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

47 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2tf_efficientnet_l2_ns_47580.46019.54095.7304.270480.314750.936bicubic-7.772-2.816+3
3tf_efficientnet_l2_ns80.25019.75095.8404.160480.318000.960bicubic-8.098-2.808+1
4beit_large_patch16_51279.94020.06095.3504.650305.675121.000bicubic-8.662-3.306-2
5beit_large_patch16_38479.50020.50095.1704.830305.003841.000bicubic-8.904-3.438-2
6beit_large_patch16_22478.81021.19094.6005.400304.432240.900bicubic-8.668-3.706+1
7tf_efficientnet_b7_ns78.51021.49094.3805.62066.356000.949bicubic-8.330-3.714+5
8vit_large_patch16_38477.94022.06094.4405.560304.723841.000bicubic-9.140-3.862+2
9convnext_large_384_in22ft1k77.74022.26094.0805.920197.773841.000bicubic-9.658-4.286-1
10convnext_xlarge_384_in22ft1k77.70022.30094.2005.800350.203841.000bicubic-9.844-4.290-4
11tf_efficientnet_b6_ns77.28022.72093.9006.10043.045280.942bicubic-9.170-3.982+6
12vit_large_r50_s32_38477.07022.93093.7206.280329.093841.000bicubic-9.112-4.198+10
13swin_large_patch4_window12_38477.04022.96093.7506.250196.743841.000bicubic-10.108-4.490-4
14tf_efficientnetv2_xl_in21ft1k77.04022.96093.2706.730208.125121.000bicubic-9.378-4.596+5
15tf_efficientnetv2_l_in21ft1k76.94023.06093.9606.040118.524801.000bicubic-9.364-4.018+6
16beit_base_patch16_38476.90023.10093.9106.09086.743841.000bicubic-9.898-4.226-3
17ig_resnext101_32x48d76.88023.12093.3106.690828.412240.875bilinear-8.556-4.266+23
18cait_m48_44876.86023.14093.3706.630356.464481.000bicubic-9.624-4.382-2
19ig_resnext101_32x32d76.82023.18093.2106.790468.532240.875bilinear-8.282-4.224+31
20tf_efficientnet_b5_ns76.81023.19093.5806.42030.394560.934bicubic-9.280-4.170+4
21convnext_xlarge_in22ft1k76.75023.25093.5406.460350.202240.875bicubic-10.258-4.668-10
22xcit_large_24_p8_384_dist76.62023.38093.0906.910188.933841.000bicubic-9.380-4.594+5
23convnext_base_384_in22ft1k76.57023.43093.7506.25088.593841.000bicubic-9.996-4.448-8
24vit_base_patch16_38476.48023.52093.7606.24086.863841.000bicubic-9.526-4.242+2
25convnext_large_in22ft1k76.41023.59093.4806.520197.772240.875bicubic-10.216-4.552-11
26cait_m36_38476.32023.68093.0606.940271.223841.000bicubic-9.732-4.670-1
27vit_large_patch16_22476.30023.70093.6006.400304.332240.900bicubic-9.544-4.224+1
28swin_base_patch4_window12_38476.28023.72093.3206.68087.903841.000bicubic-10.152-4.736-10
29tf_efficientnetv2_l76.28023.72092.9707.030118.524801.000bicubic-9.210-4.402+9
30swin_large_patch4_window7_22476.27023.73093.4106.590196.532240.900bicubic-10.048-4.482-10
31cait_s36_38476.22023.78092.9707.03068.373841.000bicubic-9.242-4.510+8
32xcit_medium_24_p8_384_dist76.14023.86092.9707.03084.323841.000bicubic-9.674-4.622-2
33dm_nfnet_f676.13023.87093.1106.890438.365760.956bicubic-10.014-4.620-10
34tf_efficientnet_b7_ap76.09023.91092.9707.03066.356000.949bicubic-9.030-4.282+15
35tf_efficientnet_b8_ap76.09023.91092.7307.27087.416720.954bicubic-9.280-4.562+9
36vit_base_patch8_22476.01023.99093.3706.63086.582240.900bicubic-9.782-4.422-4
37xcit_large_24_p8_224_dist75.99024.01092.7307.270188.932241.000bicubic-9.408-4.680+6
38tf_efficientnetv2_m_in21ft1k75.91024.09093.2906.71054.144801.000bicubic-9.682-4.456-3
39dm_nfnet_f475.85024.15092.9707.030316.075120.951bicubic-9.864-4.552-5
40xcit_large_24_p16_384_dist75.83024.17092.7507.250189.103841.000bicubic-9.926-4.788-7
41xcit_small_24_p8_384_dist75.77024.23092.9707.03047.633841.000bicubic-9.782-4.602-5
42ig_resnext101_32x16d75.74024.26092.8807.120194.032240.875bilinear-8.432-4.318+46
43tf_efficientnet_b4_ns75.68024.32093.0506.95019.343800.922bicubic-9.482-4.420+5
44vit_base_r50_s16_38475.59024.41092.7807.22098.953841.000bicubic-9.382-4.510+16
45deit_base_distilled_patch16_38475.55024.45092.5007.50087.633841.000bicubic-9.872-4.832-4
46convnext_base_in22ft1k75.53024.47093.1506.85088.592240.875bicubic-10.266-4.716-15
47tf_efficientnetv2_m75.52024.48092.6207.38054.144801.000bicubic-9.516-4.658+9
48regnetz_e875.49024.51092.7107.29057.703201.000bicubic-9.540-4.554+9
49cait_s24_38475.48024.52092.5907.41047.063841.000bicubic-9.568-4.758+6
50xcit_medium_24_p8_224_dist75.47024.53092.9007.10084.322241.000bicubic-9.598-4.378+3
51swsl_resnext101_32x8d75.42024.58092.7507.25088.792240.875bilinear-8.870-4.430+31
52tf_efficientnet_b6_ap75.38024.62092.4407.56043.045280.942bicubic-9.408-4.698+14
53beit_base_patch16_22475.36024.64093.0406.96086.532240.900bicubic-9.868-4.616-6
54dm_nfnet_f375.21024.79092.9407.060254.924160.940bicubic-10.314-4.522-17
55efficientnetv2_rw_m75.16024.84092.5707.43053.244161.000bicubic-9.650-4.576+10
56ecaresnet269d75.13024.87092.8407.160102.093521.000bicubic-9.846-4.386+3
57xcit_medium_24_p16_384_dist75.10024.90092.4507.55084.403841.000bicubic-10.320-4.956-15
58dm_nfnet_f575.00025.00092.6007.400377.215440.954bicubic-10.814-4.886-29
59xcit_small_24_p8_224_dist74.97025.03092.3007.70047.632241.000bicubic-9.904-4.888+5
60tf_efficientnet_b874.92025.08092.3207.68087.416720.954bicubic-10.446-5.072-15
61xcit_small_12_p8_384_dist74.86025.14092.4607.54026.213841.000bicubic-10.222-4.820-9
62eca_nfnet_l274.83025.17092.6507.35056.723841.000bicubic-9.866-4.614+7
63tf_efficientnet_b774.72025.28092.2207.78066.356000.949bicubic-10.214-4.986-2
64xcit_large_24_p16_224_dist74.67025.33091.8608.140189.102241.000bicubic-10.248-5.272-2
65dm_nfnet_f274.62025.38092.2507.750193.783520.920bicubic-10.444-4.990-11
66xcit_small_24_p16_384_dist74.60025.40092.4507.55047.673841.000bicubic-10.494-4.860-15
67tf_efficientnet_b5_ap74.59025.41091.9908.01030.394560.934bicubic-9.666-4.988+18
68dm_nfnet_f174.57025.43092.2607.740132.633200.910bicubic-10.054-4.838+2
69swin_base_patch4_window7_22474.55025.45092.5607.44087.772240.900bicubic-10.700-5.000-23
70seresnet152d74.51025.49092.0807.92066.843201.000bicubic-9.848-4.962+9
71resnest200e74.48025.52091.8608.14070.203200.909bicubic-9.350-5.034+34
72tf_efficientnetv2_s_in21ft1k74.46025.54092.5007.50021.463841.000bicubic-9.838-4.754+8
73efficientnetv2_rw_s74.18025.82091.7108.29023.943841.000bicubic-9.630-5.012+35
74resnest269e74.18025.82091.9308.070110.934160.928bicubic-10.336-5.056-2
75cait_xs24_38474.17025.83091.9108.09026.673841.000bicubic-9.892-4.978+17
76pit_b_distilled_22474.16025.84091.6708.33074.792240.900bicubic-9.982-5.186+13
77swsl_resnext101_32x4d74.14025.86092.0008.00044.182240.875bilinear-9.096-4.764+50
78eca_nfnet_l174.12025.88092.0707.93041.413201.000bicubic-9.892-4.958+20
79xcit_small_12_p16_384_dist74.12025.88092.0707.93026.253841.000bicubic-10.586-5.048-11
80vit_large_r50_s32_22474.11025.89092.3807.620328.992240.900bicubic-10.320-4.786-4
81convnext_large74.07025.93091.5508.450197.772240.875bicubic-10.226-5.3440
82xcit_large_24_p8_22474.07025.93090.8909.110188.932241.000bicubic-10.322-5.768-4
83vit_base_patch16_224_miil74.05025.95091.7008.30086.542240.875bilinear-10.220-5.102+1
84resnetv2_152x4_bitm74.01025.99092.3307.670936.534801.000bilinear-10.906-5.112-21
85vit_base_patch16_22474.01025.99092.4707.53086.572240.900bicubic-10.516-4.828-14
86tf_efficientnetv2_s74.00026.00091.5308.47021.463841.000bicubic-9.886-5.166+14
87swsl_resnext101_32x16d73.98026.02092.1807.820194.032240.875bilinear-9.376-4.662+35
88regnetz_d3273.97026.03091.9508.05027.583200.950bicubic-10.052-4.916+8
89crossvit_18_dagger_40873.96026.04091.4108.59044.614081.000bicubic-10.232-5.408-2
90xcit_small_12_p8_224_dist73.93026.07091.7208.28026.212241.000bicubic-10.302-5.152-4
91resnetrs42073.92026.08091.7608.240191.894161.000bicubic-11.090-5.364-33
92resnetv2_152x2_bitm73.92026.08092.6707.330236.344481.000bilinear-10.588-4.764-19
93resmlp_big_24_224_in22ft1k73.90026.10091.7508.250129.142240.875bicubic-10.494-5.370-16
94tf_efficientnet_b673.90026.10091.7508.25043.045280.942bicubic-10.208-5.136-4
95tf_efficientnet_b3_ns73.89026.11091.8708.13012.233000.904bicubic-10.158-5.038-1
96convnext_base73.87026.13091.3108.69088.592240.875bicubic-9.946-5.458+10
97vit_small_r26_s32_38473.79026.21092.3007.70036.473841.000bicubic-10.256-5.030-2
98regnetz_d873.76026.24092.0207.98023.373201.000bicubic-10.292-4.974-5
99resnetrs27073.69026.31091.5708.430129.863521.000bicubic-10.744-5.402-24
100resnetv2_101x3_bitm73.69026.31092.4707.530387.934481.000bilinear-10.752-4.912-26
101resnet200d73.68026.32091.5708.43064.693201.000bicubic-10.282-5.254-2
102ig_resnext101_32x8d73.66026.34092.1607.84088.792240.875bilinear-9.038-4.472+45
103xcit_medium_24_p16_224_dist73.65026.35091.5808.42084.402241.000bicubic-10.630-5.360-20
104tf_efficientnet_b573.56026.44091.4608.54030.394560.934bicubic-10.252-5.288+3
105resnet152d73.53026.47091.2308.77060.213201.000bicubic-10.144-5.508+10
106resnetrs20073.49026.51091.2608.74093.213201.000bicubic-10.576-5.614-15
107resnetrs35073.41026.59091.3108.690163.963841.000bicubic-11.310-5.678-40
108xcit_tiny_24_p8_384_dist73.40026.60091.5708.43012.113841.000bicubic-10.348-5.140+2
109twins_svt_large73.38026.62090.9109.09099.272240.900bicubic-10.300-5.684+5
110regnety_16073.37026.63091.7008.30083.592881.000bicubic-10.316-5.076+3
111efficientnet_b473.32026.68091.2808.72019.343841.000bicubic-10.104-5.316+8
112resmlp_big_24_distilled_22473.29026.71091.1708.830129.142240.875bicubic-10.298-5.478+4
113xcit_small_24_p16_224_dist73.29026.71091.4408.56047.672241.000bicubic-10.572-5.284-12
114vit_small_patch16_38473.28026.72092.0008.00022.203841.000bicubic-10.526-5.100-5
115deit_base_distilled_patch16_22473.24026.76091.0009.00087.342240.900bicubic-10.150-5.486+5
116resnetrs15273.20026.80091.2708.73086.623201.000bicubic-10.512-5.344-4
117xcit_medium_24_p8_22473.15026.85090.2809.72084.322241.000bicubic-10.586-6.114-6
118jx_nest_base73.12026.88091.0608.94067.722240.875bicubic-10.434-5.304-1
119vit_base_patch32_38473.12026.88091.2408.76088.303841.000bicubic-10.228-5.174+5
120cait_s24_22473.07026.93091.1208.88046.922241.000bicubic-10.388-5.444-2
121xcit_small_24_p8_22473.07026.93091.1508.85047.632241.000bicubic-10.772-5.486-18
122crossvit_15_dagger_40872.97027.03091.0908.91028.504081.000bicubic-10.862-5.694-18
123resnetv2_152x2_bit_teacher_38472.90027.10091.5508.450236.343841.000bicubic-10.944-5.568-21
124tf_efficientnet_b4_ap72.88027.12090.9809.02019.343800.922bicubic-10.372-5.414+2
125dm_nfnet_f072.87027.13091.0808.92071.492560.900bicubic-10.516-5.494-4
126regnety_03272.77027.23090.9509.05019.442881.000bicubic-9.956-5.474+19
127nfnet_l072.61027.39091.0009.00035.072881.000bicubic-10.142-5.518+17
128pnasnet5large72.61027.39090.5009.50086.063310.911bicubic-10.178-5.540+15
129xcit_small_12_p8_22472.61027.39090.6709.33026.212241.000bicubic-10.734-5.810-4
130resnest101e72.58027.42090.8209.18048.282560.875bilinear-10.308-5.500+9
131twins_pcpvt_large72.58027.42090.7009.30060.992240.900bicubic-10.556-5.902-2
132swsl_resnext50_32x4d72.56027.44090.8509.15025.032240.875bilinear-9.614-5.382+44
133tresnet_xl_44872.55027.45090.3109.69078.444480.875bilinear-10.504-5.862+2
134twins_svt_base72.55027.45090.4609.54056.072240.900bicubic-10.586-5.960-4
135deit_base_patch16_38472.54027.46090.2709.73086.863841.000bicubic-10.566-6.100-2
136gc_efficientnetv2_rw_t72.53027.47090.8209.18013.682881.000bicubic-9.936-5.476+22
137resnetv2_50x3_bitm72.51027.49091.7608.240217.324481.000bilinear-11.504-5.364-40
138xcit_small_12_p16_224_dist72.50027.50091.1208.88026.252241.000bicubic-10.848-5.716-15
139xcit_tiny_24_p8_224_dist72.44027.56090.9209.08012.112241.000bicubic-10.122-5.248+15
140resnet101d72.41027.59090.6409.36044.573201.000bicubic-10.612-5.806-3
141jx_nest_small72.36027.64090.7009.30038.352240.875bicubic-10.760-5.628-9
142convnext_small72.31027.69090.8309.17050.222240.875bicubic-10.816-5.594-11
143regnetz_c1672.31027.69090.8209.18013.463200.940bicubic-10.208-5.540+14
144tf_efficientnet_b2_ns72.29027.71091.0908.9109.112600.890bicubic-10.090-5.158+18
145tf_efficientnet_b472.29027.71090.5909.41019.343800.922bicubic-10.734-5.710-9
146tresnet_m72.27027.73090.2309.77031.392240.875bilinear-10.802-5.888-12
147resnetv2_50x1_bit_distilled72.26027.74091.0009.00025.552240.875bicubic-10.568-5.526-6
148crossvit_18_24072.25027.75090.2709.73043.272400.875bicubic-10.150-5.784+12
149efficientnetv2_rw_t72.24027.76090.4209.58013.652881.000bicubic-10.104-5.776+16
150nasnetalarge72.23027.77090.4609.54088.753310.911bicubic-10.396-5.586-1
151twins_pcpvt_base72.20027.80090.5009.50043.832240.900bicubic-10.504-5.848-5
152cait_xxs36_38472.19027.81090.8409.16017.373841.000bicubic-10.002-5.306+23
153crossvit_18_dagger_24072.13027.87090.0709.93044.272400.875bicubic-10.390-6.002+3
154xcit_tiny_24_p16_384_dist72.08027.92090.5809.42012.123841.000bicubic-10.490-5.704-1
155resnet15272.06027.94090.3209.68060.192240.950bicubic-10.764-5.814-13
156eca_nfnet_l071.85028.15091.1108.89024.142881.000bicubic-10.728-5.382-4
157swin_small_patch4_window7_22471.76028.24090.2409.76049.612240.900bicubic-11.454-6.084-29
158pit_b_22471.71028.29089.25010.75073.762240.900bicubic-10.734-6.462+1
159xcit_large_24_p16_22471.71028.29089.17010.830189.102241.000bicubic-11.182-6.708-21
160swsl_resnet5071.70028.30090.4809.52025.562240.875bilinear-9.470-5.498+61
161resnet61q71.68028.32090.2809.72036.852881.000bicubic-10.846-5.854-6
162tresnet_xl71.66028.34089.63010.37078.442240.875bilinear-10.398-6.306+19
163convit_base71.61028.39090.1609.84086.542240.875bicubic-10.684-5.774+7
164tresnet_l_44871.59028.41090.0609.94055.994480.875bilinear-10.680-5.918+8
165xcit_tiny_12_p8_384_dist71.58028.42090.7109.2906.713841.000bicubic-10.812-5.512-4
166crossvit_15_dagger_24071.51028.49089.86010.14028.212400.875bicubic-10.816-6.098+1
167ssl_resnext101_32x8d71.51028.49090.4709.53088.792240.875bilinear-10.098-5.572+31
168fbnetv3_g71.49028.51090.3709.63016.622880.950bilinear-10.556-5.694+14
169efficientnet_b371.48028.52090.0609.94012.233201.000bicubic-10.762-6.054+4
170ecaresnet101d71.47028.53090.3209.68044.572240.875bicubic-10.702-5.728+7
171resnet51q71.42028.58090.1809.82035.702881.000bilinear-10.942-6.000-8
172ssl_resnext101_32x16d71.42028.58090.5209.480194.032240.875bilinear-10.434-5.574+19
173pit_s_distilled_22471.36028.64089.78010.22024.042240.900bicubic-10.636-6.016+11
174xcit_tiny_24_p8_22471.35028.65090.2409.76012.112241.000bicubic-10.542-5.738+15
175mixer_b16_224_miil71.31028.69089.66010.34059.882240.875bilinear-10.994-6.056-6
176resnetv2_152x2_bit_teacher71.29028.71090.4309.570236.342240.875bicubic-11.582-6.140-36
177resnetv2_10171.27028.73089.91010.09044.542240.950bicubic-10.772-5.952+6
178ecaresnet50t71.26028.74090.4209.58025.573200.950bicubic-11.088-5.718-14
179convmixer_1536_2071.23028.77089.44010.56051.632240.960bicubic-10.136-6.174+33
180xcit_small_12_p16_22471.20028.80089.75010.25026.252241.000bicubic-10.776-6.068+6
181crossvit_base_24071.18028.82089.84010.160105.032400.875bicubic-11.034-5.992-7
182deit_base_patch16_22471.18028.82089.19010.81086.572240.900bicubic-10.814-6.544+3
183halo2botnet50ts_25671.10028.90089.63010.37022.642560.950bicubic-10.962-6.012-3
184xcit_tiny_12_p8_224_dist71.04028.96089.88010.1206.712241.000bicubic-10.168-5.722+35
185xcit_medium_24_p16_22471.03028.97089.52010.48084.402241.000bicubic-11.608-6.456-37
186xcit_small_24_p16_22471.02028.98089.70010.30047.672241.000bicubic-11.562-6.304-35
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193wide_resnet50_270.94029.06089.23010.77068.882240.875bicubic-10.512-6.300+13
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197resnet10170.87029.13089.52010.48044.552240.950bicubic-11.062-6.246-9
198jx_nest_tiny70.86029.14089.94010.06017.062240.875bicubic-10.562-5.676+10
199resnetrs10170.86029.14089.83010.17063.622880.940bicubic-11.428-6.178-28
200rexnet_20070.85029.15089.70010.30016.372240.875bicubic-10.778-5.968-3
201tf_efficientnet_b1_ns70.85029.15090.1209.8807.792400.882bicubic-10.536-5.616+9
202vit_large_patch32_38470.85029.15090.5709.430306.633841.000bicubic-10.660-5.524+1
203tf_efficientnetv2_b370.84029.16089.51010.49014.363000.904bicubic-11.128-6.270-16
204tresnet_l70.84029.16089.63010.37055.992240.875bilinear-10.650-5.994+1
205coat_lite_small70.77029.23089.57010.43019.842240.900bicubic-11.540-6.278-37
206levit_38470.75029.25089.30010.70039.132240.900bicubic-11.838-6.722-56
207tf_efficientnet_b370.64029.36089.44010.56012.233000.904bicubic-10.996-6.278-11
208gluon_senet15470.62029.38088.92011.080115.092240.875bicubic-10.612-6.428+9
209crossvit_small_24070.62029.38089.36010.64026.862400.875bicubic-10.402-6.098+23
210cait_xxs24_38470.61029.39089.72010.28012.033841.000bicubic-10.354-5.926+26
211convit_small70.59029.41089.58010.42027.782240.875bicubic-10.834-6.162-4
212twins_pcpvt_small70.56029.44089.08010.92024.112240.900bicubic-10.528-6.560+16
213ssl_resnext101_32x4d70.53029.47089.78010.22044.182240.875bilinear-10.396-5.944+26
214deit_small_distilled_patch16_22470.52029.48089.48010.52022.442240.900bicubic-10.684-5.898+6
215legacy_senet15470.51029.49089.01010.990115.092240.875bilinear-10.800-6.480-1
216vit_small_r26_s32_22470.51029.49090.1109.89036.432240.900bicubic-11.346-5.910-26
217halonet50ts70.48029.52089.33010.67022.732560.940bicubic-11.178-6.280-22
218regnetz_b1670.45029.55089.53010.4709.722880.940bicubic-10.266-5.948+30
219twins_svt_small70.44029.56089.36010.64024.062240.900bicubic-11.244-6.312-25
220crossvit_15_24070.43029.57089.54010.46027.532400.875bicubic-11.114-6.148-20
221gluon_seresnext101_64x4d70.43029.57089.36010.64088.232240.875bicubic-10.448-5.938+20
222resnest50d70.43029.57088.76011.24027.482240.875bilinear-10.548-6.618+12
223tf_efficientnet_lite470.43029.57089.10010.90013.013800.920bilinear-11.106-6.568-22
224resnest50d_1s4x24d70.40029.60089.23010.77025.682240.875bicubic-10.586-6.090+9
225seresnext50_32x4d70.40029.60089.11010.89027.562240.875bicubic-10.858-6.518-8
226gernet_l70.37029.63088.98011.02031.082560.875bilinear-10.976-6.552-13
227gluon_resnet152_v1s70.29029.71088.85011.15060.322240.875bicubic-10.732-6.564+5
228repvgg_b370.25029.75088.74011.260123.092240.875bilinear-10.246-6.524+27
229coat_mini70.21029.79089.44010.56010.342240.900bicubic-11.054-5.954-13
230sebotnet33ts_25670.15029.85088.80011.20013.702560.940bicubic-11.004-6.368-7
231efficientnet_el70.13029.87089.29010.71010.593000.904bicubic-11.176-6.236-16
232inception_resnet_v270.13029.87088.70011.30055.842990.897bicubic-10.330-6.608+28
233ecaresnet101d_pruned70.11029.89089.59010.41024.882240.875bicubic-10.706-6.044+10
234resmlp_36_distilled_22470.10029.90089.10010.90044.692240.875bicubic-11.054-6.388-12
235haloregnetz_b70.09029.91088.86011.14011.682240.940bicubic-10.962-6.334-6
236gluon_seresnext101_32x4d70.04029.96088.92011.08048.962240.875bicubic-10.866-6.376+4
237sehalonet33ts70.02029.98088.70011.30013.692560.940bicubic-10.946-6.572-2
238regnety_32069.99030.01088.89011.110145.052240.875bicubic-10.818-6.354+6
239levit_25669.97030.03089.24010.76018.892240.900bicubic-11.536-6.252-35
240gluon_resnet152_v1d69.96030.04088.49011.51060.212240.875bicubic-10.516-6.718+17
241pit_s_22469.90030.10088.93011.07023.462240.900bicubic-11.198-6.400-14
242ecaresnet50d69.84030.16089.39010.61025.582240.875bicubic-10.762-5.930+10
243ssl_resnext50_32x4d69.72030.28089.44010.56025.032240.875bilinear-10.596-5.970+26
244gluon_resnext101_64x4d69.71030.29088.27011.73083.462240.875bicubic-10.894-6.722+7
245xcit_tiny_24_p16_224_dist69.71030.29088.72011.28012.122241.000bicubic-10.738-6.496+16
246xcit_tiny_12_p16_384_dist69.69030.31089.02010.9806.723841.000bicubic-11.254-6.390-9
247lambda_resnet50ts69.68030.32088.82011.18021.542560.950bicubic-11.470-6.284-23
248resmlp_24_distilled_22469.68030.32089.05010.95030.022240.875bicubic-11.084-6.174-3
249resnext50_32x4d69.67030.33088.65011.35025.032240.950bicubic-11.434-6.676-23
250efficientnet_b3_pruned69.58030.42088.98011.0209.863000.904bicubic-11.276-6.264-8
251gernet_m69.56030.44088.70011.30021.142240.875bilinear-11.186-6.484-5
252nf_resnet5069.54030.46088.73011.27025.562880.940bicubic-11.114-6.604-4
253gcresnext50ts69.54030.46088.85011.15015.672560.900bicubic-11.038-6.320+1
254repvgg_b3g469.52030.48088.45011.55083.832240.875bilinear-10.692-6.656+25
255efficientnet_el_pruned69.51030.49088.92011.08010.593000.904bicubic-10.792-6.298+16
256ens_adv_inception_resnet_v269.51030.49088.51011.49055.842990.897bicubic-10.470-6.428+36
257efficientnet_b269.50030.50088.67011.3309.112881.000bicubic-11.112-6.644-7
258gcresnet50t69.49030.51089.06010.94025.902560.900bicubic-11.448-6.392-20
259rexnet_15069.47030.53088.98011.0209.732240.875bicubic-10.840-6.186+11
260regnetx_32069.44030.56088.27011.730107.812240.875bicubic-10.800-6.752+17
261swin_tiny_patch4_window7_22469.43030.57089.02010.98028.292240.900bicubic-11.944-6.522-50
262vit_base_patch32_22469.41030.59089.43010.57088.222240.900bicubic-11.312-6.136-15
263convmixer_768_3269.40030.60088.87011.13021.112240.960bicubic-10.764-6.202+20
264legacy_seresnext101_32x4d69.38030.62088.06011.94048.962240.875bilinear-10.848-6.954+14
265inception_v469.36030.64088.78011.22042.682990.875bicubic-10.810-6.190+17
266ecaresnetlight69.35030.65089.23010.77030.162240.875bicubic-11.112-6.022-7
267resnet50d69.34030.66088.22011.78025.582240.875bicubic-11.186-6.942-13
268xception7169.32030.68088.27011.73042.342990.903bicubic-10.552-6.652+30
269vit_small_patch32_38469.29030.71089.82010.18022.923841.000bicubic-11.194-5.778-13
270gluon_xception6569.16030.84088.08011.92039.922990.903bicubic-10.556-6.780+38
271gluon_resnet152_v1c69.14030.86087.86012.14060.212240.875bicubic-10.772-6.988+24
272mixnet_xl69.12030.88088.31011.69011.902240.875bicubic-11.356-6.624-14
273seresnet33ts69.11030.89088.49011.51019.782560.900bicubic-11.246-6.618-7
274tf_efficientnetv2_b269.08030.92088.22011.78010.102600.890bicubic-11.126-6.822+6
275resnetv2_5069.06030.94088.44011.56025.552240.950bicubic-11.360-6.634-13
276gluon_resnet101_v1d69.01030.99088.10011.90044.572240.875bicubic-11.406-6.916-13
277repvgg_b2g469.00031.00088.36011.64061.762240.875bilinear-10.370-6.326+50
278gcresnet33ts68.99031.01088.47011.53019.882560.900bicubic-11.094-6.530+8
279xception6568.98031.02088.48011.52039.922990.903bicubic-10.568-6.176+39
280seresnet5068.95031.05088.70011.30028.092240.875bicubic-11.314-6.372-7
281gluon_resnext101_32x4d68.95031.05088.36011.64044.182240.875bicubic-11.390-6.566-12
282tf_efficientnet_b2_ap68.93031.07088.35011.6509.112600.890bicubic-11.372-6.678-9
283cspdarknet5368.92031.08088.60011.40027.642560.887bilinear-11.142-6.484+5
284regnety_12068.87031.13088.33011.67051.822240.875bicubic-11.500-6.794-19
285resnet50_gn68.85031.15088.42011.58025.562240.940bicubic-11.202-6.526+4
286gluon_resnet152_v1b68.82031.18087.72012.28060.192240.875bicubic-10.856-7.018+26
287eca_resnet33ts68.81031.19088.58011.42019.682560.900bicubic-11.274-6.390-2
288cspresnext5068.79031.21087.94012.06020.572240.875bilinear-11.260-7.006+2
289dpn13168.76031.24087.45012.55079.252240.875bicubic-11.064-7.258+14
290gmlp_s16_22468.76031.24088.08011.92019.422240.875bicubic-10.882-6.544+25
291resnext50d_32x4d68.74031.26088.30011.70025.052240.875bicubic-10.930-6.564+22
292tf_efficientnet_b268.74031.26087.96012.0409.112600.890bicubic-11.340-6.948-5
293resnet5068.73031.27087.67012.33025.562240.950bicubic-11.642-6.940-29
294deit_small_patch16_22468.71031.29088.20011.80022.052240.900bicubic-11.156-6.846+5
295gluon_resnet101_v1s68.71031.29087.91012.09044.672240.875bicubic-11.592-7.250-23
296regnety_08068.71031.29087.97012.03039.182240.875bicubic-11.170-6.860+1
297dpn10768.70031.30088.14011.86086.922240.875bicubic-11.472-6.766-16
298gluon_seresnext50_32x4d68.67031.33088.32011.68027.562240.875bicubic-11.246-6.514-4
299hrnet_w6468.64031.36088.05011.950128.062240.875bilinear-10.828-6.604+23
300dpn9868.61031.39087.66012.34061.572240.875bicubic-11.034-6.938+14
301xcit_tiny_12_p8_22468.57031.43088.69011.3106.712241.000bicubic-11.124-6.364+9
302regnetx_16068.53031.47088.44011.56054.282240.875bicubic-11.318-6.390-1
303rexnet_13068.46031.54088.04011.9607.562240.875bicubic-11.040-6.642+17
304cspresnet5068.44031.56087.97012.03021.622560.887bilinear-11.140-6.734+13
305tf_efficientnet_el68.43031.57088.21011.79010.593000.904bicubic-11.820-6.920-30
306xcit_tiny_24_p16_22468.43031.57088.29011.71012.122241.000bicubic-11.018-6.596+19
307regnety_06468.42031.58088.08011.92030.582240.875bicubic-11.300-6.6840
308cait_xxs36_22468.40031.60088.64011.36017.302241.000bicubic-11.350-6.230-2
309ecaresnet50d_pruned68.40031.60088.37011.63019.942240.875bicubic-11.310-6.5100
310skresnext50_32x4d68.37031.63087.56012.44027.482240.875bicubic-11.782-7.084-26
311ssl_resnet5068.37031.63088.53011.47025.562240.875bilinear-10.850-6.302+30
312dla102x268.34031.66087.89012.11041.282240.875bilinear-11.110-6.744+12
313fbnetv3_d68.34031.66088.45011.55010.312560.950bilinear-11.342-6.500-2
314resmlp_big_24_22468.32031.68087.53012.470129.142240.875bicubic-12.712-7.490-85
315efficientnet_b2_pruned68.32031.68088.10011.9008.312600.890bicubic-11.596-6.754-21
316gluon_resnext50_32x4d68.30031.70087.29012.71025.032240.875bicubic-11.068-7.136+12
317vit_base_patch16_sam_22468.26031.74087.72012.28086.572240.900bicubic-11.982-7.036-41
318ecaresnet26t68.23031.77088.80011.20016.013200.950bicubic-11.618-6.284-18
319tf_efficientnet_lite368.23031.77087.74012.2608.203000.904bilinear-11.588-7.174-15
320ese_vovnet39b68.20031.80088.26011.74024.572240.875bicubic-11.110-6.456+10
321regnetx_12068.17031.83087.66012.34046.112240.875bicubic-11.422-7.074-5
322fbnetv3_b68.15031.85087.93012.0708.602560.950bilinear-11.000-6.816+25
323resmlp_36_22468.06031.94088.19011.81044.692240.875bicubic-11.708-6.696-18
324resnetrs5068.04031.96087.71012.29035.692240.910bicubic-11.850-7.256-28
325pit_xs_distilled_22468.01031.99087.72012.28011.002240.900bicubic-11.294-6.646+9
326dpn9267.96032.04087.56012.44037.672240.875bicubic-12.056-7.268-35
327nf_regnet_b167.96032.04088.20011.80010.222880.900bicubic-11.328-6.550+9
328gluon_resnet50_v1d67.94032.06087.13012.87025.582240.875bicubic-11.136-7.340+23
329resnetv2_50x1_bitm67.92032.08089.29010.71025.554481.000bilinear-12.422-6.390-62
330tf_efficientnetv2_b167.90032.10087.79012.2108.142400.882bicubic-11.562-6.936-8
331levit_19267.90032.10087.89012.11010.952240.900bicubic-11.932-6.896-28
332regnetx_08067.88032.12086.99013.01039.572240.875bicubic-11.320-7.562+13
333legacy_seresnext50_32x4d67.86032.14087.62012.38027.562240.875bilinear-11.210-6.812+19
334resnext101_32x8d67.86032.14087.49012.51088.792240.875bilinear-11.456-7.028-5
335efficientnet_em67.83032.17088.12011.8806.902400.882bicubic-11.420-6.676+5
336lambda_resnet26t67.81032.19087.78012.22010.962560.940bicubic-11.286-6.808+13
337resmlp_24_22467.80032.20087.62012.38030.022240.875bicubic-11.582-6.926-11
338hrnet_w4867.77032.23087.40012.60077.472240.875bilinear-11.530-7.112-3
339hrnet_w4467.74032.26087.56012.44067.062240.875bilinear-11.160-6.812+21
340coat_lite_mini67.72032.28087.69012.31011.012240.900bicubic-11.372-6.916+10
341tf_efficientnet_b0_ns67.72032.28088.07011.9305.292240.875bicubic-10.938-6.306+28
342eca_botnext26ts_25667.67032.33087.05012.95010.592560.950bicubic-11.602-7.566-4
343regnetx_06467.67032.33087.53012.47026.212240.875bicubic-11.396-6.928+10
344xception67.67032.33087.58012.42022.862990.897bicubic-11.378-6.812+10
345halonet26t67.63032.37087.24012.76012.482560.950bicubic-11.486-7.072+3
346dla16967.62032.38087.59012.41053.392240.875bilinear-11.074-6.746+22
347dpn68b67.62032.38087.66012.34012.612240.875bicubic-11.594-6.754-4
348regnety_04067.59032.41087.49012.51020.652240.875bicubic-11.626-7.166-7
349gluon_inception_v367.59032.41087.47012.53023.832990.875bicubic-11.216-6.902+15
350hrnet_w4067.58032.42087.13012.87057.562240.875bilinear-11.336-7.344+8
351gluon_resnet101_v1c67.58032.42087.18012.82044.572240.875bicubic-11.952-7.400-31
352legacy_seresnet15267.53032.47087.41012.59066.822240.875bilinear-11.126-6.958+18
353tf_efficientnet_b1_ap67.52032.48087.76012.2407.792400.882bicubic-11.758-6.546-16
354eca_halonext26ts67.48032.52087.24012.76010.762560.940bicubic-12.008-7.356-33
355gluon_resnet101_v1b67.47032.53087.23012.77044.552240.875bicubic-11.834-7.292-22
356resnetblur5067.47032.53087.44012.56025.562240.875bicubic-11.838-7.194-25
357res2net101_26w_4s67.46032.54087.01012.99045.212240.875bilinear-11.738-7.428-13
358efficientnet_b167.46032.54087.51012.4907.792561.000bicubic-11.330-6.832+8
359res2net50_26w_8s67.46032.54087.28012.72048.402240.875bilinear-11.516-6.898-2
360tf_efficientnet_cc_b1_8e67.45032.55087.32012.68039.722400.882bicubic-11.856-7.050-28
361resnet33ts67.37032.63087.57012.43019.682560.900bicubic-11.842-7.002-17
362cait_xxs24_22467.33032.67087.51012.49011.962241.000bicubic-11.054-6.800+23
363regnetx_03267.29032.71086.99013.01015.302240.875bicubic-10.882-7.098+32
364coat_tiny67.25032.75087.28012.7205.502240.900bicubic-11.178-6.758+18
365xception4167.25032.75087.20012.80026.972990.903bicubic-11.258-7.080+9
366resnest26d67.19032.81087.17012.83017.072240.875bilinear-11.294-7.124+10
367legacy_seresnet10167.17032.83087.05012.95049.332240.875bilinear-11.218-7.216+17
368repvgg_b267.16032.84087.33012.67089.022240.875bilinear-11.632-7.088-4
369botnet26t_25667.13032.87087.53012.47012.492560.950bicubic-12.122-6.998-30
370dla60x67.10032.90087.18012.82017.352240.875bilinear-11.146-6.840+21
371gluon_resnet50_v1s67.05032.95086.86013.14025.682240.875bicubic-11.658-7.380-4
372dla60_res2net67.03032.97087.17012.83020.852240.875bilinear-11.432-7.036+6
373dla102x67.03032.97086.80013.20026.312240.875bilinear-11.484-7.4240
374tv_resnet15267.03032.97087.55012.45060.192240.875bilinear-11.290-6.486+14
375xcit_tiny_12_p16_224_dist67.01032.99087.41012.5906.722241.000bicubic-11.564-6.788-4
376lambda_resnet26rpt_25666.97033.03087.13012.87010.992560.940bicubic-11.998-7.298-18
377mixnet_l66.94033.06086.92013.0807.332240.875bicubic-12.036-7.374-20
378res2net50_26w_6s66.92033.08086.85013.15037.052240.875bilinear-11.646-7.284-6
379pit_xs_22466.91033.09087.29012.71010.622240.900bicubic-11.278-6.876+15
380repvgg_b166.91033.09086.79013.21057.422240.875bilinear-11.458-7.306+6
381xcit_nano_12_p8_384_dist66.90033.10087.11012.8903.053841.000bicubic-10.918-6.934+34
382tf_efficientnet_b166.89033.11087.02012.9807.792400.882bicubic-11.930-7.176-20
383efficientnet_es66.87033.13086.72013.2805.442240.875bicubic-11.190-7.218+16
384regnetx_04066.83033.17086.72013.28022.122240.875bicubic-11.652-7.524-7
385resnet32ts66.83033.17087.26012.74017.962560.900bicubic-12.184-7.096-30
386tf_mixnet_l66.79033.21086.46013.5407.332240.875bicubic-11.984-7.536-20
387hrnet_w3066.78033.22086.78013.22037.712240.875bilinear-11.418-7.444+6
388hrnet_w3266.76033.24087.31012.69041.232240.875bilinear-11.686-6.878-9
389selecsls60b66.74033.26086.52013.48032.772240.875bicubic-11.672-7.650-6
390wide_resnet101_266.72033.28087.03012.970126.892240.875bilinear-12.132-7.258-29
391tf_efficientnetv2_b066.71033.29086.71013.2907.142240.875bicubic-11.650-7.314-4
392adv_inception_v366.65033.35086.54013.46023.832990.875bicubic-10.932-7.198+31
393dla60_res2next66.64033.36087.03012.97017.032240.875bilinear-11.802-7.120-13
394vit_tiny_patch16_38466.57033.43087.28012.7205.793841.000bicubic-11.862-7.262-13
395gluon_resnet50_v1c66.55033.45086.18013.82025.582240.875bicubic-11.460-7.808+7
396levit_12866.55033.45086.76013.2409.212240.900bicubic-11.936-7.246-21
397dla10266.53033.47086.91013.09033.272240.875bilinear-11.498-7.040+4
398gmixer_24_22466.42033.58086.16013.84024.722240.875bicubic-11.618-7.510+2
399tf_inception_v366.41033.59086.66013.34023.832990.875bicubic-11.444-6.978+13
400bat_resnext26ts66.39033.61086.83013.17010.732560.900bicubic-11.860-7.268-11
401hardcorenas_f66.37033.63086.20013.8008.202240.875bilinear-11.728-7.604-3
402coat_lite_tiny66.30033.70086.98013.0205.722240.900bicubic-11.210-6.932+24
403efficientnet_b066.30033.70085.98014.0205.292240.875bicubic-11.394-7.554+14
404legacy_seresnet5066.26033.74086.34013.66028.092240.875bilinear-11.372-7.412+15
405selecsls6066.20033.80086.33013.67030.672240.875bicubic-11.774-7.502-1
406tf_efficientnet_cc_b0_8e66.17033.83086.24013.76024.012240.875bicubic-11.738-7.416+2
407tf_efficientnet_em66.17033.83086.35013.6506.902400.882bicubic-11.962-7.696-10
408tv_resnext50_32x4d66.17033.83086.04013.96025.032240.875bilinear-11.448-7.656+12
409inception_v366.15033.85086.33013.67023.832990.875bicubic-11.288-7.146+20
410res2net50_26w_4s66.14033.86086.60013.40025.702240.875bilinear-11.816-7.252-5
411resmlp_12_distilled_22466.14033.86086.62013.38015.352240.875bicubic-11.802-6.938-5
412efficientnet_b1_pruned66.09033.91086.57013.4306.332400.882bicubic-12.150-7.262-20
413regnety_01666.08033.92086.37013.63011.202240.875bicubic-11.780-7.352-3
414gluon_resnet50_v1b66.07033.93086.26013.74025.562240.875bicubic-11.510-7.462+10
415rexnet_10066.07033.93086.50013.5004.802240.875bicubic-11.788-7.370-4
416tinynet_a66.01033.99085.79014.2106.191920.875bicubic-11.642-7.748+1
417res2net50_14w_8s66.01033.99086.24013.76025.062240.875bilinear-12.134-7.610-20
418gcresnext26ts65.95034.05085.92014.08010.482560.900bicubic-11.870-7.912-4
419seresnext26t_32x4d65.88034.12085.67014.33016.812240.875bicubic-12.096-8.074-16
420res2next5065.86034.14085.84014.16024.672240.875bilinear-12.390-8.046-30
421densenet16165.85034.15086.45013.55028.682240.875bicubic-11.502-7.188+11
422repvgg_b1g465.84034.16086.11013.89039.972240.875bilinear-11.746-7.7200
423hardcorenas_e65.83034.17085.98014.0208.072240.875bilinear-11.962-7.718-7
424resnet34d65.79034.21086.72013.28021.822240.875bicubic-11.324-6.660+15
425xcit_tiny_12_p16_22465.78034.22086.22013.7806.722241.000bicubic-11.346-7.494+13
426eca_resnext26ts65.77034.23085.84014.16010.302560.900bicubic-11.682-7.726+2
427mobilenetv3_large_100_miil65.76034.24085.20014.8005.482240.875bilinear-12.158-7.706-20
428skresnet3465.74034.26085.96014.04022.282240.875bicubic-11.164-7.360+21
429tv_resnet10165.69034.31085.98014.02044.552240.875bilinear-11.688-7.562+2
430seresnext26ts65.65034.35086.15013.85010.392560.900bicubic-12.202-7.640-17
431hardcorenas_d65.62034.38085.46014.5407.502240.875bilinear-11.812-8.024-1
432selecsls42b65.62034.38085.81014.19032.462240.875bicubic-11.554-7.584+5
433tf_efficientnet_b0_ap65.48034.52085.58014.4205.292240.875bicubic-11.610-7.678+8
434convmixer_1024_20_ks9_p1465.41034.59085.59014.41024.382240.960bicubic-11.532-7.766+12
435seresnext26d_32x4d65.40034.60085.96014.04016.812240.875bicubic-12.202-7.648-14
436resnet26t65.39034.61086.11013.89016.012560.940bicubic-12.474-7.736-27
437tf_efficientnet_lite265.38034.62085.99014.0106.092600.890bicubic-12.088-7.766-10
438res2net50_48w_2s65.37034.63085.95014.05025.292240.875bilinear-12.152-7.602-13
439densenetblur121d65.30034.70085.70014.3008.002240.875bicubic-11.282-7.488+20
440densenet20165.29034.71085.68014.32020.012240.875bicubic-12.000-7.798-5
441crossvit_9_dagger_24065.21034.79086.59013.4108.782400.875bicubic-11.768-7.022+3
442dla6065.20034.80085.76014.24022.042240.875bilinear-11.836-7.558+1
443ese_vovnet19b_dw65.19034.81085.46014.5406.542240.875bicubic-11.610-7.812+8
444tf_efficientnet_cc_b0_4e65.15034.85085.15014.85013.312240.875bicubic-12.154-8.184-11
445gernet_s65.13034.87085.52014.4808.172240.875bilinear-11.782-7.614+3
446legacy_seresnext26_32x4d65.07034.93085.64014.36016.792240.875bicubic-12.032-7.676-6
447mobilenetv2_120d65.01034.99085.95014.0505.832240.875bicubic-12.286-7.546-13
448hrnet_w1864.93035.07085.74014.26021.302240.875bilinear-11.822-7.702+5
449hardcorenas_c64.85035.15085.24014.7605.522240.875bilinear-12.198-7.916-7
450densenet16964.76035.24085.24014.76014.152240.875bicubic-11.140-7.790+22
451mixnet_m64.70035.30085.46014.5405.012240.875bicubic-12.564-7.964-15
452resnet26d64.69035.31085.11014.89016.012240.875bicubic-12.010-8.036+2
453levit_128s64.60035.40084.74015.2607.782240.900bicubic-11.920-8.126+8
454resnext26ts64.59035.41085.10014.90010.302560.900bicubic-12.190-8.028-2
455xcit_nano_12_p8_224_dist64.55035.45085.99014.0103.052241.000bicubic-11.770-7.096+9
456repvgg_a264.44035.56085.13014.87028.212240.875bilinear-12.020-7.876+7
457hardcorenas_b64.42035.58084.88015.1205.182240.875bilinear-12.112-7.874+3
458xcit_nano_12_p16_384_dist64.42035.58085.31014.6903.053841.000bicubic-11.030-7.382+24
459tf_efficientnet_lite164.39035.61085.48014.5205.422400.882bicubic-12.246-7.742-3
460regnetx_01664.37035.63085.46014.5409.192240.875bicubic-12.580-7.962-15
461resmlp_12_22464.35035.65085.59014.41015.352240.875bicubic-12.306-7.590-6
462tf_efficientnet_b064.31035.69085.28014.7205.292240.875bicubic-12.536-7.946-12
463tf_mixnet_m64.27035.73085.09014.9105.012240.875bicubic-12.672-8.062-16
464dpn6864.23035.77085.18014.82012.612240.875bicubic-12.076-7.794+2
465tf_efficientnet_es64.23035.77084.74015.2605.442240.875bicubic-12.368-8.464-7
466regnety_00864.15035.85085.28014.7206.262240.875bicubic-12.162-7.790-1
467vit_small_patch32_22464.07035.93085.57014.43022.882240.900bicubic-11.928-7.702+1
468mobilenetv2_14064.04035.96085.03014.9706.112240.875bicubic-12.468-7.968-6
469densenet12163.74036.26084.60015.4007.982240.875bicubic-11.842-8.052+7
470hardcorenas_a63.71036.29084.40015.6005.262240.875bilinear-12.212-8.116+1
471resnest14d63.61036.39084.26015.74010.612240.875bilinear-11.896-8.260+7
472tf_mixnet_s63.56036.44084.27015.7304.132240.875bicubic-12.090-8.358+2
473resnet2663.45036.55084.26015.74016.002240.875bicubic-11.852-8.316+10
474mixnet_s63.38036.62084.74015.2604.132240.875bicubic-12.612-8.058-5
475mobilenetv3_large_10063.34036.66084.09015.9105.482240.875bicubic-12.422-8.450-2
476tv_resnet5063.34036.66084.65015.35025.562240.875bilinear-12.798-8.212-9
477vit_tiny_r_s16_p8_38463.32036.68085.28014.7206.363841.000bicubic-12.636-7.982-7
478efficientnet_es_pruned63.29036.71084.95015.0505.442240.875bicubic-11.708-7.488+13
479mixer_b16_22463.26036.74083.30016.70059.882240.875bicubic-13.350-8.930-22
480efficientnet_lite063.24036.76084.43015.5704.652240.875bicubic-12.236-8.082-1
481mobilenetv3_rw63.23036.77084.51015.4905.482240.875bicubic-12.400-8.198-6
482semnasnet_10063.16036.84084.53015.4703.892240.875bicubic-12.290-8.070-1
483pit_ti_distilled_22463.15036.85083.98016.0205.102240.900bicubic-11.382-8.118+16
484regnety_00663.11036.89084.26015.7406.062240.875bicubic-12.136-8.2740
485vit_tiny_patch16_22463.11036.89084.87015.1305.722240.900bicubic-12.346-7.976-5
486tv_densenet12162.95037.05084.25015.7507.982240.875bicubic-11.794-7.900+9
487resnet3462.87037.13084.13015.87021.802240.875bilinear-12.244-8.154+1
488legacy_seresnet3462.84037.16084.22015.78021.962240.875bilinear-11.970-7.906+6
489mobilenetv2_110d62.83037.17084.50015.5004.522240.875bicubic-12.210-7.6840
490deit_tiny_distilled_patch16_22462.81037.19083.92016.0805.912240.900bicubic-11.702-7.968+10
491hrnet_w18_small_v262.79037.21083.98016.02015.602240.875bilinear-12.328-8.436-4
492swsl_resnet1862.77037.23084.29015.71011.692240.875bilinear-10.504-7.448+21
493repvgg_b062.73037.27083.87016.13015.822240.875bilinear-12.426-8.548-8
494tinynet_b62.73037.27084.25015.7503.731880.875bicubic-12.250-7.936-2
495gluon_resnet34_v1b62.57037.43083.99016.01021.802240.875bicubic-12.022-7.998+3
496xcit_nano_12_p8_22462.56037.44084.20015.8003.052241.000bicubic-11.358-7.970+10
497tf_efficientnet_lite062.54037.46084.22015.7804.652240.875bicubic-12.292-7.956-4
498regnetx_00862.49037.51084.02015.9807.262240.875bicubic-12.546-8.320-8
499dla3462.48037.52083.91016.09015.742240.875bilinear-12.140-8.162-2
500fbnetc_10062.46037.54083.38016.6205.572240.875bilinear-12.666-9.002-14
501tf_mobilenetv3_large_10062.46037.54083.97016.0305.482240.875bilinear-13.058-8.634-24
502crossvit_9_24062.27037.73084.28015.7208.552400.875bicubic-11.700-7.684+3
503crossvit_tiny_24062.06037.94083.61016.3907.012400.875bicubic-11.276-8.306+8
504mnasnet_10061.89038.11083.71016.2904.382240.875bicubic-12.764-8.400-8
505regnety_00461.86038.14083.42016.5804.342240.875bicubic-12.164-8.334-2
506vgg19_bn61.86038.14083.45016.550143.682240.875bilinear-12.354-8.398-5
507convit_tiny61.58038.42084.12015.8805.712240.875bicubic-11.540-7.600+7
508ssl_resnet1861.47038.53083.31016.69011.692240.875bilinear-11.136-8.114+11
509regnetx_00661.37038.63083.45016.5506.202240.875bicubic-12.482-8.224-2
510spnasnet_10061.21038.79082.79017.2104.422240.875bilinear-12.876-9.028-8
511tv_resnet3461.19038.81082.72017.28021.802240.875bilinear-12.118-8.704+1
512pit_ti_22460.97039.03083.86016.1404.852240.900bicubic-11.940-7.546+6
513skresnet1860.87039.13082.88017.12011.962240.875bicubic-12.166-8.288+2
514ghostnet_10060.83039.17082.36017.6405.182240.875bilinear-13.148-9.098-10
515vgg16_bn60.76039.24082.95017.050138.372240.875bilinear-12.590-8.554-5
516semnasnet_07560.71039.29082.51017.4902.912240.875bicubic-12.264-8.6260
517tf_mobilenetv3_large_07560.40039.60081.95018.0503.992240.875bilinear-13.040-9.398-8
518xcit_nano_12_p16_224_dist60.24039.76082.50017.5003.052241.000bicubic-12.062-8.362+5
519mobilenetv2_10060.19039.81082.24017.7603.502240.875bicubic-12.776-8.778-2
520resnet18d60.18039.82082.31017.69011.712240.875bicubic-12.070-8.378+4
521vit_base_patch32_sam_22460.01039.99081.23018.77088.222240.900bicubic-13.682-9.782-13
522deit_tiny_patch16_22459.83040.17082.66017.3405.722240.900bicubic-12.336-8.460+4
523legacy_seresnet1859.81040.19081.69018.31011.782240.875bicubic-11.932-8.642+7
524vgg1959.71040.29081.45018.550143.672240.875bilinear-12.656-9.420-3
525regnetx_00459.42040.58081.69018.3105.162240.875bicubic-12.970-9.140-5
526tf_mobilenetv3_large_minimal_10059.08040.92081.15018.8503.922240.875bilinear-13.170-9.480-1
527vit_tiny_r_s16_p8_22459.08040.92081.75018.2506.342240.900bicubic-12.708-9.072+2
528vgg13_bn59.00041.00081.08018.920133.052240.875bilinear-12.594-9.296+3
529hrnet_w18_small58.96041.04081.35018.65013.192240.875bilinear-13.380-9.328-7
530lcnet_10058.87041.13081.19018.8102.952240.875bicubic-13.238-9.188-3
531vgg1658.84041.16081.66018.340138.362240.875bilinear-12.750-8.722+1
532xcit_nano_12_p16_22458.33041.67080.88019.1203.052241.000bicubic-11.634-8.880+5
533gluon_resnet18_v1b58.32041.68080.97019.03011.692240.875bicubic-12.518-8.792+1
534tinynet_c58.17041.83080.28019.7202.461840.875bicubic-13.058-9.470-1
535vgg11_bn57.41042.59080.02019.980132.872240.875bilinear-12.950-9.7820
536resnet1857.18042.82080.20019.80011.692240.875bilinear-12.564-8.882+3
537vgg1357.14042.86079.55020.450133.052240.875bilinear-12.786-9.696+1
538regnety_00256.99043.01079.86020.1403.162240.875bicubic-13.264-9.680-2
539mixer_l16_22456.68043.32076.00024.000208.202240.875bicubic-15.368-11.664-11
540regnetx_00256.06043.94079.22020.7802.682240.875bicubic-12.690-9.336+2
541dla60x_c56.00044.00078.93021.0701.322240.875bilinear-11.892-9.496+3
542vgg1155.80044.20078.84021.160132.862240.875bilinear-13.228-9.786-2
543lcnet_07555.42044.58078.30021.7002.362240.875bicubic-13.398-10.074-2
544tf_mobilenetv3_small_10054.53045.47077.06022.9402.542240.875bilinear-13.394-10.604-1
545tinynet_d53.42046.58076.35023.6502.341520.875bicubic-13.538-10.7140
546dla46x_c53.05046.95076.87023.1301.072240.875bilinear-12.920-10.1100
547mobilenetv2_05052.85047.15075.43024.5701.972240.875bicubic-13.092-10.6520
548mnasnet_small52.79047.21075.53024.4702.032240.875bicubic-12.806-10.658+1
549tf_mobilenetv3_small_07552.16047.84075.48024.5202.042240.875bilinear-13.554-10.654-1
550dla46_c52.13047.87075.69024.3101.302240.875bilinear-12.736-10.6040
551lcnet_05049.99050.01073.46026.5401.882240.875bicubic-13.110-10.9220
552tf_mobilenetv3_small_minimal_10049.50050.50073.05026.9502.042240.875bilinear-13.408-11.1840
553tinynet_e46.69053.31070.36029.6402.041060.875bicubic-13.166-11.4060