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

50 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-8.660-3.306-2
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-8.664-3.704+1
7tf_efficientnet_b7_ns78.51021.49094.3805.62066.356000.949bicubic-8.328-3.716+7
8volo_d5_51277.97022.03094.1705.830296.095121.150bicubic-9.072-3.798+3
9vit_large_patch16_38477.94022.06094.4405.560304.723841.000bicubic-9.140-3.860+1
10volo_d5_44877.77022.23094.0605.940295.914481.150bicubic-9.182-3.880+3
11volo_d4_44877.75022.25093.9306.070193.414481.150bicubic-9.040-3.952+5
12convnext_large_384_in22ft1k77.73022.27094.0805.920197.773841.000bicubic-9.666-4.288-4
13convnext_xlarge_384_in22ft1k77.71022.29094.2005.800350.203841.000bicubic-9.836-4.286-7
14tf_efficientnet_b6_ns77.28022.72093.9006.10043.045280.942bicubic-9.174-3.982+7
15volo_d3_44877.08022.92094.1105.89086.634481.000bicubic-9.416-3.600+4
16vit_large_r50_s32_38477.06022.94093.7206.280329.093841.000bicubic-9.122-4.200+10
17swin_large_patch4_window12_38477.04022.96093.7506.250196.743841.000bicubic-10.110-4.490-8
18tf_efficientnetv2_xl_in21ft1k77.04022.96093.2706.730208.125121.000bicubic-9.378-4.596+5
19tf_efficientnetv2_l_in21ft1k76.94023.06093.9606.040118.524801.000bicubic-9.364-4.018+6
20beit_base_patch16_38476.89023.11093.9106.09086.743841.000bicubic-9.908-4.226-5
21ig_resnext101_32x48d76.88023.12093.3106.690828.412240.875bilinear-8.556-4.266+26
22cait_m48_44876.86023.14093.3706.630356.464481.000bicubic-9.626-4.382-2
23ig_resnext101_32x32d76.82023.18093.2106.790468.532240.875bilinear-8.280-4.224+37
24tf_efficientnet_b5_ns76.81023.19093.5806.42030.394560.934bicubic-9.280-4.170+4
25convnext_xlarge_in22ft1k76.77023.23093.5506.450350.202240.875bicubic-10.232-4.662-13
26xcit_large_24_p8_384_dist76.62023.38093.0906.910188.933841.000bicubic-9.378-4.594+7
27convnext_base_384_in22ft1k76.57023.43093.7206.28088.593841.000bicubic-9.974-4.470-9
28volo_d5_22476.57023.43093.3006.700295.462240.960bicubic-9.502-4.278+1
29vit_base_patch16_38476.49023.51093.7706.23086.863841.000bicubic-9.520-4.232+3
30convnext_large_in22ft1k76.44023.56093.4706.530197.772240.875bicubic-10.196-4.558-13
31cait_m36_38476.32023.68093.0606.940271.223841.000bicubic-9.732-4.670-1
32vit_large_patch16_22476.30023.70093.6006.400304.332240.900bicubic-9.538-4.220+3
33swin_large_patch4_window7_22476.29023.71093.4006.600196.532240.900bicubic-10.024-4.492-9
34swin_base_patch4_window12_38476.28023.72093.3106.69087.903841.000bicubic-10.152-4.746-12
35tf_efficientnetv2_l76.28023.72092.9707.030118.524801.000bicubic-9.210-4.402+10
36cait_s36_38476.22023.78092.9707.03068.373841.000bicubic-9.242-4.510+10
37xcit_medium_24_p8_384_dist76.14023.86092.9707.03084.323841.000bicubic-9.674-4.622+1
38dm_nfnet_f676.13023.87093.1106.890438.365760.956bicubic-10.012-4.620-11
39tf_efficientnet_b7_ap76.09023.91092.9707.03066.356000.949bicubic-9.030-4.282+20
40tf_efficientnet_b8_ap76.09023.91092.7307.27087.416720.954bicubic-9.282-4.562+12
41volo_d2_38476.09023.91093.1306.87058.873841.000bicubic-9.950-4.442-10
42vit_base_patch8_22476.01023.99093.3806.62086.582240.900bicubic-9.784-4.414-3
43volo_d4_22476.00024.00093.0106.990192.962240.960bicubic-9.874-4.458-9
44xcit_large_24_p8_224_dist75.99024.01092.7307.270188.932241.000bicubic-9.408-4.680+7
45tf_efficientnetv2_m_in21ft1k75.91024.09093.2906.71054.144801.000bicubic-9.680-4.454-3
46dm_nfnet_f475.85024.15092.9707.030316.075120.951bicubic-9.864-4.552-5
47xcit_large_24_p16_384_dist75.82024.18092.7507.250189.103841.000bicubic-9.934-4.788-7
48xcit_small_24_p8_384_dist75.77024.23092.9707.03047.633841.000bicubic-9.786-4.602-5
49ig_resnext101_32x16d75.75024.25092.8807.120194.032240.875bilinear-8.420-4.318+53
50tf_efficientnet_b4_ns75.68024.32093.0506.95019.343800.922bicubic-9.482-4.420+8
51volo_d1_38475.62024.38093.0706.93026.783841.000bicubic-9.628-4.144+4
52volo_d3_22475.61024.39093.0007.00086.332240.960bicubic-9.802-4.280-2
53vit_base_r50_s16_38475.59024.41092.7907.21098.953841.000bicubic-9.380-4.500+17
54convnext_base_in22ft1k75.57024.43093.1306.87088.592240.875bicubic-10.254-4.736-18
55deit_base_distilled_patch16_38475.54024.46092.5007.50087.633841.000bicubic-9.882-4.906-6
56tf_efficientnetv2_m75.52024.48092.6207.38054.144801.000bicubic-9.518-4.658+10
57regnetz_e875.49024.51092.6907.31057.703201.000bicubic-9.540-4.574+10
58cait_s24_38475.48024.52092.5907.41047.063841.000bicubic-9.566-4.756+7
59xcit_medium_24_p8_224_dist75.47024.53092.9007.10084.322241.000bicubic-9.602-4.380+4
60swsl_resnext101_32x8d75.42024.58092.7507.25088.792240.875bilinear-8.870-4.430+34
61tf_efficientnet_b6_ap75.38024.62092.4407.56043.045280.942bicubic-9.406-4.698+15
62beit_base_patch16_22475.37024.63093.0406.96086.532240.900bicubic-9.858-4.618-6
63volo_d2_22475.31024.69092.5107.49058.682240.960bicubic-9.884-4.678-6
64dm_nfnet_f375.21024.79092.9407.060254.924160.940bicubic-10.312-4.522-20
65efficientnetv2_rw_m75.16024.84092.5707.43053.244161.000bicubic-9.652-4.576+10
66ecaresnet269d75.12024.88092.8407.160102.093521.000bicubic-9.856-4.386+3
67xcit_medium_24_p16_384_dist75.10024.90092.4507.55084.403841.000bicubic-10.322-4.882-19
68dm_nfnet_f575.00025.00092.6007.400377.215440.954bicubic-10.816-4.886-31
69xcit_small_24_p8_224_dist74.97025.03092.3007.70047.632241.000bicubic-9.906-4.888+5
70tf_efficientnet_b874.92025.08092.3307.67087.416720.954bicubic-10.448-5.060-17
71xcit_small_12_p8_384_dist74.86025.14092.4607.54026.213841.000bicubic-10.220-4.820-9
72eca_nfnet_l274.83025.17092.6507.35056.723841.000bicubic-9.866-4.614+7
73tf_efficientnet_b774.72025.28092.2207.78066.356000.949bicubic-10.216-4.984-2
74xcit_large_24_p16_224_dist74.67025.33091.8608.140189.102241.000bicubic-10.252-5.272-2
75dm_nfnet_f274.62025.38092.2607.740193.783520.920bicubic-10.442-4.980-11
76xcit_small_24_p16_384_dist74.60025.40092.4507.55047.673841.000bicubic-10.494-4.860-15
77tf_efficientnet_b5_ap74.59025.41091.9908.01030.394560.934bicubic-9.666-4.986+20
78dm_nfnet_f174.57025.43092.2607.740132.633200.910bicubic-10.054-4.840+2
79swin_base_patch4_window7_22474.55025.45092.5607.44087.772240.900bicubic-10.698-5.002-25
80seresnet152d74.52025.48092.0807.92066.843201.000bicubic-9.840-4.960+11
81regnetz_04074.46025.54091.8908.11027.123201.000bicubic-9.774-5.042+18
82resnest200e74.46025.54091.8608.14070.203200.909bicubic-9.368-5.032+41
83tf_efficientnetv2_s_in21ft1k74.46025.54092.5007.50021.463841.000bicubic-9.838-4.754+9
84regnetz_040h74.44025.56092.2407.76028.943201.000bicubic-10.056-4.7660
85resnetrs20074.38025.62091.9408.06093.213201.000bicubic-10.058-5.140+1
86efficientnetv2_rw_s74.18025.82091.7108.29023.943841.000bicubic-9.630-5.012+39
87cait_xs24_38474.17025.83091.9108.09026.673841.000bicubic-9.892-4.980+19
88resnest269e74.17025.83091.9308.070110.934160.928bicubic-10.350-5.056-6
89pit_b_distilled_22474.16025.84091.6708.33074.792240.900bicubic-9.980-5.186+15
90swsl_resnext101_32x4d74.14025.86092.0008.00044.182240.875bilinear-9.096-4.764+57
91eca_nfnet_l174.12025.88092.0707.93041.413201.000bicubic-9.892-4.958+22
92volo_d1_22474.12025.88092.0307.97026.632240.960bicubic-10.042-4.746+11
93xcit_small_12_p16_384_dist74.12025.88092.0807.92026.253841.000bicubic-10.590-5.038-15
94vit_large_r50_s32_22474.11025.89092.3807.620328.992240.900bicubic-10.314-4.786-6
95convnext_large74.07025.93091.5608.440197.772240.875bicubic-10.222-5.334-2
96xcit_large_24_p8_22474.07025.93090.8909.110188.932241.000bicubic-10.324-5.766-6
97vit_base_patch16_224_miil74.04025.96091.7008.30086.542240.875bilinear-10.232-5.102-1
98resnetv2_152x4_bitm74.01025.99092.3307.670936.534801.000bilinear-10.906-5.112-25
99tf_efficientnetv2_s74.00026.00091.5308.47021.463841.000bicubic-9.886-5.166+18
100vit_base_patch16_22474.00026.00092.4707.53086.572240.900bicubic-10.528-4.824-19
101swsl_resnext101_32x16d73.98026.02092.1707.830194.032240.875bilinear-9.370-4.674+41
102regnetz_d3273.97026.03091.9508.05027.583200.950bicubic-10.052-4.916+9
103crossvit_18_dagger_40873.96026.04091.4108.59044.614081.000bicubic-10.234-5.408-2
104seresnext101_32x8d73.94026.06091.4508.55093.572881.000bicubic-10.264-5.426-4
105resnetrs42073.92026.08091.7608.240191.894161.000bicubic-11.090-5.364-37
106resnetv2_152x2_bitm73.92026.08092.6707.330236.344481.000bilinear-10.586-4.764-23
107xcit_small_12_p8_224_dist73.92026.08091.7208.28026.212241.000bicubic-10.316-5.154-9
108resmlp_big_24_224_in22ft1k73.90026.10091.7508.250129.142240.875bicubic-10.494-5.370-19
109tf_efficientnet_b673.90026.10091.7508.25043.045280.942bicubic-10.210-5.138-4
110tf_efficientnet_b3_ns73.89026.11091.8708.13012.233000.904bicubic-10.158-5.038-1
111convnext_base73.87026.13091.3208.68088.592240.875bicubic-9.968-5.430+9
112vit_small_r26_s32_38473.80026.20092.3007.70036.473841.000bicubic-10.242-5.028-2
113regnetz_d873.76026.24092.0207.98023.373201.000bicubic-10.292-4.974-5
114regnety_08073.74026.26091.8108.19039.182881.000bicubic-10.186-5.078+2
115resnetrs27073.69026.31091.5708.430129.863521.000bicubic-10.746-5.400-28
116resnetv2_101x3_bitm73.69026.31092.4707.530387.934481.000bilinear-10.752-4.912-31
117resnet200d73.68026.32091.5708.43064.693201.000bicubic-10.284-5.254-3
118ig_resnext101_32x8d73.66026.34092.1607.84088.792240.875bilinear-9.040-4.470+54
119xcit_medium_24_p16_224_dist73.66026.34091.5808.42084.402241.000bicubic-10.614-5.360-24
120regnety_06473.57026.43091.3508.65030.582881.000bicubic-10.150-5.372+10
121tf_efficientnet_b573.56026.44091.4608.54030.394560.934bicubic-10.252-5.288+3
122resnet152d73.52026.48091.2308.77060.213201.000bicubic-10.158-5.508+13
123regnetv_06473.48026.52091.6008.40030.582881.000bicubic-10.234-5.014+9
124xcit_tiny_24_p8_384_dist73.42026.58091.5608.44012.113841.000bicubic-10.322-5.150+4
125resnetrs35073.40026.60091.3108.690163.963841.000bicubic-11.318-5.678-48
126twins_svt_large73.39026.61090.9109.09099.272240.900bicubic-10.290-5.684+8
127regnetz_d8_evos73.38026.62091.6408.36023.463200.950bicubic-10.674-5.356-20
128regnety_16073.37026.63091.7008.30083.592881.000bicubic-10.320-5.076+5
129efficientnet_b473.31026.69091.2808.72019.343841.000bicubic-10.114-5.316+10
130swin_s3_base_22473.31026.69091.1908.81071.132240.900bicubic-10.622-5.470-15
131xcit_small_24_p16_224_dist73.29026.71091.4408.56047.672241.000bicubic-10.578-5.284-14
132resmlp_big_24_distilled_22473.29026.71091.1708.830129.142240.875bicubic-10.298-5.478+5
133vit_small_patch16_38473.28026.72092.0008.00022.203841.000bicubic-10.524-5.102-7
134deit_base_distilled_patch16_22473.24026.76091.0009.00087.342240.900bicubic-10.152-5.486+6
135resnetrs15273.20026.80091.2708.73086.623201.000bicubic-10.514-5.476-4
136xcit_medium_24_p8_22473.15026.85090.2809.72084.322241.000bicubic-10.586-6.114-7
137vit_base_patch32_38473.13026.87091.2508.75088.303841.000bicubic-10.218-5.584+7
138jx_nest_base73.12026.88091.0608.94067.722240.875bicubic-10.436-5.302-1
139xcit_small_24_p8_22473.08026.92091.1508.85047.632241.000bicubic-10.758-5.486-18
140cait_s24_22473.07026.93091.1208.88046.922241.000bicubic-10.388-5.444-2
141crossvit_15_dagger_40872.96027.04091.0908.91028.504081.000bicubic-10.876-5.694-19
142resnetv2_152x2_bit_teacher_38472.90027.10091.5508.450236.343841.000bicubic-10.944-5.568-23
143dm_nfnet_f072.88027.12091.0808.92071.492560.900bicubic-10.506-5.494-2
144regnetv_04072.88027.12091.1008.90020.642881.000bicubic-10.320-5.562+5
145tf_efficientnet_b4_ap72.88027.12090.9809.02019.343800.922bicubic-10.372-5.414+1
146xception65p72.79027.21090.9109.09039.822990.940bicubic-10.336-5.568+9
147regnety_03272.77027.23090.9509.05019.442881.000bicubic-9.956-5.474+23
148regnety_04072.72027.28090.7209.28020.652881.000bicubic-10.316-5.786+12
149swin_s3_small_22472.69027.31090.5509.45049.742240.900bicubic-11.078-5.902-22
150resnext101_64x4d72.62027.38090.8409.16083.462881.000bicubic-10.520-5.530+2
151xcit_small_12_p8_22472.61027.39090.6709.33026.212241.000bicubic-10.734-5.810-8
152nfnet_l072.61027.39091.0009.00035.072881.000bicubic-10.142-5.518+18
153pnasnet5large72.61027.39090.5009.50086.063310.911bicubic-10.180-5.540+16
154xception6572.60027.40090.8209.18039.922990.940bicubic-10.580-5.772-4
155resnest101e72.58027.42090.8209.18048.282560.875bilinear-10.310-5.498+9
156twins_pcpvt_large72.58027.42090.7009.30060.992240.900bicubic-10.554-5.904-2
157swsl_resnext50_32x4d72.56027.44090.8509.15025.032240.875bilinear-9.616-5.382+47
158twins_svt_base72.56027.44090.4609.54056.072240.900bicubic-10.578-5.960-5
159tresnet_xl_44872.55027.45090.3109.69078.444480.875bilinear-10.504-5.8620
160deit_base_patch16_38472.54027.46090.2709.73086.863841.000bicubic-10.566-6.098-3
161gc_efficientnetv2_rw_t72.53027.47090.8209.18013.682881.000bicubic-9.936-5.476+23
162resnetv2_50x3_bitm72.51027.49091.7608.240217.324481.000bilinear-11.504-5.364-50
163xcit_small_12_p16_224_dist72.50027.50091.1208.88026.252241.000bicubic-10.850-5.294-20
164xcit_tiny_24_p8_224_dist72.45027.55090.9209.08012.112241.000bicubic-10.114-5.250+16
165resnet101d72.41027.59090.6609.34044.573201.000bicubic-10.612-5.788-3
166jx_nest_small72.37027.63090.7009.30038.352240.875bicubic-10.748-5.630-10
167convnext_small72.32027.68090.8509.15050.222240.875bicubic-10.830-5.582-16
168regnetz_c1672.30027.70090.8209.18013.463200.940bicubic-10.216-5.540+15
169tf_efficientnet_b472.29027.71090.5909.41019.343800.922bicubic-10.734-5.710-8
170tf_efficientnet_b2_ns72.28027.72091.0908.9109.112600.890bicubic-10.100-5.158+19
171resnetv2_50x1_bit_distilled72.26027.74091.0108.99025.552240.875bicubic-10.562-5.518-5
172tresnet_m72.26027.74090.2309.77031.392240.875bilinear-10.810-5.890-14
173crossvit_18_24072.25027.75090.2709.73043.272400.875bicubic-10.148-5.788+14
174efficientnetv2_rw_t72.25027.75090.4209.58013.652881.000bicubic-10.094-5.776+18
175nasnetalarge72.23027.77090.4609.54088.753310.911bicubic-10.396-5.5860
176regnetz_c16_evos72.23027.77091.2208.78013.493200.950bicubic-10.402-5.256-2
177cait_xxs36_38472.19027.81090.8409.16017.373841.000bicubic-10.004-5.304+26
178twins_pcpvt_base72.19027.81090.5109.49043.832240.900bicubic-10.518-5.840-7
179crossvit_18_dagger_24072.14027.86090.0709.93044.272400.875bicubic-10.380-6.000+3
180xcit_tiny_24_p16_384_dist72.08027.92090.5809.42012.123841.000bicubic-10.492-5.708-1
181resnet15272.06027.94090.3209.68060.192240.950bicubic-10.760-5.810-14
182eca_nfnet_l071.84028.16091.1108.89024.142881.000bicubic-10.736-5.380-4
183swin_small_patch4_window7_22471.74028.26090.2409.76049.612240.900bicubic-11.476-6.084-35
184pit_b_22471.72028.28089.25010.75073.762240.900bicubic-10.726-6.460+2
185swsl_resnet5071.70028.30090.4809.52025.562240.875bilinear-9.474-5.498+70
186xcit_large_24_p16_22471.70028.30089.17010.830189.102241.000bicubic-11.194-6.712-23
187resnet61q71.68028.32090.2809.72036.852881.000bicubic-10.846-5.854-6
188tresnet_xl71.66028.34089.63010.37078.442240.875bilinear-10.398-6.306+23
189convit_base71.61028.39090.1609.84086.542240.875bicubic-10.676-5.778+9
190tresnet_l_44871.59028.41090.0609.94055.994480.875bilinear-10.678-5.922+9
191xcit_tiny_12_p8_384_dist71.58028.42090.7109.2906.713841.000bicubic-10.814-5.510-3
192poolformer_m4871.55028.45089.76010.24073.472240.950bicubic-10.912-6.198-7
193crossvit_15_dagger_24071.51028.49089.86010.14028.212400.875bicubic-10.820-6.098+1
194ssl_resnext101_32x8d71.51028.49090.4709.53088.792240.875bilinear-10.098-5.572+37
195fbnetv3_g71.49028.51090.3709.63016.622880.950bilinear-10.556-5.694+17
196efficientnet_b371.48028.52090.0609.94012.233201.000bicubic-10.760-6.054+4
197ecaresnet101d71.47028.53090.3309.67044.572240.875bicubic-10.702-5.716+8
198ssl_resnext101_32x16d71.43028.57090.5209.480194.032240.875bilinear-10.424-5.576+25
199resnet51q71.42028.58090.1809.82035.702881.000bilinear-10.942-6.000-9
200pit_s_distilled_22471.37028.63089.78010.22024.042240.900bicubic-10.624-6.018+15
201xcit_tiny_24_p8_22471.33028.67090.2409.76012.112241.000bicubic-10.562-5.736+20
202mixer_b16_224_miil71.31028.69089.65010.35059.882240.875bilinear-10.998-6.068-7
203resnetv2_152x2_bit_teacher71.29028.71090.4309.570236.342240.875bicubic-11.582-6.140-38
204convnext_tiny_hnf71.28028.72089.40010.60028.592240.950bicubic-10.942-6.466-3
205resnetv2_10171.26028.74089.92010.08044.542240.950bicubic-10.782-5.944+7
206ecaresnet50t71.26028.74090.4209.58025.573200.950bicubic-11.088-5.718-14
207convmixer_1536_2071.23028.77089.44010.56051.632240.960bicubic-10.136-6.174+39
208xcit_small_12_p16_22471.21028.79089.75010.25026.252241.000bicubic-10.766-6.068+9
209deit_base_patch16_22471.19028.81089.19010.81086.572240.900bicubic-10.806-6.542+5
210crossvit_base_24071.18028.82089.83010.170105.032400.875bicubic-11.036-6.004-8
211swin_s3_tiny_22471.13028.87089.72010.28028.332240.900bicubic-10.996-6.230-5
212resnetv2_50d_evos71.12028.88090.0109.99025.592880.950bicubic-10.860-5.900+4
213halo2botnet50ts_25671.10028.90089.63010.37022.642560.950bicubic-10.960-6.012-3
214xcit_tiny_12_p8_224_dist71.03028.97089.88010.1206.712241.000bicubic-10.178-5.720+40
215xcit_medium_24_p16_22471.02028.98089.52010.48084.402241.000bicubic-11.618-6.454-42
216visformer_small71.01028.99089.45010.55040.222240.900bicubic-11.096-6.424-8
217lamhalobotnet50ts_25671.00029.00089.07010.93022.572560.950bicubic-10.546-6.432+15
218xcit_small_24_p16_22471.00029.00089.70010.30047.672241.000bicubic-11.580-6.306-41
219resnetv2_50d_gn70.99029.01089.77010.23025.572880.950bicubic-10.828-6.152+6
220resnetv2_101x1_bitm70.99029.01091.0908.91044.544481.000bilinear-11.346-5.426-27
221tresnet_m_44870.99029.01088.68011.32031.394480.875bilinear-10.714-6.892+5
222wide_resnet50_270.94029.06089.23010.77068.882240.875bicubic-10.512-6.300+17
223tnt_s_patch16_22470.93029.07089.59010.41023.762240.900bicubic-10.590-6.154+10
224convnext_tiny70.93029.07089.75010.25028.592240.875bicubic-11.134-6.102-14
225resnest50d_4s2x40d70.93029.07089.71010.29030.422240.875bicubic-10.180-5.854+35
226tf_efficientnet_b3_ap70.92029.08089.43010.57012.233000.904bicubic-10.906-6.192-2
227vit_small_patch16_22470.91029.09090.1509.85022.052240.900bicubic-10.486-5.982+16
228resnet10170.87029.13089.52010.48044.552240.950bicubic-11.062-6.250-8
229vit_large_patch32_38470.87029.13090.5709.430306.633841.000bicubic-10.636-5.524+8
230jx_nest_tiny70.86029.14089.94010.06017.062240.875bicubic-10.560-5.678+11
231resnetrs10170.86029.14089.83010.17063.622880.940bicubic-11.428-6.180-34
232tf_efficientnet_b1_ns70.86029.14090.1209.8807.792400.882bicubic-10.528-5.616+12
233rexnet_20070.84029.16089.71010.29016.372240.875bicubic-10.790-5.958-3
234tresnet_l70.84029.16089.62010.38055.992240.875bilinear-10.652-6.004+4
235tf_efficientnetv2_b370.83029.17089.51010.49014.363000.904bicubic-11.136-6.270-17
236poolformer_m3670.80029.20089.51010.49056.172240.950bicubic-11.312-6.180-29
237coat_lite_small70.79029.21089.57010.43019.842240.900bicubic-11.514-6.278-41
238levit_38470.75029.25089.30010.70039.132240.900bicubic-11.838-6.722-62
239tf_efficientnet_b370.64029.36089.44010.56012.233000.904bicubic-10.996-6.278-10
240gluon_senet15470.62029.38088.92011.080115.092240.875bicubic-10.612-6.428+12
241crossvit_small_24070.61029.39089.36010.64026.862400.875bicubic-10.408-6.096+24
242cait_xxs24_38470.60029.40089.72010.28012.033841.000bicubic-10.366-5.926+27
243convit_small70.59029.41089.58010.42027.782240.875bicubic-10.830-6.160-3
244twins_pcpvt_small70.56029.44089.08010.92024.112240.900bicubic-10.530-6.560+18
245ssl_resnext101_32x4d70.53029.47089.78010.22044.182240.875bilinear-10.394-5.946+27
246deit_small_distilled_patch16_22470.53029.47089.47010.53022.442240.900bicubic-10.678-5.904+8
247legacy_senet15470.52029.48089.00011.000115.092240.875bilinear-10.790-6.496+2
248vit_small_r26_s32_22470.51029.49090.1109.89036.432240.900bicubic-11.346-5.910-26
249halonet50ts70.49029.51089.33010.67022.732560.940bicubic-11.170-6.282-21
250regnetz_b1670.45029.55089.53010.4709.722880.940bicubic-10.264-5.948+32
251gluon_seresnext101_64x4d70.44029.56089.35010.65088.232240.875bicubic-10.438-5.948+23
252twins_svt_small70.44029.56089.35010.65024.062240.900bicubic-11.240-6.320-26
253crossvit_15_24070.44029.56089.54010.46027.532400.875bicubic-11.102-6.150-18
254tf_efficientnet_lite470.43029.57089.11010.89013.013800.920bilinear-11.106-6.558-20
255resnest50d70.42029.58088.76011.24027.482240.875bilinear-10.562-6.620+13
256seresnext50_32x4d70.41029.59089.11010.89027.562240.875bicubic-10.848-6.520-5
257resnest50d_1s4x24d70.39029.61089.23010.77025.682240.875bicubic-10.600-6.094+10
258gernet_l70.36029.64088.98011.02031.082560.875bilinear-10.984-6.552-11
259gluon_resnet152_v1s70.30029.70088.85011.15060.322240.875bicubic-10.716-6.562+7
260repvgg_b370.25029.75088.74011.260123.092240.875bilinear-10.246-6.524+29
261xception41p70.21029.79089.10010.90026.912990.940bicubic-11.750-6.694-43
262coat_mini70.21029.79089.45010.55010.342240.900bicubic-11.056-5.944-11
263sebotnet33ts_25670.15029.85088.80011.20013.702560.940bicubic-11.006-6.370-7
264inception_resnet_v270.12029.88088.69011.31055.842990.897bicubic-10.340-6.618+29
265ecaresnet101d_pruned70.11029.89089.59010.41024.882240.875bicubic-10.704-6.040+12
266efficientnet_el70.11029.89089.29010.71010.593000.904bicubic-11.200-6.240-18
267haloregnetz_b70.10029.90088.86011.14011.682240.940bicubic-10.950-6.336-4
268resmlp_36_distilled_22470.10029.90089.10010.90044.692240.875bicubic-11.054-6.388-11
269gluon_seresnext101_32x4d70.04029.96088.91011.09048.962240.875bicubic-10.866-6.384+5
270poolformer_s3670.03029.97089.20010.80030.862240.900bicubic-11.388-6.250-28
271sehalonet33ts70.02029.98088.70011.30013.692560.940bicubic-10.944-6.572-1
272regnety_32069.99030.01088.88011.120145.052240.875bicubic-10.820-6.364+6
273gluon_resnet152_v1d69.97030.03088.49011.51060.212240.875bicubic-10.506-6.714+18
274levit_25669.95030.05089.24010.76018.892240.900bicubic-11.556-6.252-38
275pit_s_22469.89030.11088.93011.07023.462240.900bicubic-11.210-6.400-14
276ecaresnet50d69.84030.16089.39010.61025.582240.875bicubic-10.760-5.930+10
277ssl_resnext50_32x4d69.72030.28089.44010.56025.032240.875bilinear-10.596-5.970+26
278gluon_resnext101_64x4d69.70030.30088.27011.73083.462240.875bicubic-10.904-6.722+7
279xcit_tiny_24_p16_224_dist69.70030.30088.72011.28012.122241.000bicubic-10.746-6.496+16
280xcit_tiny_12_p16_384_dist69.69030.31089.02010.9806.723841.000bicubic-11.254-6.392-10
281lambda_resnet50ts69.69030.31088.83011.17021.542560.950bicubic-11.456-6.272-22
282resmlp_24_distilled_22469.68030.32089.05010.95030.022240.875bicubic-11.084-6.174-3
283resnext50_32x4d69.67030.33088.65011.35025.032240.950bicubic-11.438-6.676-23
284efficientnet_b3_pruned69.58030.42088.98011.0209.863000.904bicubic-11.278-6.264-8
285gernet_m69.55030.45088.69011.31021.142240.875bilinear-11.194-6.494-5
286nf_resnet5069.54030.46088.73011.27025.562880.940bicubic-11.114-6.604-3
287gcresnext50ts69.53030.47088.84011.16015.672560.900bicubic-11.048-6.3300
288repvgg_b3g469.52030.48088.45011.55083.832240.875bilinear-10.692-6.656+26
289efficientnet_el_pruned69.51030.49088.93011.07010.593000.904bicubic-10.792-6.098+18
290ens_adv_inception_resnet_v269.51030.49088.51011.49055.842990.897bicubic-10.468-6.428+37
291efficientnet_b269.50030.50088.67011.3309.112881.000bicubic-11.114-6.646-7
292gcresnet50t69.50030.50089.06010.94025.902560.900bicubic-11.442-6.394-20
293rexnet_15069.47030.53088.98011.0209.732240.875bicubic-10.840-6.186+12
294swin_tiny_patch4_window7_22469.45030.55089.02010.98028.292240.900bicubic-11.924-6.524-49
295regnetx_32069.44030.56088.28011.720107.812240.875bicubic-10.800-6.742+17
296vit_base_patch32_22469.41030.59089.44010.56088.222240.900bicubic-11.312-6.126-15
297convmixer_768_3269.40030.60088.87011.13021.112240.960bicubic-10.764-6.202+20
298inception_v469.36030.64088.78011.22042.682990.875bicubic-10.802-6.186+20
299legacy_seresnext101_32x4d69.36030.64088.06011.94048.962240.875bilinear-10.864-6.950+14
300ecaresnetlight69.34030.66089.23010.77030.162240.875bicubic-11.112-6.020-6
301resnet50d69.34030.66088.23011.77025.582240.875bicubic-11.182-6.932-13
302xception7169.32030.68088.27011.73042.342990.903bicubic-10.556-6.652+30
303vit_small_patch32_38469.28030.72089.82010.18022.923841.000bicubic-11.204-5.780-13
304gluon_xception6569.16030.84088.08011.92039.922990.903bicubic-10.556-6.780+37
305gluon_resnet152_v1c69.15030.85087.86012.14060.212240.875bicubic-10.758-6.988+25
306mixnet_xl69.12030.88088.31011.69011.902240.875bicubic-11.354-6.624-14
307seresnet33ts69.10030.90088.49011.51019.782560.900bicubic-11.250-6.616-7
308tf_efficientnetv2_b269.09030.91088.22011.78010.102600.890bicubic-11.116-6.822+7
309resnetv2_5069.07030.93088.44011.56025.552240.950bicubic-11.350-6.576-13
310gluon_resnet101_v1d69.01030.99088.10011.90044.572240.875bicubic-11.410-6.974-13
311repvgg_b2g469.00031.00088.35011.65061.762240.875bilinear-10.370-6.338+48
312gcresnet33ts68.99031.01088.47011.53019.882560.900bicubic-11.090-6.530+9
313gluon_resnext101_32x4d68.95031.05088.36011.64044.182240.875bicubic-11.394-6.566-12
314seresnet5068.95031.05088.70011.30028.092240.875bicubic-11.314-6.372-5
315tf_efficientnet_b2_ap68.95031.05088.35011.6509.112600.890bicubic-11.352-6.866-9
316cspdarknet5368.92031.08088.60011.40027.642560.887bilinear-11.142-6.484+7
317regnety_12068.87031.13088.33011.67051.822240.875bicubic-11.506-6.286-18
318resnet50_gn68.85031.15088.42011.58025.562240.940bicubic-11.204-6.528+6
319gluon_resnet152_v1b68.83031.17087.71012.29060.192240.875bicubic-10.850-7.028+26
320eca_resnet33ts68.81031.19088.58011.42019.682560.900bicubic-11.270-6.3900
321cspresnext5068.79031.21087.94012.06020.572240.875bilinear-11.260-7.006+4
322dpn13168.76031.24087.44012.56079.252240.875bicubic-11.064-7.268+15
323gmlp_s16_22468.76031.24088.08011.92019.422240.875bicubic-10.880-6.544+25
324poolformer_s2468.76031.24088.21011.79021.392240.900bicubic-11.554-6.836-20
325tf_efficientnet_b268.74031.26087.98012.0209.112600.890bicubic-11.340-6.928-3
326resnext50d_32x4d68.73031.27088.30011.70025.052240.875bicubic-10.940-6.564+20
327resnet5068.72031.28087.66012.34025.562240.950bicubic-11.656-7.466-29
328gluon_resnet101_v1s68.71031.29087.91012.09044.672240.875bicubic-11.588-7.254-20
329deit_small_patch16_22468.70031.30088.21011.79022.052240.900bicubic-11.160-6.836+4
330dpn10768.70031.30088.14011.86086.922240.875bicubic-11.472-6.766-14
331gluon_seresnext50_32x4d68.67031.33088.32011.68027.562240.875bicubic-11.244-6.512-2
332hrnet_w6468.65031.35088.05011.950128.062240.875bilinear-10.822-6.602+22
333dpn9868.61031.39087.66012.34061.572240.875bicubic-11.036-6.936+14
334xcit_tiny_12_p8_22468.58031.42088.69011.3106.712241.000bicubic-11.110-6.364+9
335regnetx_16068.53031.47088.45011.55054.282240.875bicubic-11.320-6.380-1
336rexnet_13068.46031.54088.04011.9607.562240.875bicubic-11.040-6.644+16
337cspresnet5068.44031.56087.97012.03021.622560.887bilinear-11.142-6.734+13
338tf_efficientnet_el68.43031.57088.21011.79010.593000.904bicubic-11.820-6.912-28
339xcit_tiny_24_p16_22468.43031.57088.29011.71012.122241.000bicubic-11.014-6.594+18
340ecaresnet50d_pruned68.41031.59088.37011.63019.942240.875bicubic-11.298-6.510+2
341cait_xxs36_22468.40031.60088.63011.37017.302241.000bicubic-11.348-6.236-1
342skresnext50_32x4d68.37031.63087.56012.44027.482240.875bicubic-11.782-7.084-23
343ssl_resnet5068.36031.64088.53011.47025.562240.875bilinear-10.866-6.306+30
344fbnetv3_d68.34031.66088.45011.55010.312560.950bilinear-11.342-6.498-1
345dla102x268.34031.66087.89012.11041.282240.875bilinear-11.106-6.742+12
346efficientnet_b2_pruned68.32031.68088.10011.9008.312600.890bicubic-11.596-6.754-18
347resmlp_big_24_22468.32031.68087.53012.470129.142240.875bicubic-12.712-7.490-83
348gluon_resnext50_32x4d68.31031.69087.30012.70025.032240.875bicubic-11.054-7.126+12
349vit_base_patch16_224_sam68.26031.74087.73012.27086.572240.900bicubic-11.982-7.024-38
350ecaresnet26t68.23031.77088.79011.21016.013200.950bicubic-11.618-6.296-15
351tf_efficientnet_lite368.23031.77087.74012.2608.203000.904bilinear-11.590-7.172-13
352ese_vovnet39b68.20031.80088.26011.74024.572240.875bicubic-11.112-6.454+10
353fbnetv3_b68.18031.82087.93012.0708.602560.950bilinear-10.968-6.816+25
354regnetx_12068.17031.83087.66012.34046.112240.875bicubic-11.422-7.074-5
355resmlp_36_22468.06031.94088.19011.81044.692240.875bicubic-11.708-6.696-16
356resnetrs5068.03031.97087.71012.29035.692240.910bicubic-11.856-7.256-25
357pit_xs_distilled_22468.00032.00087.72012.28011.002240.900bicubic-11.306-6.644+6
358dpn9267.96032.04087.56012.44037.672240.875bicubic-12.056-7.264-32
359nf_regnet_b167.96032.04088.20011.80010.222880.900bicubic-11.328-6.548+9
360gluon_resnet50_v1d67.95032.05087.13012.87025.582240.875bicubic-11.126-7.342+22
361resnetv2_50x1_bitm67.92032.08089.29010.71025.554481.000bilinear-12.422-6.390-59
362levit_19267.90032.10087.89012.11010.952240.900bicubic-11.932-6.896-26
363tf_efficientnetv2_b167.89032.11087.79012.2108.142400.882bicubic-11.574-6.934-8
364regnetx_08067.88032.12086.99013.01039.572240.875bicubic-11.322-7.564+12
365resnext101_32x8d67.86032.14087.49012.51088.792240.875bilinear-11.456-7.028-4
366legacy_seresnext50_32x4d67.85032.15087.62012.38027.562240.875bilinear-11.218-6.814+17
367efficientnet_em67.83032.17088.12011.8806.902400.882bicubic-11.420-6.674+5
368lambda_resnet26t67.82032.18087.77012.23010.962560.940bicubic-11.278-6.818+12
369resmlp_24_22467.80032.20087.62012.38030.022240.875bicubic-11.582-6.926-11
370hrnet_w4867.77032.23087.41012.59077.472240.875bilinear-11.532-7.102-3
371hrnet_w4467.74032.26087.56012.44067.062240.875bilinear-11.160-6.814+20
372coat_lite_mini67.71032.29087.68012.32011.012240.900bicubic-11.386-6.924+9
373tf_efficientnet_b0_ns67.70032.30088.07011.9305.292240.875bicubic-10.958-6.308+27
374regnetx_06467.68032.32087.53012.47026.212240.875bicubic-11.386-6.928+10
375eca_botnext26ts_25667.67032.33087.05012.95010.592560.950bicubic-11.604-7.566-5
376xception67.67032.33087.58012.42022.862990.897bicubic-11.380-6.812+9
377dla16967.63032.37087.59012.41053.392240.875bilinear-11.062-6.750+22
378dpn68b67.63032.37087.67012.33012.612240.875bicubic-11.590-6.748-4
379halonet26t67.63032.37087.24012.76012.482560.950bicubic-11.486-7.0700
380gluon_inception_v367.59032.41087.47012.53023.832990.875bicubic-11.214-6.900+14
381hrnet_w4067.58032.42087.13012.87057.562240.875bilinear-11.336-7.344+8
382gluon_resnet101_v1c67.58032.42087.18012.82044.572240.875bicubic-11.954-7.400-30
383legacy_seresnet15267.53032.47087.40012.60066.822240.875bilinear-11.122-6.970+18
384tf_efficientnet_b1_ap67.52032.48087.76012.2407.792400.882bicubic-11.760-6.544-15
385eca_halonext26ts67.47032.53087.23012.77010.762560.940bicubic-12.020-7.368-32
386gluon_resnet101_v1b67.47032.53087.24012.76044.552240.875bicubic-11.832-7.280-20
387efficientnet_b167.46032.54087.51012.4907.792561.000bicubic-11.336-6.832+8
388res2net50_26w_8s67.46032.54087.28012.72048.402240.875bilinear-11.520-7.014-1
389resnetblur5067.46032.54087.44012.56025.562240.875bicubic-11.844-7.194-24
390tf_efficientnet_cc_b1_8e67.45032.55087.32012.68039.722400.882bicubic-11.856-7.052-27
391res2net101_26w_4s67.45032.55087.01012.99045.212240.875bilinear-11.746-7.426-13
392resnet33ts67.37032.63087.58012.42019.682560.900bicubic-11.840-6.992-17
393cait_xxs24_22467.34032.66087.51012.49011.962241.000bicubic-11.044-6.800+23
394regnetx_03267.29032.71086.99013.01015.302240.875bicubic-10.882-7.098+33
395coat_tiny67.26032.74087.29012.7105.502240.900bicubic-11.170-6.750+18
396xception4167.25032.75087.21012.79026.972990.903bicubic-11.260-7.068+9
397resnest26d67.19032.81087.17012.83017.072240.875bilinear-11.286-7.122+11
398legacy_seresnet10167.16032.84087.05012.95049.332240.875bilinear-11.228-7.214+17
399repvgg_b267.16032.84087.33012.67089.022240.875bilinear-11.632-7.088-3
400botnet26t_25667.13032.87087.53012.47012.492560.950bicubic-12.122-6.998-29
401dla60x67.10032.90087.18012.82017.352240.875bilinear-11.144-6.838+22
402gluon_resnet50_v1s67.07032.93086.86013.14025.682240.875bicubic-11.642-7.380-4
403tv_resnet15267.04032.96087.55012.45060.192240.875bilinear-11.276-6.484+16
404dla102x67.03032.97086.79013.21026.312240.875bilinear-11.486-7.4360
405dla60_res2net67.02032.98087.16012.84020.852240.875bilinear-11.442-7.046+4
406xcit_tiny_12_p16_224_dist67.01032.99087.42012.5806.722241.000bicubic-11.566-6.776-4
407lambda_resnet26rpt_25666.97033.03087.13012.87010.992560.940bicubic-11.998-7.298-18
408mixnet_l66.94033.06086.92013.0807.332240.875bicubic-12.036-7.258-20
409res2net50_26w_6s66.92033.08086.86013.14037.052240.875bilinear-11.646-7.274-6
410pit_xs_22466.91033.09087.29012.71010.622240.900bicubic-11.276-6.874+16
411repvgg_b166.91033.09086.79013.21057.422240.875bilinear-11.458-7.306+6
412tf_efficientnet_b166.89033.11087.01012.9907.792400.882bicubic-11.938-7.188-19
413xcit_nano_12_p8_384_dist66.87033.13087.11012.8903.053841.000bicubic-10.948-6.934+34
414efficientnet_es66.86033.14086.71013.2905.442240.875bicubic-11.196-7.226+17
415mobilevit_s66.86033.14087.08012.9205.582560.900bicubic-11.452-7.072+5
416regnetx_04066.84033.16086.73013.27022.122240.875bicubic-11.642-7.514-9
417resnet32ts66.83033.17087.26012.74017.962560.900bicubic-12.182-7.098-31
418tf_mixnet_l66.79033.21086.46013.5407.332240.875bicubic-11.984-7.536-21
419hrnet_w3066.78033.22086.78013.22037.712240.875bilinear-11.418-7.444+6
420hrnet_w3266.75033.25087.31012.69041.232240.875bilinear-11.698-6.884-10
421selecsls60b66.73033.27086.52013.48032.772240.875bicubic-11.682-7.654-7
422wide_resnet101_266.71033.29087.03012.970126.892240.875bilinear-12.144-7.260-30
423tf_efficientnetv2_b066.69033.31086.71013.2907.142240.875bicubic-11.670-7.310-5
424adv_inception_v366.66033.34086.54013.46023.832990.875bicubic-10.922-7.196+31
425dla60_res2next66.64033.36087.03012.97017.032240.875bilinear-11.800-7.120-14
426vit_tiny_patch16_38466.58033.42087.27012.7305.793841.000bicubic-11.854-7.272-14
427levit_12866.57033.43086.75013.2509.212240.900bicubic-11.922-7.256-21
428gluon_resnet50_v1c66.55033.45086.18013.82025.582240.875bicubic-11.462-7.810+6
429dla10266.53033.47086.91013.09033.272240.875bilinear-11.500-7.038+4
430gmixer_24_22466.43033.57086.16013.84024.722240.875bicubic-11.606-7.510+2
431tf_inception_v366.41033.59086.66013.34023.832990.875bicubic-11.446-6.980+13
432bat_resnext26ts66.39033.61086.83013.17010.732560.900bicubic-11.860-7.268-10
433hardcorenas_f66.38033.62086.20013.8008.202240.875bilinear-11.718-7.602-3
434coat_lite_tiny66.30033.70086.98013.0205.722240.900bicubic-11.214-6.936+24
435efficientnet_b066.30033.70085.98014.0205.292240.875bicubic-11.390-7.550+14
436legacy_seresnet5066.26033.74086.34013.66028.092240.875bilinear-11.370-7.410+15
437selecsls6066.20033.80086.33013.67030.672240.875bicubic-11.776-7.416-1
438tf_efficientnet_em66.18033.82086.36013.6406.902400.882bicubic-11.952-7.684-9
439tv_resnext50_32x4d66.17033.83086.04013.96025.032240.875bilinear-11.446-7.660+13
440tf_efficientnet_cc_b0_8e66.16033.84086.24013.76024.012240.875bicubic-11.746-7.4160
441res2net50_26w_4s66.14033.86086.59013.41025.702240.875bilinear-11.820-7.262-4
442resmlp_12_distilled_22466.14033.86086.62013.38015.352240.875bicubic-11.802-6.938-4
443inception_v366.13033.87086.32013.68023.832990.875bicubic-11.308-7.154+18
444efficientnet_b1_pruned66.09033.91086.57013.4306.332400.882bicubic-12.150-7.264-20
445rexnet_10066.08033.92086.50013.5004.802240.875bicubic-11.778-7.370-3
446regnety_01666.08033.92086.37013.63011.202240.875bicubic-11.780-7.352-3
447gluon_resnet50_v1b66.07033.93086.26013.74025.562240.875bicubic-11.510-7.462+9
448res2net50_14w_8s66.01033.99086.25013.75025.062240.875bilinear-12.134-7.598-20
449tinynet_a66.01033.99085.79014.2106.191920.875bicubic-11.640-7.746+1
450gcresnext26ts65.95034.05085.92014.08010.482560.900bicubic-11.870-7.910-4
451seresnext26t_32x4d65.88034.12085.67014.33016.812240.875bicubic-12.096-8.160-16
452res2next5065.86034.14085.84014.16024.672240.875bilinear-12.392-8.046-31
453densenet16165.85034.15086.45013.55028.682240.875bicubic-11.504-7.186+11
454hardcorenas_e65.84034.16085.98014.0208.072240.875bilinear-11.954-7.716-6
455repvgg_b1g465.84034.16086.12013.88039.972240.875bilinear-11.746-7.710-1
456resnet34d65.79034.21086.72013.28021.822240.875bicubic-11.324-6.660+16
457eca_resnext26ts65.78034.22085.84014.16010.302560.900bicubic-11.674-7.726+3
458xcit_tiny_12_p16_22465.77034.23086.22013.7806.722241.000bicubic-11.356-7.496+13
459mobilenetv3_large_100_miil65.76034.24085.20014.8005.482240.875bilinear-12.156-7.706-20
460skresnet3465.74034.26085.97014.03022.282240.875bicubic-11.164-7.350+22
461tv_resnet10165.69034.31085.98014.02044.552240.875bilinear-11.688-7.562+2
462seresnext26ts65.65034.35086.16013.84010.392560.900bicubic-12.202-7.630-17
463hardcorenas_d65.63034.37085.46014.5407.502240.875bilinear-11.800-8.022-1
464selecsls42b65.62034.38085.81014.19032.462240.875bicubic-11.554-7.582+6
465poolformer_s1265.59034.41086.13013.87011.922240.900bicubic-11.646-7.374+4
466tf_efficientnet_b0_ap65.49034.51085.59014.4105.292240.875bicubic-11.604-7.666+8
467seresnext26d_32x4d65.42034.58085.97014.03016.812240.875bicubic-12.184-7.638-14
468convmixer_1024_20_ks9_p1465.41034.59085.59014.41024.382240.960bicubic-11.532-7.766+11
469resnet26t65.39034.61086.11013.89016.012560.940bicubic-12.472-7.734-28
470res2net50_48w_2s65.38034.62085.96014.04025.292240.875bilinear-12.140-7.592-13
471tf_efficientnet_lite265.38034.62086.00014.0006.092600.890bicubic-12.088-7.756-12
472densenet20165.29034.71085.68014.32020.012240.875bicubic-12.000-7.798-5
473densenetblur121d65.29034.71085.70014.3008.002240.875bicubic-11.294-7.492+19
474dla6065.20034.80085.76014.24022.042240.875bilinear-11.830-7.560+1
475crossvit_9_dagger_24065.20034.80086.60013.4008.782400.875bicubic-11.782-7.010+3
476ese_vovnet19b_dw65.19034.81085.46014.5406.542240.875bicubic-11.612-7.812+8
477tf_efficientnet_cc_b0_4e65.15034.85085.14014.86013.312240.875bicubic-12.152-8.194-12
478gernet_s65.13034.87085.52014.4808.172240.875bilinear-11.778-7.612+3
479legacy_seresnext26_32x4d65.06034.94085.64014.36016.792240.875bicubic-12.046-7.678-6
480mobilenetv2_120d65.01034.99085.95014.0505.832240.875bicubic-12.284-7.546-14
481hrnet_w1864.93035.07085.74014.26021.302240.875bilinear-11.824-7.700+5
482hardcorenas_c64.85035.15085.24014.7605.522240.875bilinear-12.200-7.918-7
483densenet16964.76035.24085.24014.76014.152240.875bicubic-11.138-7.790+22
484mixnet_m64.70035.30085.46014.5405.012240.875bicubic-12.564-7.964-16
485resnet26d64.68035.32085.11014.89016.012240.875bicubic-12.024-8.040+2
486levit_128s64.59035.41084.75015.2507.782240.900bicubic-11.930-8.122+9
487resnext26ts64.59035.41085.11014.89010.302560.900bicubic-12.190-8.018-2
488xcit_nano_12_p8_224_dist64.56035.44085.98014.0203.052241.000bicubic-11.760-7.108+9
489repvgg_a264.44035.56085.14014.86028.212240.875bilinear-12.018-7.870+7
490xcit_nano_12_p16_384_dist64.43035.57085.31014.6903.053841.000bicubic-11.026-7.380+24
491hardcorenas_b64.41035.59084.86015.1405.182240.875bilinear-12.126-7.894+2
492tf_efficientnet_lite164.39035.61085.48014.5205.422400.882bicubic-12.250-7.740-3
493regnetx_01664.37035.63085.46014.5409.192240.875bicubic-12.580-7.962-15
494resmlp_12_22464.35035.65085.59014.41015.352240.875bicubic-12.306-7.590-6
495tf_efficientnet_b064.30035.70085.28014.7205.292240.875bicubic-12.544-7.948-12
496tf_mixnet_m64.27035.73085.09014.9105.012240.875bicubic-12.672-8.064-16
497dpn6864.24035.76085.18014.82012.612240.875bicubic-12.066-7.794+2
498tf_efficientnet_es64.23035.77084.74015.2605.442240.875bicubic-12.366-8.464-7
499regnety_00864.15035.85085.28014.7206.262240.875bicubic-12.160-7.790-1
500vit_small_patch32_22464.06035.94085.56014.44022.882240.900bicubic-11.926-7.710+2
501mobilenetv2_14064.05035.95085.03014.9706.112240.875bicubic-12.472-7.966-7
502densenet12163.74036.26084.60015.4007.982240.875bicubic-11.844-8.052+7
503hardcorenas_a63.71036.29084.40015.6005.262240.875bilinear-12.210-8.120+1
504resnest14d63.61036.39084.26015.74010.612240.875bilinear-11.894-8.260+7
505tf_mixnet_s63.56036.44084.27015.7304.132240.875bicubic-12.090-8.358+2
506resnet2663.45036.55084.26015.74016.002240.875bicubic-11.850-8.318+10
507mixnet_s63.38036.62084.74015.2604.132240.875bicubic-12.612-8.058-6
508mobilenetv3_large_10063.35036.65084.08015.9205.482240.875bicubic-12.416-8.464-2
509vit_tiny_r_s16_p8_38463.34036.66085.27014.7306.363841.000bicubic-12.614-7.994-7
510tv_resnet5063.34036.66084.66015.34025.562240.875bilinear-12.794-8.208-9
511efficientnet_es_pruned63.31036.69084.95015.0505.442240.875bicubic-11.686-7.490+13
512mixer_b16_22463.28036.72083.32016.68059.882240.875bicubic-13.332-8.908-22
513efficientnet_lite063.24036.76084.44015.5604.652240.875bicubic-12.236-8.072-1
514mobilenetv3_rw63.23036.77084.51015.4905.482240.875bicubic-12.402-8.198-6
515semnasnet_10063.16036.84084.53015.4703.892240.875bicubic-12.290-8.0700
516pit_ti_distilled_22463.14036.86083.96016.0405.102240.900bicubic-11.392-8.136+17
517vit_tiny_patch16_22463.11036.89084.85015.1505.722240.900bicubic-12.352-7.994-4
518regnety_00663.10036.90084.26015.7406.062240.875bicubic-12.150-8.274-1
519tv_densenet12162.95037.05084.25015.7507.982240.875bicubic-11.794-7.902+9
520mobilevit_xs62.94037.06084.83015.1702.322560.900bicubic-11.704-7.526+10
521resnet3462.87037.13084.13015.87021.802240.875bilinear-12.244-8.1540
522legacy_seresnet3462.84037.16084.22015.78021.962240.875bilinear-11.968-7.906+5
523mobilenetv2_110d62.82037.18084.49015.5104.522240.875bicubic-12.218-7.694-1
524deit_tiny_distilled_patch16_22462.80037.20083.92016.0805.912240.900bicubic-11.712-7.966+10
525hrnet_w18_small_v262.79037.21083.99016.01015.602240.875bilinear-12.328-8.426-5
526swsl_resnet1862.77037.23084.30015.70011.692240.875bilinear-10.506-7.436+21
527repvgg_b062.73037.27083.86016.14015.822240.875bilinear-12.430-8.558-9
528tinynet_b62.73037.27084.25015.7503.731880.875bicubic-12.246-7.934-3
529gluon_resnet34_v1b62.57037.43083.99016.01021.802240.875bicubic-12.018-7.998+3
530xcit_nano_12_p8_22462.55037.45084.20015.8003.052241.000bicubic-11.360-7.968+10
531tf_efficientnet_lite062.54037.46084.22015.7804.652240.875bicubic-12.292-7.954-5
532regnetx_00862.49037.51084.02015.9807.262240.875bicubic-12.544-8.320-9
533dla3462.48037.52083.91016.09015.742240.875bilinear-12.140-8.162-2
534fbnetc_10062.47037.53083.38016.6205.572240.875bilinear-12.660-9.006-15
535tf_mobilenetv3_large_10062.46037.54083.97016.0305.482240.875bilinear-13.058-8.634-25
536crossvit_9_24062.26037.74084.24015.7608.552400.875bicubic-11.700-7.728+3
537crossvit_tiny_24062.07037.93083.61016.3907.012400.875bicubic-11.262-8.304+8
538mnasnet_10061.89038.11083.71016.2904.382240.875bicubic-12.768-8.402-9
539regnety_00461.86038.14083.42016.5804.342240.875bicubic-12.164-8.334-2
540vgg19_bn61.86038.14083.45016.550143.682240.875bilinear-12.354-8.398-5
541convit_tiny61.57038.43084.13015.8705.712240.875bicubic-11.544-7.584+7
542ssl_resnet1861.47038.53083.31016.69011.692240.875bilinear-11.138-8.114+11
543regnetx_00661.37038.63083.45016.5506.202240.875bicubic-12.490-8.222-2
544spnasnet_10061.21038.79082.79017.2104.422240.875bilinear-12.874-9.030-8
545tv_resnet3461.19038.81082.72017.28021.802240.875bilinear-12.116-8.704+1
546pit_ti_22460.96039.04083.86016.1404.852240.900bicubic-11.952-7.546+6
547skresnet1860.85039.15082.88017.12011.962240.875bicubic-12.186-8.288+2
548ghostnet_10060.83039.17082.36017.6405.182240.875bilinear-13.144-9.100-10
549vgg16_bn60.76039.24082.95017.050138.372240.875bilinear-12.590-8.554-5
550semnasnet_07560.71039.29082.51017.4902.912240.875bicubic-12.262-8.6260
551tf_mobilenetv3_large_07560.39039.61081.95018.0503.992240.875bilinear-13.046-9.394-8
552xcit_nano_12_p16_224_dist60.25039.75082.49017.5103.052241.000bicubic-12.052-8.368+5
553mobilenetv2_10060.19039.81082.24017.7603.502240.875bicubic-12.780-8.780-2
554resnet18d60.18039.82082.31017.69011.712240.875bicubic-12.070-8.378+4
555vit_base_patch32_224_sam60.00040.00081.23018.77088.222240.900bicubic-13.694-9.780-13
556deit_tiny_patch16_22459.86040.14082.66017.3405.722240.900bicubic-12.312-8.454+4
557legacy_seresnet1859.81040.19081.69018.31011.782240.875bicubic-11.932-8.642+7
558vgg1959.71040.29081.45018.550143.672240.875bilinear-12.656-9.420-3
559regnetx_00459.42040.58081.69018.3105.162240.875bicubic-12.972-9.142-5
560tf_mobilenetv3_large_minimal_10059.08040.92081.15018.8503.922240.875bilinear-13.170-9.480-1
561vit_tiny_r_s16_p8_22459.07040.93081.76018.2406.342240.900bicubic-12.722-9.062+2
562vgg13_bn59.00041.00081.08018.920133.052240.875bilinear-12.594-9.296+3
563hrnet_w18_small58.97041.03081.35018.65013.192240.875bilinear-13.368-9.330-7
564lcnet_10058.86041.14081.19018.8102.952240.875bicubic-13.244-9.186-3
565vgg1658.84041.16081.66018.340138.362240.875bilinear-12.750-8.722+1
566xcit_nano_12_p16_22458.35041.65080.89019.1103.052241.000bicubic-11.604-8.864+5
567gluon_resnet18_v1b58.32041.68080.97019.03011.692240.875bicubic-12.514-8.792+1
568tinynet_c58.17041.83080.28019.7202.461840.875bicubic-13.058-9.470-1
569vgg11_bn57.41042.59080.02019.980132.872240.875bilinear-12.950-9.7820
570resnet1857.17042.83080.20019.80011.692240.875bilinear-12.574-8.882+3
571mobilevit_xxs57.15042.85079.73020.2701.272560.900bicubic-11.770-9.214+4
572vgg1357.14042.86079.55020.450133.052240.875bilinear-12.786-9.6960
573regnety_00256.99043.01079.86020.1403.162240.875bicubic-13.264-9.672-3
574mixer_l16_22456.68043.32075.98024.020208.202240.875bicubic-15.374-11.682-12
575regnetx_00256.06043.94079.22020.7802.682240.875bicubic-12.696-9.336+2
576dla60x_c56.00044.00078.93021.0701.322240.875bilinear-11.892-9.496+3
577vgg1155.80044.20078.84021.160132.862240.875bilinear-13.228-9.786-3
578lcnet_07555.42044.58078.30021.7002.362240.875bicubic-13.396-10.070-2
579mobilenetv3_small_10054.70045.30077.77022.2302.542240.875bicubic-12.956-9.864+1
580tf_mobilenetv3_small_10054.53045.47077.06022.9402.542240.875bilinear-13.394-10.604-2
581tinynet_d53.42046.58076.35023.6502.341520.875bicubic-13.538-10.7140
582mnasnet_small53.27046.73075.89024.1102.032240.875bicubic-12.936-10.6180
583dla46x_c53.05046.95076.87023.1301.072240.875bilinear-12.920-10.1100
584mobilenetv2_05052.85047.15075.43024.5701.972240.875bicubic-13.092-10.6520
585tf_mobilenetv3_small_07552.15047.85075.48024.5202.042240.875bilinear-13.564-10.6540
586dla46_c52.13047.87075.69024.3101.302240.875bilinear-12.736-10.604+1
587mobilenetv3_small_07551.92048.08074.73025.2702.042240.875bicubic-13.322-10.708-1
588lcnet_05049.99050.01073.46026.5401.882240.875bicubic-13.110-10.9220
589tf_mobilenetv3_small_minimal_10049.50050.50073.05026.9502.042240.875bilinear-13.408-11.1840
590tinynet_e46.70053.30070.36029.6402.041060.875bicubic-13.156-11.4040
591mobilenetv3_small_05044.89055.11067.67032.3301.592240.875bicubic-13.000-12.5240