165.29034.71085.69014.31020.012240.875bicubic-11.996-7.788-3
307densenetblur121d65.28034.72085.71014.2908.002240.875bicubic-11.308-7.482+16
308dla6065.20034.80085.76014.24022.042240.875bilinear-11.832-7.558+3
309ese_vovnet19b_dw65.19034.81085.47014.5306.542240.875bicubic-11.608-7.798+8
310tf_efficientnet_cc_b0_4e65.15034.85085.16014.84013.312240.875bicubic-12.156-8.174-8
311gernet_s65.12034.88085.51014.4908.172240.875bilinear-11.796-7.622+3
312legacy_seresnext26_32x4d65.05034.95085.66014.34016.792240.875bicubic-12.054-7.656-4
313mobilenetv2_120d65.03034.97085.96014.0405.832240.875bicubic-12.254-7.532-9
314hrnet_w1864.92035.08085.74014.26021.302240.875bilinear-11.838-7.704+4
315hardcorenas_c64.86035.14085.25014.7505.522240.875bilinear-12.194-7.908-5
316densenet16964.76035.24085.24014.76014.152240.875bicubic-11.146-7.786+17
317mixnet_m64.70035.30085.45014.5505.012240.875bicubic-12.560-7.974-12
318resnet26d64.68035.32085.12014.88016.012240.875bicubic-12.016-8.030+1
319levit_128s64.61035.39084.73015.2707.782240.900bicubic-11.920-8.136+6
320repvgg_a264.45035.55085.13014.87028.212240.875bilinear-12.010-7.874+7
321hardcorenas_b64.42035.58084.87015.1305.182240.875bilinear-12.118-7.884+3
322tf_efficientnet_lite164.38035.62085.47014.5305.422400.882bicubic-12.262-7.756-3
323regnetx_01664.38035.62085.47014.5309.192240.875bicubic-12.570-7.950-10
324tf_efficientnet_b064.31035.69085.28014.7205.292240.875bicubic-12.538-7.948-8
325tf_mixnet_m64.27035.73085.09014.9105.012240.875bicubic-12.672-8.062-12
326dpn6864.23035.77085.18014.82012.612240.875bicubic-12.088-7.798+2
327tf_efficientnet_es64.23035.77084.74015.2605.442240.875bicubic-12.364-8.462-5
328regnety_00864.16035.84085.27014.7306.262240.875bicubic-12.156-7.796+1
329mobilenetv2_14064.06035.94085.04014.9606.112240.875bicubic-12.456-7.956-3
330densenet12163.75036.25084.59015.4107.982240.875bicubic-11.828-8.062+7
331hardcorenas_a63.71036.29084.40015.6005.262240.875bilinear-12.206-8.114+1
332resnest14d63.59036.41084.25015.75010.612240.875bilinear-11.916-8.268+7
333tf_mixnet_s63.56036.44084.27015.7304.132240.875bicubic-12.090-8.358+2
334resnet2663.47036.53084.26015.74016.002240.875bicubic-11.822-8.310+8
335mixnet_s63.39036.61084.74015.2604.132240.875bicubic-12.602-8.056-4
336mobilenetv3_large_10063.36036.64084.09015.9105.482240.875bicubic-12.406-8.452-2
337efficientnet_es_pruned63.33036.67084.95015.0505.442240.875bicubic-11.670-7.498+13
338tv_resnet5063.33036.67084.64015.36025.562240.875bilinear-12.808-8.224-8
339mixer_b16_22463.28036.72083.31016.69059.882240.875bicubic-13.322-8.918-18
340efficientnet_lite063.24036.76084.44015.5604.652240.875bicubic-12.244-8.0700
341mobilenetv3_rw63.22036.78084.51015.4905.482240.875bicubic-12.414-8.198-5
342pit_ti_distilled_22463.15036.85083.96016.0405.102240.900bicubic-11.380-8.136+15
343semnasnet_10063.15036.85084.52015.4803.892240.875bicubic-12.298-8.084-2
344regnety_00663.11036.89084.25015.7506.062240.875bicubic-12.136-8.282-1
345tv_densenet12162.94037.06084.25015.7507.982240.875bicubic-11.798-7.900+8
346resnet3462.87037.13084.14015.86021.802240.875bilinear-12.240-8.144+1
347legacy_seresnet3462.85037.15084.21015.79021.962240.875bilinear-11.958-7.914+5
348mobilenetv2_110d62.83037.17084.50015.5004.522240.875bicubic-12.206-7.686+1
349vit_deit_tiny_distilled_patch16_22462.81037.19083.93016.0705.912240.900bicubic-11.700-7.960+9
350hrnet_w18_small_v262.80037.20083.98016.02015.602240.875bilinear-12.314-8.436-4
351swsl_resnet1862.76037.24084.30015.70011.692240.875bilinear-10.516-7.434+16
352repvgg_b062.72037.28083.86016.14015.822240.875bilinear-12.432-8.558-8
353gluon_resnet34_v1b62.57037.43083.99016.01021.802240.875bicubic-12.018-8.000+3
354tf_efficientnet_lite062.55037.45084.22015.7804.652240.875bicubic-12.280-7.956-3
355regnetx_00862.49037.51084.02015.9807.262240.875bicubic-12.548-8.316-7
356dla3462.48037.52083.91016.09015.742240.875bilinear-12.150-8.168-1
357tf_mobilenetv3_large_10062.46037.54083.97016.0305.482240.875bilinear-13.058-8.636-19
358fbnetc_10062.44037.56083.38016.6205.572240.875bilinear-12.684-9.006-13
359mnasnet_10061.90038.10083.71016.2904.382240.875bicubic-12.758-8.404-5
360regnety_00461.87038.13083.43016.5704.342240.875bicubic-12.164-8.322+1
361vgg19_bn61.86038.14083.45016.550143.682240.875bilinear-12.354-8.392-2
362convit_tiny61.59038.41084.12015.8805.712240.875bicubic-11.526-7.594+6
363ssl_resnet1861.48038.52083.30016.70011.692240.875bilinear-11.130-8.116+9
364regnetx_00661.35038.65083.45016.5506.202240.875bicubic-12.502-8.222-1
365spnasnet_10061.22038.78082.79017.2104.422240.875bilinear-12.864-9.028-5
366tv_resnet3461.19038.81082.71017.29021.802240.875bilinear-12.122-8.7160
367pit_ti_22460.98039.02083.86016.1404.852240.900bicubic-11.932-7.542+4
368skresnet1860.86039.14082.88017.12011.962240.875bicubic-12.178-8.288+1
369ghostnet_10060.83039.17082.36017.6405.182240.875bilinear-13.148-9.096-7
370vgg16_bn60.76039.24082.95017.050138.372240.875bilinear-12.590-8.556-5
371tf_mobilenetv3_large_07560.40039.60081.95018.0503.992240.875bilinear-13.038-9.400-7
372mobilenetv2_10060.19039.81082.24017.7603.502240.875bicubic-12.780-8.776-2
373resnet18d60.16039.84082.30017.70011.712240.875bicubic-12.100-8.396+3
374vit_deit_tiny_patch16_22459.83040.17082.67017.3305.722240.900bicubic-12.338-8.448+4
375legacy_seresnet1859.80040.20081.69018.31011.782240.875bicubic-11.942-8.644+5
376vgg1959.71040.29081.45018.550143.672240.875bilinear-12.658-9.422-2
377regnetx_00459.41040.59081.69018.3105.162240.875bicubic-12.986-9.140-4
378tf_mobilenetv3_large_minimal_10059.07040.93081.15018.8503.922240.875bilinear-13.178-9.480-1
379vgg13_bn59.00041.00081.07018.930133.052240.875bilinear-12.594-9.306+2
380hrnet_w18_small58.95041.05081.34018.66013.192240.875bilinear-13.394-9.338-5
381vgg1658.83041.17081.66018.340138.362240.875bilinear-12.764-8.722+1
382gluon_resnet18_v1b58.34041.66080.97019.03011.692240.875bicubic-12.496-8.792+1
383vgg11_bn57.41042.59080.02019.980132.872240.875bilinear-12.950-9.782+1
384resnet1857.17042.83080.20019.80011.692240.875bilinear-12.578-8.878+3
385vgg1357.15042.85079.54020.460133.052240.875bilinear-12.776-9.706+1
386regnety_00257.00043.00079.84020.1603.162240.875bicubic-13.252-9.700-1
387mixer_l16_22456.69043.31075.99024.010208.202240.875bicubic-15.368-11.678-8
388regnetx_00256.05043.95079.21020.7902.682240.875bicubic-12.712-9.346+1
389dla60x_c56.00044.00078.93021.0701.322240.875bilinear-11.892-9.496+2
390vgg1155.80044.20078.83021.170132.862240.875bilinear-13.224-9.798-2
391tf_mobilenetv3_small_10054.53045.47077.06022.9402.542240.875bilinear-13.392-10.604-1
392dla46x_c53.05046.95076.87023.1301.072240.875bilinear-12.920-10.1100
393tf_mobilenetv3_small_07552.16047.84075.47024.5302.042240.875bilinear-13.556-10.6600
394dla46_c52.13047.87075.69024.3101.302240.875bilinear-12.734-10.6020
395tf_mobilenetv3_small_minimal_10049.50050.50073.05026.9502.042240.875bilinear-13.406-11.1800