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

57 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_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-8.100-2.810+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-8.906-3.436-2
6deit3_huge_patch14_224_in21ft1k79.16020.84094.8605.140632.132241.000bicubic-8.020-3.400+5
7deit3_large_patch16_384_in21ft1k79.10020.90094.8805.120304.763841.000bicubic-8.616-3.632-1
8beit_large_patch16_22478.82021.18094.6105.390304.432240.900bicubic-8.656-3.6940
9deit3_large_patch16_224_in21ft1k78.63021.37094.7205.280304.372241.000bicubic-8.352-3.518+8
10tf_efficientnet_b7_ns78.52021.48094.3905.61066.356000.949bicubic-8.312-3.706+10
11volo_d5_51277.97022.03094.1605.840296.095121.150bicubic-9.070-3.808+4
12vit_large_patch16_38477.94022.06094.4405.560304.723841.000bicubic-9.140-3.860+2
13deit3_base_patch16_384_in21ft1k77.88022.12094.0305.97086.883841.000bicubic-8.862-4.082+10
14volo_d5_44877.77022.23094.0505.950295.914481.150bicubic-9.184-3.890+4
15volo_d4_44877.75022.25093.9306.070193.414481.150bicubic-9.042-3.952+7
16convnext_large_384_in22ft1k77.73022.27094.0805.920197.773841.000bicubic-9.666-4.286-6
17convnext_xlarge_384_in22ft1k77.71022.29094.2005.800350.203841.000bicubic-9.834-4.286-10
18swinv2_large_window12to24_192to384_22kft1k77.31022.69093.9306.070196.743841.000bicubic-10.146-4.322-9
19tf_efficientnet_b6_ns77.28022.72093.8906.11043.045280.942bicubic-9.170-3.996+9
20swinv2_base_window12to24_192to384_22kft1k77.17022.83094.2605.74087.923841.000bicubic-9.938-3.976-7
21volo_d3_44877.07022.93094.1105.89086.634481.000bicubic-9.426-3.600+4
22vit_large_r50_s32_38477.07022.93093.7206.280329.093841.000bicubic-9.110-4.200+13
23tf_efficientnetv2_xl_in21ft1k77.04022.96093.2706.730208.125121.000bicubic-9.380-4.598+7
24swin_large_patch4_window12_38477.03022.97093.7506.250196.743841.000bicubic-10.122-4.490-12
25tf_efficientnetv2_l_in21ft1k76.94023.06093.9606.040118.524801.000bicubic-9.364-4.020+7
26swinv2_large_window12to16_192to256_22kft1k76.93023.07093.5406.460196.742560.900bicubic-10.016-4.570-7
27beit_base_patch16_38476.90023.10093.9106.09086.743841.000bicubic-9.898-4.226-6
28ig_resnext101_32x48d76.88023.12093.3106.690828.412240.875bilinear-8.556-4.266+30
29cait_m48_44876.87023.13093.3706.630356.464481.000bicubic-9.618-4.380-2
30ig_resnext101_32x32d76.82023.18093.2006.800468.532240.875bilinear-8.280-4.234+42
31tf_efficientnet_b5_ns76.81023.19093.5806.42030.394560.934bicubic-9.278-4.172+5
32convnext_xlarge_in22ft1k76.77023.23093.5506.450350.202240.875bicubic-10.232-4.662-16
33deit3_large_patch16_38476.69023.31093.3506.650304.763841.000bicubic-9.116-4.246+14
34xcit_large_24_p8_384_dist76.62023.38093.0906.910188.933841.000bicubic-9.378-4.594+7
35convnext_base_384_in22ft1k76.58023.42093.7206.28088.593841.000bicubic-9.962-4.470-10
36volo_d5_22476.58023.42093.3006.700295.462240.960bicubic-9.490-4.278+1
37deit3_base_patch16_224_in21ft1k76.54023.46093.5606.44086.592241.000bicubic-9.176-4.184+14
38vit_base_patch16_38476.48023.52093.7706.23086.863841.000bicubic-9.526-4.234+2
39convnext_large_in22ft1k76.43023.57093.4706.530197.772240.875bicubic-10.206-4.558-15
40swinv2_base_window12to16_192to256_22kft1k76.43023.57093.6906.31087.922560.900bicubic-9.840-4.206-7
41cait_m36_38476.33023.67093.0506.950271.223841.000bicubic-9.724-4.680-3
42vit_large_patch16_22476.30023.70093.6006.400304.332240.900bicubic-9.544-4.222+1
43swin_base_patch4_window12_38476.29023.71093.3206.68087.903841.000bicubic-10.142-4.736-14
44tf_efficientnetv2_l76.28023.72092.9707.030118.524801.000bicubic-9.208-4.402+12
45swin_large_patch4_window7_22476.27023.73093.4106.590196.532240.900bicubic-10.050-4.482-14
46cait_s36_38476.21023.79092.9707.03068.373841.000bicubic-9.250-4.508+11
47xcit_medium_24_p8_384_dist76.14023.86092.9807.02084.323841.000bicubic-9.676-4.612-1
48dm_nfnet_f676.13023.87093.1106.890438.365760.956bicubic-10.012-4.620-13
49tf_efficientnet_b7_ap76.10023.90092.9707.03066.356000.949bicubic-9.020-4.282+22
50volo_d2_38476.09023.91093.1306.87058.873841.000bicubic-9.946-4.444-11
51tf_efficientnet_b8_ap76.08023.92092.7307.27087.416720.954bicubic-9.292-4.564+12
52vit_base_patch8_22476.01023.99093.3706.63086.582240.900bicubic-9.780-4.422-4
53volo_d4_22476.01023.99093.0106.990192.962240.960bicubic-9.866-4.458-11
54xcit_large_24_p8_224_dist75.99024.01092.7307.270188.932241.000bicubic-9.408-4.680+8
55tf_efficientnetv2_m_in21ft1k75.92024.08093.2806.72054.144801.000bicubic-9.666-4.466-2
56dm_nfnet_f475.85024.15092.9707.030316.075120.951bicubic-9.864-4.550-4
57xcit_large_24_p16_384_dist75.82024.18092.7507.250189.103841.000bicubic-9.932-4.788-8
58deit3_huge_patch14_22475.79024.21092.7607.240632.132240.900bicubic-9.416-4.598+10
59xcit_small_24_p8_384_dist75.77024.23092.9707.03047.633841.000bicubic-9.784-4.602-5
60ig_resnext101_32x16d75.75024.25092.8807.120194.032240.875bilinear-8.420-4.318+63
61tf_efficientnet_b4_ns75.67024.33093.0506.95019.343800.922bicubic-9.490-4.420+9
62volo_d1_38475.62024.38093.0606.94026.783841.000bicubic-9.630-4.154+4
63volo_d3_22475.61024.39093.0007.00086.332240.960bicubic-9.802-4.280-2
64convnext_base_in22ft1k75.58024.42093.1306.87088.592240.875bicubic-10.244-4.736-21
65vit_base_r50_s16_38475.58024.42092.7907.21098.953841.000bicubic-9.396-4.500+18
66deit_base_distilled_patch16_38475.55024.45092.5007.50087.633841.000bicubic-9.872-4.832-7
67tf_efficientnetv2_m75.52024.48092.6207.38054.144801.000bicubic-9.516-4.658+12
68regnetz_e875.49024.51092.7107.29057.703201.000bicubic-9.540-4.554+12
69cait_s24_38475.48024.52092.6007.40047.063841.000bicubic-9.570-4.748+9
70xcit_medium_24_p8_224_dist75.47024.53092.9007.10084.322241.000bicubic-9.600-4.380+6
71swsl_resnext101_32x8d75.42024.58092.7507.25088.792240.875bilinear-8.870-4.432+42
72tf_efficientnet_b6_ap75.38024.62092.4407.56043.045280.942bicubic-9.406-4.698+18
73beit_base_patch16_22475.37024.63093.0406.96086.532240.900bicubic-9.858-4.616-6
74volo_d2_22475.30024.70092.5107.49058.682240.960bicubic-9.894-4.678-5
75dm_nfnet_f375.20024.80092.9407.060254.924160.940bicubic-10.322-4.522-20
76efficientnetv2_rw_m75.16024.84092.5707.43053.244161.000bicubic-9.652-4.576+13
77deit3_large_patch16_22475.14024.86092.2807.720304.372240.900bicubic-9.622-4.758+14
78ecaresnet269d75.12024.88092.8407.160102.093521.000bicubic-9.854-4.386+5
79xcit_medium_24_p16_384_dist75.11024.89092.4407.56084.403841.000bicubic-10.312-4.966-19
80deit3_small_patch16_384_in21ft1k75.09024.91092.8007.20022.213841.000bicubic-9.734-4.684+8
81convnext_small_384_in22ft1k75.05024.95093.0106.99050.223841.000bicubic-10.674-4.854-31
82dm_nfnet_f575.01024.99092.6007.400377.215440.954bicubic-10.806-4.886-37
83xcit_small_24_p8_224_dist74.98025.02092.3007.70047.632241.000bicubic-9.896-4.888+4
84tf_efficientnet_b874.93025.07092.3207.68087.416720.954bicubic-10.438-5.072-20
85xcit_small_12_p8_384_dist74.86025.14092.4607.54026.213841.000bicubic-10.220-4.820-11
86eca_nfnet_l274.83025.17092.6507.35056.723841.000bicubic-9.866-4.614+8
87deit3_base_patch16_38474.79025.21092.2407.76086.883841.000bicubic-10.286-5.014-12
88tf_efficientnet_b774.72025.28092.2207.78066.356000.949bicubic-10.214-4.986-4
89xcit_large_24_p16_224_dist74.67025.33091.8608.140189.102241.000bicubic-10.250-5.272-4
90dm_nfnet_f274.62025.38092.2507.750193.783520.920bicubic-10.446-4.992-13
91tf_efficientnet_b5_ap74.59025.41091.9908.01030.394560.934bicubic-9.664-4.988+26
92xcit_small_24_p16_384_dist74.58025.42092.4507.55047.673841.000bicubic-10.508-4.858-19
93dm_nfnet_f174.57025.43092.2607.740132.633200.910bicubic-10.054-4.838+2
94swin_base_patch4_window7_22474.54025.46092.5607.44087.772240.900bicubic-10.710-5.002-29
95seresnet152d74.52025.48092.0807.92066.843201.000bicubic-9.844-4.964+14
96regnetz_04074.46025.54091.9008.10027.123201.000bicubic-9.776-5.032+22
97resnest200e74.46025.54091.8608.14070.203200.909bicubic-9.368-5.032+49
98tf_efficientnetv2_s_in21ft1k74.45025.55092.5007.50021.463841.000bicubic-9.846-4.754+14
99regnetz_040h74.44025.56092.2407.76028.943201.000bicubic-10.056-4.766+3
100resnetrs20074.36025.64091.9408.06093.213201.000bicubic-10.080-5.140+4
101seresnextaa101d_32x8d74.32025.68091.7208.28093.592881.000bicubic-10.252-5.350-4
102convnext_small_in22ft1k74.21025.79092.5507.45050.222240.875bicubic-10.358-4.846-4
103seresnext101d_32x8d74.21025.79091.8608.14093.592881.000bicubic-10.152-5.058+7
104efficientnetv2_rw_s74.18025.82091.7108.29023.943841.000bicubic-9.630-5.014+44
105cait_xs24_38474.17025.83091.9108.09026.673841.000bicubic-9.894-4.980+22
106resnest269e74.17025.83091.9308.070110.934160.928bicubic-10.348-5.056-5
107pit_b_distilled_22474.16025.84091.6608.34074.792240.900bicubic-9.982-5.196+18
108swsl_resnext101_32x4d74.14025.86091.9908.01044.182240.875bilinear-9.100-4.770+67
109eca_nfnet_l174.12025.88092.0707.93041.413201.000bicubic-9.892-4.962+26
110vit_large_r50_s32_22474.12025.88092.3807.620328.992240.900bicubic-10.310-4.786-4
111volo_d1_22474.12025.88092.0307.97026.632240.960bicubic-10.044-4.744+13
112xcit_small_12_p16_384_dist74.12025.88092.0707.93026.253841.000bicubic-10.588-5.046-19
113convnext_large74.07025.93091.5508.450197.772240.875bicubic-10.226-5.344-2
114xcit_large_24_p8_22474.07025.93090.8909.110188.932241.000bicubic-10.322-5.768-6
115vit_base_patch16_224_miil74.04025.96091.7008.30086.542240.875bilinear-10.232-5.1020
116resnetv2_152x4_bitm74.01025.99092.3407.660936.534801.000bilinear-10.908-5.102-31
117swinv2_base_window16_25674.01025.99091.7508.25087.922560.900bicubic-10.582-5.324-20
118tf_efficientnetv2_s74.00026.00091.5308.47021.463841.000bicubic-9.884-5.168+21
119vit_base_patch16_22474.00026.00092.4707.53086.572240.900bicubic-10.530-4.826-20
120swsl_resnext101_32x16d73.99026.01092.1807.820194.032240.875bilinear-9.360-4.664+51
121crossvit_18_dagger_40873.97026.03091.4108.59044.614081.000bicubic-10.224-5.408+1
122regnetz_d3273.97026.03091.9508.05027.583200.950bicubic-10.054-4.918+11
123seresnext101_32x8d73.94026.06091.4508.55093.572881.000bicubic-10.264-5.424-2
124resnetrs42073.92026.08091.7608.240191.894161.000bicubic-11.088-5.364-43
125resnetv2_152x2_bitm73.92026.08092.6707.330236.344481.000bilinear-10.590-4.764-24
126xcit_small_12_p8_224_dist73.92026.08091.7208.28026.212241.000bicubic-10.310-5.154-7
127resmlp_big_24_224_in22ft1k73.90026.10091.7508.250129.142240.875bicubic-10.498-5.368-20
128tf_efficientnet_b673.89026.11091.7508.25043.045280.942bicubic-10.218-5.138-2
129tf_efficientnet_b3_ns73.88026.12091.8708.13012.233000.904bicubic-10.168-5.042+2
130convnext_base73.87026.13091.3208.68088.592240.875bicubic-9.970-5.430+13
131deit3_small_patch16_224_in21ft1k73.84026.16091.9608.04022.062241.000bicubic-9.236-4.816+56
132vit_small_r26_s32_38473.80026.20092.2907.71036.473841.000bicubic-10.248-5.0380
133regnetz_d873.76026.24092.0207.98023.373201.000bicubic-10.292-4.976-4
134regnety_08073.73026.27091.7908.21039.182881.000bicubic-10.198-5.098+4
135resnetrs27073.69026.31091.5708.430129.863521.000bicubic-10.746-5.404-30
136resnetv2_101x3_bitm73.68026.32092.4707.530387.934481.000bilinear-10.764-4.912-33
137resnet200d73.68026.32091.5708.43064.693201.000bicubic-10.280-5.254-1
138ig_resnext101_32x8d73.66026.34092.1607.84088.792240.875bilinear-9.038-4.472+69
139xcit_medium_24_p16_224_dist73.65026.35091.5808.42084.402241.000bicubic-10.628-5.360-25
140regnety_06473.59026.41091.3508.65030.582881.000bicubic-10.130-5.376+14
141tf_efficientnet_b573.56026.44091.4608.54030.394560.934bicubic-10.254-5.288+6
142swinv2_base_window8_25673.54026.46091.5208.48087.922560.900bicubic-10.722-5.402-26
143resnet152d73.53026.47091.2308.77060.213201.000bicubic-10.148-5.510+16
144regnetv_06473.49026.51091.5908.41030.582881.000bicubic-10.222-5.156+12
145deit3_base_patch16_22473.48026.52091.2908.71086.592240.900bicubic-10.312-5.294+5
146sequencer2d_l73.48026.52091.1008.90054.302240.875bicubic-9.926-5.400+20
147xcit_tiny_24_p8_384_dist73.42026.58091.5608.44012.113841.000bicubic-10.326-5.152+5
148resnetrs35073.40026.60091.3108.690163.963841.000bicubic-11.312-5.680-56
149twins_svt_large73.39026.61090.9109.09099.272240.900bicubic-10.290-5.684+9
150regnetz_d8_evos73.37026.63091.6408.36023.463200.950bicubic-10.680-5.356-20
151regnety_16073.36026.64091.7008.30083.592881.000bicubic-10.332-5.076+6
152swin_s3_base_22473.32026.68091.1908.81071.132240.900bicubic-10.612-5.470-15
153efficientnet_b473.31026.69091.2808.72019.343841.000bicubic-10.114-5.318+12
154vit_small_patch16_38473.30026.70092.0008.00022.203841.000bicubic-10.500-5.100-5
155resmlp_big_24_distilled_22473.29026.71091.1608.840129.142240.875bicubic-10.298-5.488+5
156swinv2_small_window16_25673.27026.73091.2708.73049.732560.900bicubic-10.940-5.600-36
157xcit_small_24_p16_224_dist73.26026.74091.4608.54047.672241.000bicubic-10.610-5.272-17
158deit_base_distilled_patch16_22473.24026.76091.0009.00087.342240.900bicubic-10.148-5.488+10
159resnetrs15273.20026.80091.2608.74086.623201.000bicubic-10.514-5.354-4
160xcit_medium_24_p8_22473.15026.85090.2809.72084.322241.000bicubic-10.588-6.114-7
161vit_base_patch32_38473.13026.87091.2408.76088.303841.000bicubic-10.222-5.596+9
162jx_nest_base73.12026.88091.0608.94067.722240.875bicubic-10.434-5.304-1
163swinv2_small_window8_25673.11026.89090.9309.07049.732560.900bicubic-10.744-5.712-22
164deit3_small_patch16_38473.09026.91091.2408.76022.213841.000bicubic-10.338-5.4360
165xcit_small_24_p8_22473.08026.92091.1408.86047.632241.000bicubic-10.760-5.496-21
166cait_s24_22473.07026.93091.1208.88046.922241.000bicubic-10.388-5.442-3
167crossvit_15_dagger_40872.95027.05091.0908.91028.504081.000bicubic-10.888-5.690-22
168resnetv2_152x2_bit_teacher_38472.90027.10091.5508.450236.343841.000bicubic-10.944-5.566-26
169tf_efficientnet_b4_ap72.88027.12090.9809.02019.343800.922bicubic-10.368-5.412+5
170regnetv_04072.88027.12091.1108.89020.642881.000bicubic-10.318-5.554+7
171dm_nfnet_f072.88027.12091.0808.92071.492560.900bicubic-10.504-5.494-2
172convnext_tiny_384_in22ft1k72.85027.15091.5608.44028.593841.000bicubic-11.226-5.598-45
173swinv2_cr_small_ns_22472.80027.20090.8009.20049.702240.900bicubic-10.686-5.684-11
174xception65p72.79027.21090.9109.09039.822990.940bicubic-10.340-5.570+10
175regnety_03272.76027.24090.9609.04019.442881.000bicubic-9.964-5.462+30
176regnety_04072.72027.28090.7309.27020.652881.000bicubic-10.316-5.780+14
177swin_s3_small_22472.69027.31090.5609.44049.742240.900bicubic-11.084-5.892-26
178xcit_small_12_p8_22472.62027.38090.6709.33026.212241.000bicubic-10.720-5.810-6
179resnext101_64x4d72.62027.38090.8409.16083.462881.000bicubic-10.524-5.534+2
180pnasnet5large72.61027.39090.5109.49086.063310.911bicubic-10.172-5.532+22
181nfnet_l072.61027.39091.0009.00035.072881.000bicubic-10.142-5.518+23
182xception6572.60027.40090.8209.18039.922990.940bicubic-10.574-5.772-4
183resnest101e72.58027.42090.8209.18048.282560.875bilinear-10.308-5.500+13
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190resnetv2_50x3_bitm72.52027.48091.7608.240217.324481.000bilinear-11.492-5.366-56
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196convnext_small72.33027.67090.8509.15050.222240.875bicubic-10.820-5.580-17
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198tf_efficientnet_b472.29027.71090.5909.41019.343800.922bicubic-10.734-5.710-7
199tf_efficientnet_b2_ns72.28027.72091.0908.9109.112600.890bicubic-10.104-5.156+29
200tresnet_m72.26027.74090.2309.77031.392240.875bilinear-10.814-5.890-12
201crossvit_18_24072.25027.75090.2709.73043.272400.875bicubic-10.148-5.784+25
202resnetv2_50x1_bit_distilled72.25027.75091.0108.99025.552240.875bicubic-10.572-5.512-4
203efficientnetv2_rw_t72.23027.77090.4109.59013.652881.000bicubic-10.114-5.624+29
204nasnetalarge72.23027.77090.4609.54088.753310.911bicubic-10.388-5.584+6
205regnetz_c16_evos72.23027.77091.2308.77013.493200.950bicubic-10.402-5.246+4
206cait_xxs36_38472.20027.80090.8409.16017.373841.000bicubic-9.992-5.304+42
207twins_pcpvt_base72.19027.81090.5109.49043.832240.900bicubic-10.518-5.840-1
208crossvit_18_dagger_24072.13027.87090.0709.93044.272400.875bicubic-10.390-5.998+10
209xcit_tiny_24_p16_384_dist72.08027.92090.5909.41012.123841.000bicubic-10.492-5.698+6
210resnet15272.06027.94090.3409.66060.192240.950bicubic-10.758-5.792-11
211vit_relpos_base_patch16_clsgap_22472.00028.00090.2509.75086.432240.900bicubic-10.760-5.924-8
212mobilevitv2_200_384_in22ft1k72.00028.00090.6309.37018.453841.000bicubic-11.400-5.952-45
213vit_relpos_medium_patch16_cls_22471.99028.01090.2909.71038.762240.900bicubic-10.572-5.776+3
214sequencer2d_s71.94028.06090.4909.51027.652240.875bicubic-10.404-5.706+17
215swinv2_cr_small_22471.88028.12090.2609.74049.702240.900bicubic-11.258-5.838-34
216eca_nfnet_l071.84028.16091.1108.89024.142881.000bicubic-10.738-5.380-2
217convnext_tiny_in22ft1k71.83028.17090.9209.08028.592240.875bicubic-11.082-5.704-23
218vit_relpos_base_patch16_22471.83028.17090.2609.74086.432240.900bicubic-10.656-5.882+3
219mobilevitv2_175_384_in22ft1k71.81028.19090.7809.22014.253841.000bicubic-11.124-5.650-26
220swin_small_patch4_window7_22471.75028.25090.2409.76049.612240.900bicubic-11.468-6.086-44
221pit_b_22471.71028.29089.25010.75073.762240.900bicubic-10.734-6.462+4
222xcit_large_24_p16_22471.70028.30089.17010.830189.102241.000bicubic-11.192-6.708-27
223swsl_resnet5071.69028.31090.4709.53025.562240.875bilinear-9.490-5.510+86
224resnet61q71.67028.33090.2709.73036.852881.000bicubic-10.848-5.860-4
225tresnet_xl71.66028.34089.63010.37078.442240.875bilinear-10.402-6.306+31
226tresnet_l_44871.61028.39090.0609.94055.994480.875bilinear-10.660-5.920+15
227convit_base71.59028.41090.1609.84086.542240.875bicubic-10.702-5.778+12
228xcit_tiny_12_p8_384_dist71.58028.42090.7109.2906.713841.000bicubic-10.806-5.512-1
229swinv2_tiny_window16_25671.57028.43090.3509.65028.352560.900bicubic-11.240-5.880-29
230poolformer_m4871.55028.45089.76010.24073.472240.950bicubic-10.910-6.198-6
231crossvit_15_dagger_24071.52028.48089.86010.14028.212400.875bicubic-10.806-6.096+3
232fbnetv3_g71.52028.48090.3809.62016.622880.950bilinear-10.514-5.686+27
233ssl_resnext101_32x8d71.51028.49090.4709.53088.792240.875bilinear-10.098-5.572+48
234efficientnet_b371.48028.52090.0609.94012.233201.000bicubic-10.760-6.058+8
235ecaresnet101d71.47028.53090.3309.67044.572240.875bicubic-10.700-5.718+15
236mobilevitv2_150_384_in22ft1k71.46028.54090.4209.58010.593841.000bicubic-11.130-5.896-25
237ssl_resnext101_32x16d71.43028.57090.5209.480194.032240.875bilinear-10.426-5.576+32
238resnet51q71.42028.58090.1809.82035.702881.000bilinear-10.938-5.998-9
239vit_relpos_medium_patch16_22471.37028.63089.95010.05038.752240.900bicubic-11.092-6.136-16
240pit_s_distilled_22471.36028.64089.78010.22024.042240.900bicubic-10.634-6.016+19
241xcit_tiny_24_p8_22471.33028.67090.2409.76012.112241.000bicubic-10.566-5.734+26
242mixer_b16_224_miil71.31028.69089.65010.35059.882240.875bilinear-10.994-6.070-5
243resnetv2_152x2_bit_teacher71.29028.71090.4309.570236.342240.875bicubic-11.578-6.138-46
244convnext_tiny_hnf71.28028.72089.40010.60028.592240.950bicubic-10.940-6.466+1
245resnetv2_10171.28028.72089.94010.06044.542240.950bicubic-10.766-5.922+12
246ecaresnet50t71.26028.74090.4209.58025.573200.950bicubic-11.088-5.718-16
247convmixer_1536_2071.23028.77089.44010.56051.632240.960bicubic-10.140-6.172+53
248deit_base_patch16_22471.20028.80089.20010.80086.572240.900bicubic-10.794-6.532+12
249xcit_small_12_p16_22471.20028.80089.75010.25026.252241.000bicubic-10.772-6.062+13
250crossvit_base_24071.18028.82089.84010.160105.032400.875bicubic-11.036-5.992-4
251vit_relpos_medium_patch16_rpn_22471.17028.83090.0909.91038.732240.900bicubic-11.124-5.882-13
252mobilevitv2_200_in22ft1k71.14028.86089.68010.32018.452560.888bicubic-11.194-6.258-19
253swin_s3_tiny_22471.12028.88089.72010.28028.332240.900bicubic-11.004-6.230-3
254resnetv2_50d_evos71.12028.88090.0309.97025.592880.950bicubic-10.858-5.882+8
255halo2botnet50ts_25671.11028.89089.63010.37022.642560.950bicubic-10.958-6.012-1
256cs3darknet_x71.08028.92090.1509.85035.052881.000bicubic-11.144-6.080-12
257cs3sedarknet_l71.07028.93090.3509.65021.912880.950bicubic-10.706-5.620+17
258xcit_small_24_p16_22471.04028.96089.70010.30047.672241.000bicubic-11.544-6.300-45
259xcit_tiny_12_p8_224_dist71.03028.97089.89010.1106.712241.000bicubic-10.178-5.716+49
260xcit_medium_24_p16_22471.01028.99089.52010.48084.402241.000bicubic-11.628-6.458-52
261visformer_small71.00029.00089.45010.55040.222240.900bicubic-11.108-6.426-8
262edgenext_small70.99029.01089.87010.1305.593201.000bicubic-10.584-5.844+16
263tresnet_m_44870.99029.01088.69011.31031.394480.875bilinear-10.716-6.882+10
264resnetv2_101x1_bitm70.99029.01091.0908.91044.544481.000bilinear-11.342-5.426-30
265resnetv2_50d_gn70.99029.01089.77010.23025.572880.950bicubic-10.834-6.154+7
266lamhalobotnet50ts_25670.99029.01089.07010.93022.572560.950bicubic-10.562-6.434+21
267tnt_s_patch16_22470.95029.05089.60010.40023.762240.900bicubic-10.568-6.146+19
268resnest50d_4s2x40d70.95029.05089.72010.28030.422240.875bicubic-10.158-5.842+46
269wide_resnet50_270.94029.06089.23010.77068.882240.875bicubic-10.516-6.300+22
270convnext_tiny70.93029.07089.75010.25028.592240.875bicubic-11.132-6.104-15
271tf_efficientnet_b3_ap70.92029.08089.43010.57012.233000.904bicubic-10.904-6.1940
272vit_small_patch16_22470.91029.09090.1509.85022.052240.900bicubic-10.486-5.988+23
273vit_srelpos_medium_patch16_22470.91029.09089.96010.04038.742240.900bicubic-11.326-5.974-29
274resnet10170.87029.13089.51010.49044.552240.950bicubic-11.060-6.256-8
275vit_base_patch16_rpn_22470.87029.13089.77010.23086.542240.900bicubic-11.330-6.226-28
276tf_efficientnet_b1_ns70.86029.14090.1409.8607.792400.882bicubic-10.526-5.596+21
277jx_nest_tiny70.86029.14089.94010.06017.062240.875bicubic-10.558-5.678+17
278resnetrs10170.86029.14089.83010.17063.622880.940bicubic-11.424-6.178-38
279vit_large_patch32_38470.86029.14090.5709.430306.633841.000bicubic-10.648-5.520+9
280rexnet_20070.85029.15089.71010.29016.372240.875bicubic-10.778-5.958-1
281tresnet_l70.84029.16089.63010.37055.992240.875bilinear-10.650-5.996+8
282tf_efficientnetv2_b370.83029.17089.51010.49014.363000.904bicubic-11.136-6.272-18
283poolformer_m3670.80029.20089.51010.49056.172240.950bicubic-11.308-6.180-31
284coat_lite_small70.78029.22089.58010.42019.842240.900bicubic-11.524-6.270-48
285deit3_small_patch16_22470.76029.24089.44010.56022.062240.900bicubic-10.622-6.010+13
286levit_38470.76029.24089.29010.71039.132240.900bicubic-11.828-6.728-74
287swinv2_cr_tiny_ns_22470.72029.28089.38010.62028.332240.900bicubic-11.066-6.442-14
288vit_relpos_small_patch16_22470.71029.29090.00010.00021.982240.900bicubic-10.744-5.828+4
289mobilevitv2_175_in22ft1k70.66029.34089.71010.29014.252560.888bicubic-11.280-6.080-24
290tf_efficientnet_b370.64029.36089.45010.55012.233000.904bicubic-10.998-6.268-12
291gluon_senet15470.62029.38088.92011.080115.092240.875bicubic-10.610-6.426+15
292crossvit_small_24070.61029.39089.36010.64026.862400.875bicubic-10.406-6.096+29
293cait_xxs24_38470.60029.40089.72010.28012.033841.000bicubic-10.362-5.924+33
294convit_small70.59029.41089.58010.42027.782240.875bicubic-10.838-6.162-1
295twins_pcpvt_small70.56029.44089.07010.93024.112240.900bicubic-10.530-6.572+23
296swinv2_tiny_window8_25670.54029.46089.49010.51028.352560.900bicubic-11.270-6.504-24
297ssl_resnext101_32x4d70.53029.47089.76010.24044.182240.875bilinear-10.394-5.966+32
298deit_small_distilled_patch16_22470.52029.48089.47010.53022.442240.900bicubic-10.688-5.904+9
299vit_small_r26_s32_22470.52029.48090.1109.89036.432240.900bicubic-11.342-5.912-31
300legacy_senet15470.50029.50089.01010.990115.092240.875bilinear-10.808-6.486+2
301halonet50ts70.49029.51089.33010.67022.732560.940bicubic-11.162-6.282-24
302regnetz_b1670.46029.54089.54010.4609.722880.940bicubic-10.252-5.934+39
303crossvit_15_24070.45029.55089.53010.47027.532400.875bicubic-11.094-6.160-19
304gluon_seresnext101_64x4d70.44029.56089.36010.64088.232240.875bicubic-10.440-5.936+28
305twins_svt_small70.44029.56089.35010.65024.062240.900bicubic-11.242-6.316-29
306tf_efficientnet_lite470.43029.57089.11010.89013.013800.920bilinear-11.104-6.556-21
307resnetaa5070.41029.59089.97010.03025.562881.000bicubic-11.208-5.840-27
308resnest50d70.41029.59088.76011.24027.482240.875bilinear-10.564-6.620+16
309resnest50d_1s4x24d70.40029.60089.24010.76025.682240.875bicubic-10.584-6.084+14
310seresnext50_32x4d70.39029.61089.11010.89027.562240.875bicubic-10.872-6.518-5
311cs3darknet_l70.37029.63089.75010.25021.162880.950bicubic-10.516-5.918+20
312gernet_l70.36029.64088.98011.02031.082560.875bilinear-10.990-6.556-11
313vit_srelpos_small_patch16_22470.29029.71089.58010.42021.972240.900bicubic-10.808-5.992+2
314gluon_resnet152_v1s70.29029.71088.85011.15060.322240.875bicubic-10.724-6.564+9
315repvgg_b370.25029.75088.74011.260123.092240.875bilinear-10.246-6.524+36
316coat_mini70.21029.79089.45010.55010.342240.900bicubic-11.056-5.942-12
317xception41p70.20029.80089.09010.91026.912990.940bicubic-11.768-6.704-54
318sebotnet33ts_25670.15029.85088.80011.20013.702560.940bicubic-11.004-6.366-7
319efficientnet_el70.12029.88089.29010.71010.593000.904bicubic-11.186-6.244-16
320inception_resnet_v270.12029.88088.70011.30055.842990.897bicubic-10.340-6.606+35
321resmlp_36_distilled_22470.11029.89089.10010.90044.692240.875bicubic-11.046-6.386-11
322ecaresnet101d_pruned70.10029.90089.58010.42024.882240.875bicubic-10.710-6.048+14
323haloregnetz_b70.07029.93088.87011.13011.682240.940bicubic-10.974-6.328-4
324poolformer_s3670.03029.97089.19010.81030.862240.900bicubic-11.388-6.258-30
325gluon_seresnext101_32x4d70.03029.97088.91011.09048.962240.875bicubic-10.876-6.386+6
326sehalonet33ts70.02029.98088.71011.29013.692560.940bicubic-10.952-6.562-1
327regnety_32070.01029.99088.89011.110145.052240.875bicubic-10.794-6.354+10
328gluon_resnet152_v1d69.97030.03088.49011.51060.212240.875bicubic-10.506-6.710+26
329levit_25669.95030.05089.24010.76018.892240.900bicubic-11.566-6.250-42
330pit_s_22469.89030.11088.93011.07023.462240.900bicubic-11.208-6.402-15
331ecaresnet50d69.84030.16089.39010.61025.582240.875bicubic-10.758-5.928+14
332mobilevitv2_150_in22ft1k69.83030.17089.16010.84010.592560.888bicubic-11.640-6.508-42
333mobilevitv2_20069.76030.24088.62011.38018.452560.888bicubic-11.380-6.748-20
334ssl_resnext50_32x4d69.73030.27089.43010.57025.032240.875bilinear-10.596-5.982+33
335gluon_resnext101_64x4d69.71030.29088.27011.73083.462240.875bicubic-10.894-6.722+9
336xcit_tiny_24_p16_224_dist69.70030.30088.71011.29012.122241.000bicubic-10.748-6.502+21
337lambda_resnet50ts69.70030.30088.82011.18021.542560.950bicubic-11.452-6.282-24
338xcit_tiny_12_p16_384_dist69.69030.31089.01010.9906.723841.000bicubic-11.252-6.398-11
339resnext50_32x4d69.68030.32088.66011.34025.032240.950bicubic-11.416-6.666-22
340resmlp_24_distilled_22469.67030.33089.05010.95030.022240.875bicubic-11.094-6.172-2
341efficientnet_b3_pruned69.59030.41088.98011.0209.863000.904bicubic-11.268-6.264-6
342gernet_m69.56030.44088.70011.30021.142240.875bilinear-11.170-6.486-3
343nf_resnet5069.54030.46088.73011.27025.562880.940bicubic-11.114-6.604-1
344gcresnext50ts69.53030.47088.84011.16015.672560.900bicubic-11.048-6.330+2
345efficientnet_el_pruned69.52030.48088.93011.07010.593000.904bicubic-10.778-6.284+25
346repvgg_b3g469.52030.48088.45011.55083.832240.875bilinear-10.696-6.658+33
347gcresnet50t69.51030.49089.05010.95025.902560.900bicubic-11.424-6.404-19
348ens_adv_inception_resnet_v269.51030.49088.52011.48055.842990.897bicubic-10.464-6.422+42
349efficientnet_b269.49030.51088.69011.3109.112881.000bicubic-11.126-6.626-6
350rexnet_15069.46030.54088.98011.0209.732240.875bicubic-10.854-6.186+19
351regnetx_32069.45030.55088.27011.730107.812240.875bicubic-10.794-6.484+24
352swin_tiny_patch4_window7_22469.44030.56089.02010.98028.292240.900bicubic-11.936-6.522-53
353vit_base_patch32_22469.42030.58089.43010.57088.222240.900bicubic-11.304-6.136-13
354cspresnext5069.42030.58088.61011.39020.572560.887bilinear-11.124-6.714-7
355convmixer_768_3269.40030.60088.87011.13021.112240.960bicubic-10.764-6.202+27
356darknet5369.37030.63088.76011.24041.612881.000bicubic-11.168-6.660-8
357legacy_seresnext101_32x4d69.37030.63088.06011.94048.962240.875bilinear-10.852-6.954+20
358inception_v469.36030.64088.78011.22042.682990.875bicubic-10.808-6.184+23
359ecaresnetlight69.35030.65089.23010.77030.162240.875bicubic-11.106-6.016-3
360resnet50d69.35030.65088.23011.77025.582240.875bicubic-11.178-6.938-11
361cs3darknet_focus_l69.33030.67089.44010.56021.152880.950bicubic-11.544-6.252-28
362xception7169.32030.68088.27011.73042.342990.903bicubic-10.550-6.654+33
363mobilevitv2_17569.30030.70088.94011.06014.252560.888bicubic-11.562-6.322-29
364vit_small_patch32_38469.29030.71089.82010.18022.923841.000bicubic-11.200-5.780-12
365edgenext_small_rw69.21030.79088.76011.2407.833201.000bicubic-11.242-6.430-8
366gluon_xception6569.16030.84088.08011.92039.922990.903bicubic-10.562-6.780+38
367gluon_resnet152_v1c69.15030.85087.87012.13060.212240.875bicubic-10.762-6.972+25
368mixnet_xl69.11030.89088.31011.69011.902240.875bicubic-11.368-6.624-15
369tf_efficientnetv2_b269.10030.90088.22011.78010.102600.890bicubic-11.108-6.824+10
370seresnet33ts69.10030.90088.49011.51019.782560.900bicubic-11.254-6.616-6
371resnetv2_5069.07030.93088.44011.56025.552240.950bicubic-11.342-6.632-11
372gcresnet33ts69.01030.99088.47011.53019.882560.900bicubic-11.066-6.524+14
373gluon_resnet101_v1d69.01030.99088.10011.90044.572240.875bicubic-11.408-6.914-14
374repvgg_b2g469.00031.00088.34011.66061.762240.875bilinear-10.366-6.348+50
375seresnet5068.95031.05088.70011.30028.092240.875bicubic-11.316-6.370-3
376gluon_resnext101_32x4d68.95031.05088.37011.63044.182240.875bicubic-11.390-6.556-9
377tf_efficientnet_b2_ap68.93031.07088.35011.6509.112600.890bicubic-11.372-6.678-7
378cspdarknet5368.93031.07088.60011.40027.642560.887bilinear-11.126-6.486+10
379regnety_12068.87031.13088.33011.67051.822240.875bicubic-11.506-6.792-18
380mobilevitv2_15068.85031.15088.08011.92010.592560.888bicubic-11.518-6.984-17
381resnet50_gn68.84031.16088.42011.58025.562240.940bicubic-11.220-6.528+6
382gluon_resnet152_v1b68.82031.18087.72012.28060.192240.875bicubic-10.862-7.128+26
383eca_resnet33ts68.80031.20088.58011.42019.682560.900bicubic-11.280-6.392+2
384dpn13168.76031.24087.46012.54079.252240.875bicubic-11.066-7.248+16
385gmlp_s16_22468.76031.24088.08011.92019.422240.875bicubic-10.880-6.544+27
386poolformer_s2468.75031.25088.21011.79021.392240.900bicubic-11.566-6.832-18
387resnet5068.74031.26087.68012.32025.562240.950bicubic-11.634-6.934-25
388darknetaa5368.74031.26088.72011.28036.022881.000bilinear-11.782-6.606-38
389tf_efficientnet_b268.74031.26087.98012.0209.112600.890bicubic-11.348-6.928-5
390resnext50d_32x4d68.73031.27088.30011.70025.052240.875bicubic-10.946-6.566+20
391deit_small_patch16_22468.71031.29088.20011.80022.052240.900bicubic-11.154-6.848+5
392gluon_resnet101_v1s68.71031.29087.91012.09044.672240.875bicubic-11.588-7.252-20
393dpn10768.70031.30088.14011.86086.922240.875bicubic-11.468-6.766-13
394gluon_seresnext50_32x4d68.68031.32088.33011.67027.562240.875bicubic-11.232-6.502-1
395hrnet_w6468.63031.37088.05011.950128.062240.875bilinear-10.840-6.604+24
396dpn9868.60031.40087.66012.34061.572240.875bicubic-11.044-6.940+15
397xcit_tiny_12_p8_22468.57031.43088.69011.3106.712241.000bicubic-11.124-6.358+9
398regnetx_16068.53031.47088.44011.56054.282240.875bicubic-11.324-6.390-1
399xcit_tiny_24_p16_22468.44031.56088.29011.71012.122241.000bicubic-11.004-6.598+22
400rexnet_13068.44031.56088.04011.9607.562240.875bicubic-11.062-6.642+16
401tf_efficientnet_el68.43031.57088.21011.79010.593000.904bicubic-11.824-6.918-27
402cspresnet5068.42031.58087.97012.03021.622560.887bilinear-11.162-6.738+12
403ecaresnet50d_pruned68.40031.60088.37011.63019.942240.875bicubic-11.318-6.506+2
404cait_xxs36_22468.40031.60088.64011.36017.302241.000bicubic-11.348-6.228-1
405dla102x268.38031.62087.89012.11041.282240.875bilinear-11.062-6.756+17
406skresnext50_32x4d68.37031.63087.56012.44027.482240.875bicubic-11.784-7.086-23
407ssl_resnet5068.36031.64088.53011.47025.562240.875bilinear-10.864-6.300+31
408fbnetv3_d68.35031.65088.45011.55010.312560.950bilinear-11.330-6.490+1
409efficientnet_b2_pruned68.32031.68088.10011.9008.312600.890bicubic-11.598-6.750-18
410resmlp_big_24_22468.32031.68087.52012.480129.142240.875bicubic-12.710-7.500-90
411gluon_resnext50_32x4d68.31031.69087.30012.70025.032240.875bicubic-11.050-7.126+14
412vit_base_patch16_224_sam68.27031.73087.73012.27086.572240.900bicubic-11.974-7.290-36
413tf_efficientnet_lite368.23031.77087.74012.2608.203000.904bilinear-11.588-7.174-12
414ecaresnet26t68.23031.77088.80011.20016.013200.950bicubic-11.622-6.284-16
415ese_vovnet39b68.20031.80088.26011.74024.572240.875bicubic-11.112-6.454+13
416fbnetv3_b68.19031.81087.93012.0708.602560.950bilinear-10.952-6.820+27
417regnetx_12068.17031.83087.66012.34046.112240.875bicubic-11.422-7.074-4
418resmlp_36_22468.06031.94088.19011.81044.692240.875bicubic-11.710-6.696-16
419resnetrs5068.03031.97087.71012.29035.692240.910bicubic-11.856-7.260-25
420pit_xs_distilled_22468.00032.00087.72012.28011.002240.900bicubic-11.308-6.646+9
421nf_regnet_b167.97032.03088.19011.81010.222880.900bicubic-11.330-6.564+11
422dpn9267.97032.03087.54012.46037.672240.875bicubic-12.050-7.290-33
423gluon_resnet50_v1d67.95032.05087.13012.87025.582240.875bicubic-11.120-7.336+26
424resnetv2_50x1_bitm67.93032.07089.29010.71025.554481.000bilinear-12.412-6.396-59
425levit_19267.90032.10087.90012.10010.952240.900bicubic-11.936-6.890-26
426tf_efficientnetv2_b167.89032.11087.80012.2008.142400.882bicubic-11.576-6.922-6
427regnetx_08067.88032.12086.99013.01039.572240.875bicubic-11.322-7.562+14
428resnext101_32x8d67.86032.14087.49012.51088.792240.875bilinear-11.456-7.028-2
429efficientnet_em67.84032.16088.12011.8806.902400.882bicubic-11.412-6.672+8
430legacy_seresnext50_32x4d67.84032.16087.62012.38027.562240.875bilinear-11.236-6.814+17
431lambda_resnet26t67.81032.19087.78012.22010.962560.940bicubic-11.288-6.810+14
432resmlp_24_22467.80032.20087.60012.40030.022240.875bicubic-11.578-6.946-9
433hrnet_w4867.77032.23087.41012.59077.472240.875bilinear-11.530-7.104-2
434hrnet_w4467.74032.26087.55012.45067.062240.875bilinear-11.156-6.820+22
435tf_efficientnet_b0_ns67.72032.28088.06011.9405.292240.875bicubic-10.944-6.316+30
436coat_lite_mini67.72032.28087.70012.30011.012240.900bicubic-11.368-6.908+10
437eca_botnext26ts_25667.69032.31087.05012.95010.592560.950bicubic-11.586-7.566-3
438xception67.68032.32087.58012.42022.862990.897bicubic-11.364-6.814+12
439regnetx_06467.67032.33087.54012.46026.212240.875bicubic-11.404-6.920+9
440halonet26t67.62032.38087.26012.74012.482560.950bicubic-11.492-7.054+4
441dpn68b67.61032.39087.67012.33012.612240.875bicubic-11.606-6.744-2
442dla16967.60032.40087.55012.45053.392240.875bilinear-11.082-6.786+22
443gluon_inception_v367.59032.41087.47012.53023.832990.875bicubic-11.216-6.900+16
444gluon_resnet101_v1c67.58032.42087.18012.82044.572240.875bicubic-11.956-7.398-29
445hrnet_w4067.55032.45087.14012.86057.562240.875bilinear-11.372-7.330+10
446legacy_seresnet15267.53032.47087.40012.60066.822240.875bilinear-11.122-6.970+20
447tf_efficientnet_b1_ap67.52032.48087.76012.2407.792400.882bicubic-11.754-6.548-12
448eca_halonext26ts67.48032.52087.24012.76010.762560.940bicubic-12.008-7.364-31
449efficientnet_b167.47032.53087.50012.5007.792561.000bicubic-11.318-6.846+12
450gluon_resnet101_v1b67.47032.53087.23012.77044.552240.875bicubic-11.834-7.290-20
451resnetblur5067.46032.54087.44012.56025.562240.875bicubic-11.834-7.194-18
452mobilevitv2_12567.46032.54087.57012.4307.482560.888bicubic-12.222-7.166-45
453res2net101_26w_4s67.46032.54087.01012.99045.212240.875bilinear-11.736-7.426-11
454tf_efficientnet_cc_b1_8e67.46032.54087.31012.69039.722400.882bicubic-11.854-7.060-27
455res2net50_26w_8s67.43032.57087.27012.73048.402240.875bilinear-11.522-7.036-1
456resnet33ts67.38032.62087.59012.41019.682560.900bicubic-11.828-6.984-16
457cait_xxs24_22467.35032.65087.52012.48011.962241.000bicubic-11.036-6.788+23
458regnetx_03267.29032.71087.00013.00015.302240.875bicubic-10.894-7.088+34
459xception4167.25032.75087.21012.79026.972990.903bicubic-11.266-7.070+10
460coat_tiny67.24032.76087.28012.7205.502240.900bicubic-11.196-6.758+17
461resnest26d67.19032.81087.17012.83017.072240.875bilinear-11.294-7.124+11
462repvgg_b267.16032.84087.33012.67089.022240.875bilinear-11.634-7.088-2
463legacy_seresnet10167.14032.86087.04012.96049.332240.875bilinear-11.240-7.222+18
464botnet26t_25667.13032.87087.53012.47012.492560.950bicubic-12.128-6.998-28
465vit_relpos_base_patch32_plus_rpn_25667.13032.87086.50013.500119.422560.900bicubic-12.356-7.640-47
466dla60x67.08032.92087.18012.82017.352240.875bilinear-11.148-6.844+23
467gluon_resnet50_v1s67.06032.94086.86013.14025.682240.875bicubic-11.646-7.378-4
468tv_resnet15267.03032.97087.55012.45060.192240.875bilinear-11.290-6.484+15
469dla60_res2net67.03032.97087.16012.84020.852240.875bilinear-11.428-7.036+6
470xcit_tiny_12_p16_224_dist67.01032.99087.41012.5906.722241.000bicubic-11.568-6.788-3
471dla102x66.98033.02086.77013.23026.312240.875bilinear-11.532-7.458-1
472lambda_resnet26rpt_25666.96033.04087.13012.87010.992560.940bicubic-12.004-7.296-19
473mixnet_l66.96033.04086.92013.0807.332240.875bicubic-12.016-7.258-21
474res2net50_26w_6s66.92033.08086.86013.14037.052240.875bilinear-11.650-7.264-6
475pit_xs_22466.92033.08087.29012.71010.622240.900bicubic-11.270-6.876+16
476repvgg_b166.90033.10086.79013.21057.422240.875bilinear-11.468-7.304+6
477tf_efficientnet_b166.89033.11087.02012.9807.792400.882bicubic-11.938-7.178-19
478xcit_nano_12_p8_384_dist66.88033.12087.11012.8903.053841.000bicubic-10.936-6.936+34
479efficientnet_es66.87033.13086.73013.2705.442240.875bicubic-11.188-7.214+18
480mobilevit_s66.86033.14087.08012.9205.582560.900bicubic-11.450-7.072+5
481resnet32ts66.85033.15087.26012.74017.962560.900bicubic-12.164-7.096-30
482regnetx_04066.83033.17086.74013.26022.122240.875bicubic-11.658-7.498-11
483tf_mixnet_l66.78033.22086.46013.5407.332240.875bicubic-11.998-7.538-21
484hrnet_w3266.77033.23087.31012.69041.232240.875bilinear-11.682-6.878-8
485hrnet_w3066.77033.23086.79013.21037.712240.875bilinear-11.428-7.434+5
486selecsls60b66.75033.25086.53013.47032.772240.875bicubic-11.654-7.642-7
487wide_resnet101_266.72033.28087.02012.980126.892240.875bilinear-12.132-7.268-30
488tf_efficientnetv2_b066.69033.31086.71013.2907.142240.875bicubic-11.662-7.316-5
489adv_inception_v366.65033.35086.54013.46023.832990.875bicubic-10.928-7.198+34
490dla60_res2next66.64033.36087.03012.97017.032240.875bilinear-11.816-7.116-15
491mobilevitv2_10066.59033.41087.02012.9804.902560.888bicubic-11.496-7.140+5
492vit_tiny_patch16_38466.57033.43087.27012.7305.793841.000bicubic-11.860-7.274-14
493levit_12866.57033.43086.75013.2509.212240.900bicubic-11.912-7.262-20
494gluon_resnet50_v1c66.56033.44086.18013.82025.582240.875bicubic-11.448-7.810+6
495cs3darknet_m66.56033.44087.18012.8209.312880.950bicubic-11.066-6.834+23
496dla10266.52033.48086.91013.09033.272240.875bilinear-11.508-7.040+3
497gmixer_24_22466.43033.57086.16013.84024.722240.875bicubic-11.606-7.510+1
498tf_inception_v366.41033.59086.66013.34023.832990.875bicubic-11.442-6.980+13
499bat_resnext26ts66.38033.62086.83013.17010.732560.900bicubic-11.868-7.266-13
500hardcorenas_f66.38033.62086.19013.8108.202240.875bilinear-11.722-7.612-4
501coat_lite_tiny66.31033.69086.98013.0205.722240.900bicubic-11.206-6.934+24
502efficientnet_b066.29033.71085.96014.0405.292240.875bicubic-11.410-7.572+13
503cs3darknet_focus_m66.26033.74087.09012.9109.302880.950bicubic-11.022-6.882+32
504legacy_seresnet5066.26033.74086.31013.69028.092240.875bilinear-11.372-7.440+13
505selecsls6066.20033.80086.34013.66030.672240.875bicubic-11.784-7.492-4
506tf_efficientnet_cc_b0_8e66.17033.83086.22013.78024.012240.875bicubic-11.730-7.4380
507tf_efficientnet_em66.17033.83086.36013.6406.902400.882bicubic-11.956-7.686-13
508tv_resnext50_32x4d66.16033.84086.04013.96025.032240.875bilinear-11.458-7.660+11
509inception_v366.15033.85086.33013.67023.832990.875bicubic-11.288-7.146+19
510resmlp_12_distilled_22466.13033.87086.62013.38015.352240.875bicubic-11.816-6.940-7
511res2net50_26w_4s66.13033.87086.59013.41025.702240.875bilinear-11.832-7.262-7
512regnety_01666.10033.90086.38013.62011.202240.875bicubic-11.756-7.340-2
513gluon_resnet50_v1b66.08033.92086.26013.74025.562240.875bicubic-11.504-7.460+9
514efficientnet_b1_pruned66.08033.92086.57013.4306.332400.882bicubic-12.164-7.264-26
515rexnet_10066.06033.94086.49013.5104.802240.875bicubic-11.800-7.384-7
516tinynet_a66.02033.98085.79014.2106.191920.875bicubic-11.628-7.7460
517res2net50_14w_8s66.01033.99086.25013.75025.062240.875bilinear-12.134-7.602-24
518gcresnext26ts65.97034.03085.91014.09010.482560.900bicubic-11.844-7.926-5
519seresnext26t_32x4d65.88034.12085.67014.33016.812240.875bicubic-12.088-8.078-17
520res2next5065.85034.15085.83014.17024.672240.875bilinear-12.408-8.058-34
521repvgg_b1g465.84034.16086.11013.89039.972240.875bilinear-11.748-7.7200
522densenet16165.83034.17086.45013.55028.682240.875bicubic-11.524-7.186+9
523hardcorenas_e65.81034.19085.98014.0208.072240.875bilinear-11.976-7.724-9
524resnet34d65.79034.21086.72013.28021.822240.875bicubic-11.326-6.662+16
525eca_resnext26ts65.77034.23085.84014.16010.302560.900bicubic-11.688-7.728+2
526xcit_tiny_12_p16_22465.77034.23086.23013.7706.722241.000bicubic-11.354-7.482+13
527mobilenetv3_large_100_miil65.74034.26085.17014.8305.482240.875bilinear-12.182-7.750-22
528skresnet3465.74034.26085.96014.04022.282240.875bicubic-11.164-7.360+22
529tv_resnet10165.69034.31085.98014.02044.552240.875bilinear-11.690-7.564+1
530seresnext26ts65.65034.35086.15013.85010.392560.900bicubic-12.208-7.640-21
531hardcorenas_d65.62034.38085.47014.5307.502240.875bilinear-11.810-8.014-2
532selecsls42b65.60034.40085.79014.21032.462240.875bicubic-11.578-7.602+6
533poolformer_s1265.58034.42086.13013.87011.922240.900bicubic-11.658-7.376+4
534tf_efficientnet_b0_ap65.50034.50085.58014.4205.292240.875bicubic-11.588-7.678+8
535convmixer_1024_20_ks9_p1465.41034.59085.59014.41024.382240.960bicubic-11.532-7.768+12
536seresnext26d_32x4d65.41034.59085.96014.04016.812240.875bicubic-12.196-7.646-16
537resnet26t65.40034.60086.11013.89016.012560.940bicubic-12.464-7.732-30
538tf_efficientnet_lite265.39034.61085.99014.0106.092600.890bicubic-12.076-7.768-12
539res2net50_48w_2s65.37034.63085.96014.04025.292240.875bilinear-12.154-7.590-15
540densenet20165.29034.71085.67014.33020.012240.875bicubic-11.998-7.810-7
541densenetblur121d65.29034.71085.70014.3008.002240.875bicubic-11.290-7.488+20
542dla6065.21034.79085.74014.26022.042240.875bilinear-11.812-7.580+2
543crossvit_9_dagger_24065.20034.80086.59013.4108.782400.875bicubic-11.778-7.024+2
544ese_vovnet19b_dw65.19034.81085.46014.5406.542240.875bicubic-11.604-7.806+8
545tf_efficientnet_cc_b0_4e65.14034.86085.16014.84013.312240.875bicubic-12.170-8.180-13
546gernet_s65.13034.87085.52014.4808.172240.875bilinear-11.786-7.614+3
547legacy_seresnext26_32x4d65.07034.93085.64014.36016.792240.875bicubic-12.034-7.676-6
548mobilenetv2_120d65.00035.00085.96014.0405.832240.875bicubic-12.290-7.540-15
549hrnet_w1864.92035.08085.74014.26021.302240.875bilinear-11.840-7.704+5
550hardcorenas_c64.88035.12085.26014.7405.522240.875bilinear-12.172-7.900-7
551densenet16964.75035.25085.26014.74014.152240.875bicubic-11.154-7.764+22
552mixnet_m64.71035.29085.45014.5505.012240.875bicubic-12.552-7.972-16
553resnet26d64.68035.32085.10014.90016.012240.875bicubic-12.022-8.052+2
554levit_128s64.59035.41084.73015.2707.782240.900bicubic-11.924-8.140+8
555resnext26ts64.59035.41085.12014.88010.302560.900bicubic-12.190-8.012-2
556xcit_nano_12_p8_224_dist64.55035.45085.99014.0103.052241.000bicubic-11.778-7.104+9
557repvgg_a264.43035.57085.13014.87028.212240.875bilinear-12.030-7.880+7
558xcit_nano_12_p16_384_dist64.42035.58085.31014.6903.053841.000bicubic-11.036-7.380+25
559hardcorenas_b64.41035.59084.90015.1005.182240.875bilinear-12.126-7.854+2
560tf_efficientnet_lite164.40035.60085.49014.5105.422400.882bicubic-12.238-7.734-3
561regnetx_01664.37035.63085.45014.5509.192240.875bicubic-12.572-7.974-13
562resmlp_12_22464.35035.65085.58014.42015.352240.875bicubic-12.306-7.600-6
563tf_efficientnet_b064.32035.68085.28014.7205.292240.875bicubic-12.520-7.938-12
564tf_mixnet_m64.27035.73085.10014.9005.012240.875bicubic-12.676-8.052-18
565dpn6864.24035.76085.18014.82012.612240.875bicubic-12.070-7.798+2
566tf_efficientnet_es64.23035.77084.74015.2605.442240.875bicubic-12.368-8.464-7
567regnety_00864.14035.86085.28014.7206.262240.875bicubic-12.174-7.790-1
568vit_small_patch32_22464.07035.93085.57014.43022.882240.900bicubic-11.920-7.698+2
569mobilenetv2_14064.04035.96085.04014.9606.112240.875bicubic-12.472-7.958-6
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