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

58 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d79.65020.35089.39310.607828.412240.875bilinear-17.320-10.217+34
3ig_resnext101_32x32d79.46720.53389.18010.820468.532240.875bilinear-17.313-10.350+49
4ig_resnext101_32x16d78.81721.18388.47711.523194.032240.875bilinear-17.623-11.143+83
5tf_efficientnet_l2_ns_47576.47023.53088.65311.347480.314750.936bicubic-21.280-11.1670
6swsl_resnext101_32x16d76.30723.69387.74012.260194.032240.875bilinear-19.973-11.760+98
7ig_resnext101_32x8d75.80024.20086.21313.78788.792240.875bilinear-20.140-13.167+137
8swsl_resnext101_32x8d75.58324.41786.94013.06088.792240.875bilinear-20.657-12.650+102
9tf_efficientnet_l2_ns74.65725.34387.54712.453480.318000.960bicubic-23.123-12.273-5
10beit_large_patch16_38473.28026.72085.02314.977305.003841.000bicubic-24.530-14.767-8
11beit_large_patch16_51273.15726.84385.08014.920305.675121.000bicubic-24.623-14.810-8
12swsl_resnext101_32x4d72.65727.34385.15714.84344.182240.875bilinear-23.383-14.373+122
13beit_large_patch16_22471.04328.95783.42016.580304.432240.900bicubic-26.437-16.270-5
14deit3_huge_patch14_224_in21ft1k70.81329.18782.19317.807632.132241.000bicubic-26.437-17.527+4
15deit3_large_patch16_384_in21ft1k70.56329.43782.43717.563304.763841.000bicubic-26.997-17.273-9
16deit3_large_patch16_224_in21ft1k69.72030.28081.19718.803304.372241.000bicubic-27.590-18.483-4
17swsl_resnext50_32x4d68.97031.03082.80717.19325.032240.875bilinear-26.640-16.633+167
18swsl_resnet5068.29331.70783.30016.70025.562240.875bilinear-26.907-16.090+211
19swinv2_large_window12to24_192to384_22kft1k67.67332.32780.09719.903196.743841.000bicubic-29.607-19.683-4
20tf_efficientnet_b7_ns67.53732.46381.38018.62066.356000.949bicubic-29.653-18.320+3
21vit_large_patch16_38467.06032.94078.70321.297304.723841.000bicubic-30.360-21.077-11
22convnext_xlarge_384_in22ft1k66.96733.03379.70320.297350.203841.000bicubic-30.583-20.097-15
23swin_large_patch4_window12_38466.29033.71079.78320.217196.743841.000bicubic-30.890-19.897+1
24convnext_large_384_in22ft1k65.98034.02079.20320.797197.773841.000bicubic-31.460-20.577-15
25swinv2_base_window12to24_192to384_22kft1k65.74034.26079.31020.69087.923841.000bicubic-31.520-20.340-8
26swinv2_large_window12to16_192to256_22kft1k65.63334.36778.46021.540196.742560.900bicubic-31.607-21.250-5
27tf_efficientnet_b6_ns65.59034.41079.56020.44043.045280.942bicubic-31.430-20.150+7
28convnext_xlarge_in22ft1k65.42334.57778.24321.757350.202240.875bicubic-31.817-21.487-9
29vit_large_patch16_22464.35335.64776.18723.813304.332240.900bicubic-32.357-23.463+28
30convnext_large_in22ft1k64.17735.82377.58022.420197.772240.875bicubic-33.083-22.210-14
31vit_large_r50_s32_38464.10335.89775.85024.150329.093841.000bicubic-32.847-23.860+7
32convnext_base_384_in22ft1k64.09335.90777.73322.26788.593841.000bicubic-33.197-22.047-19
33swin_large_patch4_window7_22463.86736.13378.17721.823196.532240.900bicubic-33.083-21.483+4
34beit_base_patch16_38463.61736.38378.11321.88786.743841.000bicubic-33.713-21.607-23
35swin_base_patch4_window12_38463.47036.53078.08021.92087.903841.000bicubic-33.650-21.700-9
36swinv2_base_window12to16_192to256_22kft1k63.20036.80077.12022.88087.922560.900bicubic-33.860-22.540-5
37tf_efficientnet_b5_ns63.04336.95777.77322.22730.394560.934bicubic-33.827-21.867+8
38deit3_base_patch16_384_in21ft1k62.63737.36375.55024.45086.883841.000bicubic-34.603-24.120-18
39vit_base_patch8_22462.19737.80375.61724.38386.582240.900bicubic-34.883-24.003-10
40convnext_base_in22ft1k62.01037.99076.03723.96388.592240.875bicubic-34.830-23.613+7
41deit3_base_patch16_224_in21ft1k61.78738.21374.72325.27786.592241.000bicubic-35.083-24.897+3
42tf_efficientnet_b4_ns61.23338.76776.16023.84019.343800.922bicubic-35.477-23.480+17
43tf_efficientnetv2_l_in21ft1k60.95339.04775.84324.157118.524801.000bicubic-36.157-23.867-16
44tf_efficientnetv2_xl_in21ft1k60.68039.32074.39725.603208.125121.000bicubic-36.470-25.223-19
45beit_base_patch16_22460.31739.68375.59724.40386.532240.900bicubic-36.343-24.063+19
46vit_base_patch16_38460.18739.81373.83726.16386.863841.000bicubic-36.833-25.873-14
47swin_base_patch4_window7_22459.53740.46374.24025.76087.772240.900bicubic-37.143-25.420+15
48convnext_small_384_in22ft1k59.11040.89073.90326.09750.223841.000bicubic-37.980-25.787-20
49volo_d5_51258.92041.08073.20026.800296.095121.150bicubic-38.370-26.560-35
50volo_d5_44858.79341.20773.05726.943295.914481.150bicubic-38.447-26.683-28
51tf_efficientnetv2_m_in21ft1k58.64341.35773.98026.02054.144801.000bicubic-38.327-25.690-16
52vit_large_r50_s32_22458.63341.36771.72028.280328.992240.900bicubic-37.547-27.820+64
53deit3_large_patch16_38458.35741.64372.97027.030304.763841.000bicubic-38.493-26.650-7
54deit3_huge_patch14_22458.11041.89072.13027.870632.132240.900bicubic-38.470-27.390+16
55tf_efficientnet_b8_ap57.83042.17072.95327.04787.416720.954bicubic-38.720-26.587+17
56convnext_small_in22ft1k57.53342.46772.67727.32350.222240.875bicubic-38.927-26.793+27
57cait_m48_44857.47742.52371.86728.133356.464481.000bicubic-39.403-27.753-14
58cait_m36_38457.46742.53372.32027.680271.223841.000bicubic-39.363-27.340-10
59tf_efficientnet_b3_ns57.41342.58772.38727.61312.233000.904bicubic-38.687-27.093+65
60volo_d4_44857.29342.70771.53328.467193.414481.150bicubic-39.777-28.217-30
61vit_base_patch16_22456.84043.16070.63729.36386.572240.900bicubic-39.460-28.923+41
62volo_d5_22456.49043.51070.64729.353295.462240.960bicubic-40.390-29.023-20
63deit3_large_patch16_22456.46343.53770.46329.537304.372240.900bicubic-39.727-28.837+52
64xcit_large_24_p8_384_dist56.35043.65071.32028.680188.933841.000bicubic-40.410-28.240-9
65xcit_large_24_p8_224_dist56.02743.97370.66329.337188.932241.000bicubic-40.613-28.797+1
66xcit_large_24_p16_384_dist54.91045.09069.86330.137189.103841.000bicubic-42.030-29.647-27
67volo_d4_22454.74345.25768.86031.140192.962240.960bicubic-42.037-30.810-14
68deit3_small_patch16_384_in21ft1k54.46745.53368.31031.69022.213841.000bicubic-42.203-31.330-5
69vit_base_r50_s16_38454.40045.60069.56330.43798.953841.000bicubic-42.050-30.097+16
70resnetv2_152x4_bitm54.32345.67770.17329.827936.534801.000bilinear-42.557-29.487-29
71xcit_large_24_p16_224_dist54.26045.74068.98031.020189.102241.000bicubic-42.060-30.520+29
72vit_small_r26_s32_38454.20345.79768.74731.25336.473841.000bicubic-41.857-30.803+60
73volo_d3_44853.99346.00768.02331.97786.634481.000bicubic-43.027-31.657-40
74tf_efficientnet_b5_ap53.86746.13369.16330.83730.394560.934bicubic-42.213-30.377+51
75xcit_medium_24_p8_224_dist53.66346.33768.40731.59384.322241.000bicubic-42.857-31.1830
76tf_efficientnet_b2_ns53.59746.40370.27729.7239.112600.890bicubic-41.923-29.063+118
77tf_efficientnet_b6_ap53.56746.43368.55031.45043.045280.942bicubic-42.803-31.000+15
78cait_s36_38453.55046.45068.02031.98068.373841.000bicubic-43.080-31.580-11
79convnext_large53.53346.46768.18331.817197.772240.875bicubic-42.487-31.287+58
80deit3_base_patch16_38453.51046.49067.63032.37086.883841.000bicubic-42.720-31.770+32
81deit3_base_patch16_22453.45746.54367.59332.40786.592240.900bicubic-42.323-31.677+80
82tf_efficientnet_b853.41046.59069.09030.91087.416720.954bicubic-43.290-30.440-22
83xcit_medium_24_p8_384_dist53.40746.59368.13731.86384.323841.000bicubic-43.373-31.473-29
84vit_base_patch32_38453.30046.70068.04331.95788.303841.000bicubic-42.600-31.397+64
85tf_efficientnet_b7_ap53.26046.74068.86731.13366.356000.949bicubic-43.090-30.723+9
86xcit_medium_24_p16_384_dist53.21346.78768.05731.94384.403841.000bicubic-43.487-31.543-25
87tf_efficientnetv2_s_in21ft1k53.14346.85769.00730.99321.463841.000bicubic-43.327-30.563-8
88tf_efficientnet_b4_ap53.09346.90768.21331.78719.343800.922bicubic-42.397-31.177+108
89regnetz_e853.01746.98367.14032.86057.703201.000bicubic-43.583-32.470-21
90dm_nfnet_f552.87047.13067.42732.573377.215440.954bicubic-43.940-32.243-41
91volo_d3_22452.70347.29766.32033.68086.332240.960bicubic-43.737-33.220-5
92deit3_small_patch16_224_in21ft1k52.69047.31066.87733.12322.062241.000bicubic-43.130-32.433+65
93dm_nfnet_f652.44747.55367.11332.887438.365760.956bicubic-44.473-32.607-53
94tf_efficientnet_b752.39347.60768.23031.77066.356000.949bicubic-44.187-31.290-25
95tf_efficientnetv2_l52.38747.61367.24032.760118.524801.000bicubic-44.263-32.320-30
96xcit_small_24_p8_384_dist52.36047.64066.83333.16747.633841.000bicubic-44.450-32.797-46
97swsl_resnet1852.33747.66370.47729.52311.692240.875bilinear-38.733-27.733+508
98efficientnetv2_rw_m52.32347.67767.21032.79053.244161.000bicubic-43.947-32.350+7
99deit_base_distilled_patch16_38452.25347.74767.73732.26387.633841.000bicubic-44.257-31.853-22
100xcit_medium_24_p16_224_dist52.19747.80366.89333.10784.402241.000bicubic-44.063-32.517+7
101xcit_small_24_p8_224_dist52.19747.80366.76733.23347.632241.000bicubic-44.353-32.803-28
102dm_nfnet_f352.13047.87066.74033.260254.924160.940bicubic-44.600-32.890-46
103resnetv2_152x2_bit_teacher_38451.94348.05768.66331.337236.343841.000bicubic-44.247-30.837+11
104resmlp_big_24_224_in22ft1k51.89348.10768.47031.530129.142240.875bicubic-44.457-31.050-9
105xcit_small_24_p16_384_dist51.88348.11766.36733.63347.673841.000bicubic-44.457-33.183-9
106cait_s24_38451.78348.21766.32033.68047.063841.000bicubic-44.787-33.230-35
107resnetv2_152x2_bitm51.75748.24369.24730.753236.344481.000bilinear-44.763-30.263-31
108ecaresnet269d51.66348.33766.04333.957102.093521.000bicubic-44.797-33.567-27
109vit_base_patch16_224_miil51.55048.45065.20734.79386.542240.875bilinear-44.480-34.143+26
110convnext_tiny_384_in22ft1k51.45348.54766.42733.57328.593841.000bicubic-44.717-32.973+9
111convnext_base51.24748.75366.19033.81088.592240.875bicubic-44.693-33.190+34
112pit_b_distilled_22451.15748.84366.77333.22774.792240.900bicubic-44.913-32.567+15
113xcit_small_12_p8_384_dist51.09348.90765.83334.16726.213841.000bicubic-45.387-33.657-35
114convnext_tiny_in22ft1k51.08348.91766.62033.38028.592240.875bicubic-44.647-32.680+55
115dm_nfnet_f450.90749.09365.56334.437316.075120.951bicubic-45.873-34.057-64
116tf_efficientnet_b1_ns50.90049.10067.92732.0737.792400.882bicubic-43.960-31.323+166
117volo_d2_38450.88349.11765.63734.36358.873841.000bicubic-45.827-33.963-59
118xcit_small_24_p16_224_dist50.73049.27065.03334.96747.672241.000bicubic-45.060-34.317+41
119tf_efficientnetv2_m50.56049.44066.00034.00054.144801.000bicubic-45.980-33.570-45
120xcit_small_12_p16_384_dist50.52749.47365.29734.70326.253841.000bicubic-45.803-34.193-21
121efficientnet_b450.50349.49765.70734.29319.343841.000bicubic-45.027-33.693+71
122volo_d1_38450.47349.52764.92735.07326.783841.000bicubic-45.997-34.623-42
123xcit_small_12_p8_224_dist50.44049.56065.43334.56726.212241.000bicubic-45.520-33.987+20
124resnetv2_101x3_bitm50.40349.59767.78732.213387.934481.000bilinear-45.847-31.803-16
125regnetz_040h50.33049.67065.63034.37028.943201.000bicubic-46.000-33.890-27
126ssl_resnext101_32x16d50.25049.75066.01733.983194.032240.875bilinear-45.160-33.393+79
127cait_s24_22450.24049.76065.02334.97746.922241.000bicubic-45.400-34.367+53
128eca_nfnet_l250.23349.76765.45334.54756.723841.000bicubic-46.217-34.167-44
129vit_small_patch16_38450.16749.83365.80734.19322.203841.000bicubic-45.813-33.783+11
130resnest269e50.15349.84764.66335.337110.934160.928bicubic-45.967-34.857-8
131deit_base_distilled_patch16_22450.06049.94066.22333.77787.342240.900bicubic-45.690-33.057+32
132tf_efficientnet_b3_ap50.04349.95765.21334.78712.233000.904bicubic-44.927-33.897+131
133resnest200e49.87750.12364.74035.26070.203200.909bicubic-46.193-34.680-5
134volo_d2_22449.81350.18764.58735.41358.682240.960bicubic-46.607-34.913-45
135seresnextaa101d_32x8d49.76750.23364.42035.58093.592881.000bicubic-46.653-35.100-47
136xception6549.75750.24363.52336.47739.922990.940bicubic-45.933-35.787+39
137swinv2_base_window16_25649.66750.33363.81036.19087.922560.900bicubic-46.503-35.670-19
138convnext_small49.57350.42764.83035.17050.222240.875bicubic-46.037-34.430+44
139cait_xs24_38449.53750.46364.90035.10026.673841.000bicubic-46.473-34.6200
140tf_efficientnet_b549.51050.49065.65034.35030.394560.934bicubic-46.470-33.800+1
141resnetv2_152x2_bit_teacher49.48750.51365.62034.380236.342240.875bicubic-46.263-33.810+24
142resnet200d49.47350.52764.32735.67364.693201.000bicubic-46.637-35.133-19
143xcit_small_12_p16_224_dist49.42050.58063.84036.16026.252241.000bicubic-46.310-35.520+23
144resnest101e49.36350.63765.59734.40348.282560.875bilinear-46.197-33.673+44
145regnetz_04049.28350.71764.06335.93727.123201.000bicubic-46.897-35.447-28
146seresnet152d49.25050.75064.17735.82366.843201.000bicubic-47.060-35.333-46
147resnet152d49.25050.75064.41735.58360.213201.000bicubic-46.620-35.013+4
148vit_base_patch32_22449.25050.75064.34335.65788.222240.900bicubic-45.140-34.717+200
149xcit_large_24_p8_22449.23750.76362.84037.160188.932241.000bicubic-46.843-36.310-23
150ssl_resnext101_32x8d49.09750.90365.48334.51788.792240.875bilinear-46.233-33.827+67
151resmlp_big_24_distilled_22449.09750.90365.47734.523129.142240.875bicubic-46.773-33.9630
152volo_d1_22448.97051.03063.19036.81026.632240.960bicubic-47.060-36.200-16
153repvgg_b348.92051.08064.88035.120123.092240.875bilinear-45.640-34.030+175
154resnetrs42048.85751.14363.42736.573191.894161.000bicubic-47.553-36.113-64
155deit3_small_patch16_38448.67051.33062.82337.17722.213841.000bicubic-46.940-36.567+28
156seresnext101d_32x8d48.59751.40362.96037.04093.592881.000bicubic-47.763-36.510-63
157efficientnetv2_rw_s48.59351.40763.83736.16323.943841.000bicubic-47.107-35.543+17
158regnetz_d3248.59051.41065.19034.81027.583200.950bicubic-47.280-34.240-8
159swinv2_small_window16_25648.57751.42362.76337.23749.732560.900bicubic-47.493-36.617-30
160efficientnet_b348.56751.43364.25035.75012.233201.000bicubic-46.573-34.960+75
161ecaresnet101d48.53751.46364.09735.90344.572240.875bicubic-46.623-35.133+71
162dm_nfnet_f248.36751.63363.23036.770193.783520.920bicubic-48.093-36.310-80
163vit_small_r26_s32_22448.36751.63363.80036.20036.432240.900bicubic-46.753-35.280+77
164swinv2_base_window8_25648.34051.66063.59736.40387.922560.900bicubic-47.730-35.883-34
165repvgg_b3g448.30351.69764.79335.20783.832240.875bilinear-46.197-34.227+172
166vit_large_patch32_38448.24751.75361.82338.177306.633841.000bicubic-46.993-37.497+59
167convit_base48.22051.78063.00736.99386.542240.875bicubic-46.880-36.133+79
168swin_s3_base_22448.14051.86062.26337.73771.132240.900bicubic-47.900-37.087-35
169sequencer2d_l48.10751.89362.34337.65754.302240.875bicubic-47.763-37.127-16
170resnetrs35048.05751.94362.65037.350163.963841.000bicubic-48.183-36.820-59
171regnetz_d848.01351.98764.41035.59023.373201.000bicubic-47.997-35.020-33
172twins_svt_large47.94752.05362.91037.09099.272240.900bicubic-47.773-36.380-1
173vit_relpos_base_patch16_22447.93752.06362.84737.15386.432240.900bicubic-47.193-36.453+65
174mixer_b16_224_miil47.80052.20063.39736.60359.882240.875bilinear-47.090-35.683+104
175repvgg_b2g447.79352.20764.37735.62361.762240.875bilinear-46.027-34.553+241
176vit_relpos_base_patch16_clsgap_22447.76352.23762.41037.59086.432240.900bicubic-47.487-36.790+47
177vit_relpos_medium_patch16_cls_22447.66052.34061.80338.19738.762240.900bicubic-47.640-37.287+42
178seresnext101_32x8d47.65352.34761.44738.55393.572881.000bicubic-48.477-37.913-57
179eca_nfnet_l147.64352.35762.76337.23741.413201.000bicubic-48.297-36.727-33
180resnetv2_50x3_bitm47.59352.40765.60334.397217.324481.000bilinear-48.677-34.027-74
181pit_s_distilled_22447.54752.45363.49736.50324.042240.900bicubic-47.193-35.683+115
182resnest50d_4s2x40d47.49052.51063.81736.18330.422240.875bicubic-47.220-35.013+119
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184crossvit_18_dagger_40847.38052.62060.94339.05744.614081.000bicubic-48.750-38.527-64
185xcit_small_24_p8_22447.29752.70360.98339.01747.632241.000bicubic-48.613-38.197-38
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188convnext_tiny47.18052.82063.21736.78328.592240.875bicubic-47.780-35.983+78
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191tf_efficientnet_b447.08052.92062.85737.14319.343800.922bicubic-48.510-36.473-5
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193vit_base_patch16_rpn_22447.06352.93762.40337.59786.542240.900bicubic-47.757-36.687+91
194swinv2_small_window8_25647.03052.97062.29737.70349.732560.900bicubic-48.700-37.083-27
195xcit_small_12_p8_22446.98353.01760.53739.46326.212241.000bicubic-48.437-38.663+9
196xcit_large_24_p16_22446.96053.04060.67039.330189.102241.000bicubic-47.990-38.160+71
197convnext_tiny_hnf46.93753.06361.20038.80028.592240.950bicubic-47.833-37.750+96
198xception65p46.93353.06761.08338.91739.822990.940bicubic-48.727-38.187-20
199resnet101d46.89353.10762.32337.67744.573201.000bicubic-48.857-37.117-35
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201gluon_seresnext101_64x4d46.67753.32361.29738.70388.232240.875bicubic-47.983-37.753+113
202twins_pcpvt_large46.62753.37362.23337.76760.992240.900bicubic-49.093-37.137-32
203dm_nfnet_f146.54753.45361.40338.597132.633200.910bicubic-49.833-38.067-112
204regnetv_06446.48053.52062.25337.74730.582881.000bicubic-49.290-37.167-42
205xcit_medium_24_p8_22446.47353.52759.64740.35384.322241.000bicubic-49.397-39.433-51
206crossvit_15_dagger_40846.45753.54360.48739.51328.504081.000bicubic-49.363-38.913-48
207resnetrs20046.43053.57061.06038.94093.213201.000bicubic-49.910-38.520-110
208swin_s3_small_22446.39353.60760.89739.10349.742240.900bicubic-49.447-38.303-52
209fbnetv3_g46.34753.65362.40337.59716.622880.950bilinear-48.783-36.797+27
210sequencer2d_m46.29753.70360.90339.09738.312240.875bicubic-49.303-38.367-25
211tresnet_xl46.28053.72061.95038.05078.442240.875bilinear-48.780-37.310+43
212xcit_tiny_24_p8_384_dist46.26353.73760.71339.28712.113841.000bicubic-49.977-38.727-103
213xcit_tiny_24_p8_224_dist46.25753.74360.60739.39312.112241.000bicubic-49.203-38.783-12
214gernet_m46.17053.83062.70037.30021.142240.875bilinear-48.380-36.230+115
215deit_small_distilled_patch16_22446.16353.83762.40337.59722.442240.900bicubic-48.437-36.697+106
216regnety_16046.16353.83761.84338.15783.592881.000bicubic-49.717-37.717-67
217crossvit_base_24046.13353.86760.22339.777105.032400.875bicubic-48.937-38.897+36
218swinv2_cr_small_ns_22446.12353.87760.78739.21349.702240.900bicubic-49.567-38.523-41
219resnest50d_1s4x24d46.09353.90762.37737.62325.682240.875bicubic-48.297-36.693+125
220tf_efficientnet_b0_ns46.05353.94763.27036.7305.292240.875bicubic-47.697-35.700+203
221jx_nest_base46.04053.96060.09339.90767.722240.875bicubic-49.500-39.207-30
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223vit_small_patch16_22446.00054.00061.82038.18022.052240.900bicubic-48.880-37.450+56
224vit_relpos_medium_patch16_22445.96054.04061.03038.97038.752240.900bicubic-49.240-38.190+4
225regnety_08045.95354.04760.88039.12039.182881.000bicubic-49.897-38.560-70
226resnest50d45.94354.05762.63037.37027.482240.875bilinear-48.677-36.400+91
227deit3_small_patch16_22445.92354.07758.89341.10722.062240.900bicubic-48.767-39.857+80
228crossvit_18_24045.90354.09760.38339.61743.272400.875bicubic-49.167-38.597+21
229twins_pcpvt_base45.89354.10761.34338.65743.832240.900bicubic-49.567-38.017-27
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231levit_38445.87354.12761.69038.31039.132240.900bicubic-49.337-37.470-4
232twins_svt_base45.87354.12760.96739.03356.072240.900bicubic-49.697-38.263-45
233crossvit_18_dagger_24045.85054.15059.92340.07744.272400.875bicubic-49.330-39.197-2
234vit_relpos_medium_patch16_rpn_22445.75354.24760.95739.04338.732240.900bicubic-49.317-38.333+16
235vit_srelpos_medium_patch16_22445.73054.27061.07038.93038.742240.900bicubic-49.170-38.130+39
236crossvit_15_dagger_24045.69754.30360.09039.91028.212400.875bicubic-49.283-39.070+25
237regnetz_c1645.69054.31062.51737.48313.463200.940bicubic-49.700-36.763-28
238convmixer_1536_2045.66054.34061.77038.23051.632240.960bicubic-49.310-37.400+26
239gc_efficientnetv2_rw_t45.65754.34360.20039.80013.682881.000bicubic-49.633-39.020-19
240efficientnetv2_rw_t45.60754.39360.18739.81313.652881.000bicubic-49.463-39.033+11
241gluon_seresnext101_32x4d45.59754.40361.14038.86048.962240.875bicubic-48.853-37.950+98
242xcit_tiny_24_p16_384_dist45.58754.41360.51039.49012.123841.000bicubic-49.903-38.850-45
243xcit_medium_24_p16_22445.52754.47359.00041.00084.402241.000bicubic-49.603-39.930-4
244xcit_small_24_p16_22445.51754.48358.88741.11347.672241.000bicubic-49.563-40.183+4
245dm_nfnet_f045.48054.52060.99039.01071.492560.900bicubic-50.210-38.340-69
246resnext101_64x4d45.45354.54759.04040.96083.462881.000bicubic-50.087-40.250-56
247gluon_resnet152_v1d45.43754.56360.08339.91760.212240.875bicubic-49.003-38.927+93
248nfnet_l045.42354.57762.07337.92735.072881.000bicubic-49.967-37.237-37
249ssl_resnext50_32x4d45.40354.59762.03337.96725.032240.875bilinear-49.297-37.207+55
250xcit_small_12_p16_22445.39754.60359.41740.58326.252241.000bicubic-49.423-39.643+34
251resnetv2_50x1_bit_distilled45.39754.60362.31037.69025.552240.875bicubic-50.003-37.120-42
252jx_nest_small45.35354.64759.01040.99038.352240.875bicubic-50.177-40.210-59
253resnet61q45.28354.71759.40040.60036.852881.000bicubic-49.837-39.810-9
254tresnet_xl_44845.22354.77761.44038.56078.444480.875bilinear-50.287-37.900-59
255nasnetalarge45.20754.79357.88042.12088.753310.911bicubic-49.943-41.420-22
256convit_small45.19754.80360.49739.50327.782240.875bicubic-49.723-38.613+16
257swin_small_patch4_window7_22445.15754.84360.33339.66749.612240.900bicubic-50.563-39.157-85
258tf_efficientnet_b345.10054.90060.64339.35712.233000.904bicubic-49.810-38.467+15
259resnet10145.08754.91359.57740.42344.552240.950bicubic-49.893-39.503+3
260sequencer2d_s45.08354.91760.06739.93327.652240.875bicubic-50.387-39.353-60
261rexnet_20045.05754.94362.31337.68716.372240.875bicubic-49.603-36.837+52
262resnetrs15244.95755.04359.70740.29386.623201.000bicubic-51.003-39.673-120
263resnetv2_10144.93355.06758.83741.16344.542240.950bicubic-49.997-40.363+7
264ecaresnetlight44.89355.10760.77739.22330.162240.875bicubic-49.247-38.173+114
265deit_base_patch16_22444.87355.12759.19040.81086.572240.900bicubic-50.137-39.790-7
266cait_xxs36_38444.77755.22359.36740.63317.373841.000bicubic-50.443-39.953-40
267deit_base_patch16_38444.77055.23059.62740.37386.863841.000bicubic-50.880-39.613-88
268resmlp_36_distilled_22444.75755.24361.07338.92744.692240.875bicubic-49.793-38.087+62
269gernet_l44.73055.27058.94741.05331.082560.875bilinear-50.200-40.1930
270xcit_tiny_24_p16_224_dist44.72055.28059.42040.58012.122241.000bicubic-49.500-39.540+98
271resmlp_24_distilled_22444.71055.29061.46338.53730.022240.875bicubic-49.630-37.627+83
272tf_efficientnet_b2_ap44.70755.29360.68039.3209.112600.890bicubic-49.563-38.270+90
273swinv2_tiny_window16_25644.57355.42759.57740.42328.352560.900bicubic-50.787-39.723-59
274vit_relpos_small_patch16_22444.55055.45060.20339.79721.982240.900bicubic-50.140-38.897+32
275gmlp_s16_22444.48355.51758.62741.37319.422240.875bicubic-49.027-40.153+180
276ens_adv_inception_resnet_v244.39055.61058.11041.89055.842990.897bicubic-49.730-40.680+104
277tresnet_l44.36055.64059.94740.05355.992240.875bilinear-50.540-39.083-2
278gluon_resnext101_32x4d44.28755.71359.09040.91044.182240.875bicubic-49.833-39.840+103
279poolformer_m4844.27055.73059.30040.70073.472240.950bicubic-50.860-39.820-42
280wide_resnet50_244.18055.82059.69740.30368.882240.875bicubic-50.480-39.283+31
281regnetz_c16_evos44.16055.84061.05738.94313.493200.950bicubic-51.470-38.363-100
282vit_srelpos_small_patch16_22444.13755.86359.71040.29021.972240.900bicubic-50.413-39.430+49
283crossvit_15_24044.12355.87759.13040.87027.532400.875bicubic-50.597-39.950+15
284seresnext50_32x4d44.12055.88059.48040.52027.562240.875bicubic-50.690-39.650+2
285resnetv2_101x1_bitm44.11355.88761.98038.02044.544481.000bilinear-51.207-37.390-67
286gluon_resnet152_v1s44.07055.93058.70041.30060.322240.875bicubic-50.650-40.360+13
287pit_b_22444.06755.93358.01741.98373.762240.900bicubic-50.723-40.803+1
288poolformer_m3644.02055.98059.06740.93356.172240.950bicubic-50.990-40.033-29
289ssl_resnet5044.02055.98061.91038.09025.562240.875bilinear-50.300-37.240+68
290inception_resnet_v244.00755.99357.90742.09355.842990.897bicubic-50.323-40.893+65
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292pit_s_22443.89356.10758.63741.36323.462240.900bicubic-50.687-40.483+33
293gluon_resnext101_64x4d43.88056.12058.70341.29783.462240.875bicubic-50.470-40.177+60
294coat_lite_small43.81356.18757.14342.85719.842240.900bicubic-51.267-41.887-47
295regnetv_04043.79356.20758.46041.54020.642881.000bicubic-51.937-40.900-127
296tnt_s_patch16_22443.77756.22359.19740.80323.762240.900bicubic-50.793-39.983+30
297mobilevitv2_200_in22ft1k43.77056.23059.50040.50018.452560.888bicubic-51.280-39.580-41
298swinv2_cr_small_22443.77056.23057.69042.31049.702240.900bicubic-51.630-41.360-92
299cspresnext5043.76356.23760.14339.85720.572560.887bilinear-50.477-38.907+66
300cait_xxs36_22443.76056.24058.73041.27017.302241.000bicubic-50.170-40.160+99
301ecaresnet50d43.74356.25760.37339.62725.582240.875bicubic-50.457-38.647+71
302ecaresnet101d_pruned43.74056.26059.60740.39324.882240.875bicubic-50.720-39.483+36
303swin_s3_tiny_22443.71756.28359.51040.49028.332240.900bicubic-51.183-39.650-27
304tf_efficientnetv2_s43.70756.29358.59741.40321.463841.000bicubic-52.003-40.803-131
305rexnet_15043.68756.31360.89039.1109.732240.875bicubic-50.593-38.190+54
306pit_xs_distilled_22443.66056.34060.70739.29311.002240.900bicubic-49.580-38.143+177
307xcit_tiny_12_p8_224_dist43.64056.36058.45741.5436.712241.000bicubic-51.080-40.723-7
308edgenext_small43.61756.38359.88340.1175.593201.000bicubic-51.213-39.527-25
309crossvit_small_24043.47356.52758.94041.06026.862400.875bicubic-51.107-39.990+13
310gluon_resnet101_v1d43.43056.57058.61041.39044.572240.875bicubic-50.750-40.330+64
311ecaresnet50t43.41356.58759.30040.70025.573200.950bicubic-51.657-39.890-59
312gluon_resnet101_v1s43.36356.63758.51041.49044.672240.875bicubic-50.807-40.400+65
313cspdarknet5343.35356.64759.43040.57027.642560.887bilinear-50.737-39.550+70
314xcit_tiny_24_p8_22443.30356.69757.27342.72712.112241.000bicubic-51.587-41.917-37
315xcit_tiny_12_p8_384_dist43.30056.70058.17741.8236.713841.000bicubic-52.040-41.163-100
316dpn68b43.27756.72358.67341.32712.612240.875bicubic-50.343-40.377+124
317convmixer_768_3243.26756.73359.36740.63321.112240.960bicubic-51.163-39.743+24
318visformer_small43.25756.74357.98042.02040.222240.900bicubic-51.713-41.230-53
319eca_nfnet_l043.23356.76759.90740.09324.142881.000bicubic-52.217-39.483-116
320regnety_06443.22356.77757.23042.77030.582881.000bicubic-52.567-42.060-160
321vit_relpos_base_patch32_plus_rpn_25643.16756.83358.43041.570119.422560.900bicubic-49.993-40.220+167
322vit_small_patch32_38443.14356.85759.29340.70722.923841.000bicubic-51.457-39.847-2
323resnest26d43.14056.86060.63739.36317.072240.875bilinear-50.100-38.193+159
324twins_pcpvt_small43.08756.91358.87741.12324.112240.900bicubic-51.513-40.273-5
325resmlp_36_22443.05056.95059.31340.68744.692240.875bicubic-50.600-39.637+109
326cspresnet5043.04756.95359.16740.83321.622560.887bilinear-50.813-39.693+81
327dpn13143.04056.96057.42042.58079.252240.875bicubic-50.710-41.410+95
328tf_efficientnet_lite442.98057.02057.64042.36013.013800.920bilinear-51.890-41.450-47
329twins_svt_small42.93057.07058.46741.53324.062240.900bicubic-51.840-40.693-39
330mobilevitv2_200_384_in22ft1k42.91757.08358.98741.01318.453841.000bicubic-52.473-40.433-120
331gluon_resnet152_v1b42.89357.10757.74042.26060.192240.875bicubic-51.137-41.010+58
332fbnetv3_d42.89057.11059.69040.31010.312560.950bilinear-50.960-39.210+78
333dpn10742.86057.14057.36342.63786.922240.875bicubic-51.100-41.467+63
334levit_25642.81357.18757.90342.09718.892240.900bicubic-51.597-41.157+8
335gluon_resnet152_v1c42.81057.19057.73742.26360.212240.875bicubic-51.080-41.063+68
336tf_efficientnet_b1_ap42.80057.20058.81741.1837.792400.882bicubic-50.830-39.983+101
337gluon_xception6542.79057.21058.82041.18039.922990.903bicubic-51.220-40.200+55
338gcresnet50t42.79057.21059.19040.81025.902560.900bicubic-51.830-39.790-22
339tresnet_l_44842.75057.25058.94341.05755.994480.875bilinear-52.650-40.357-132
340cs3darknet_x42.71757.28358.19741.80335.052881.000bicubic-52.553-41.083-119
341resnet50d42.69757.30358.68741.31325.582240.875bicubic-51.373-40.213+46
342gluon_seresnext50_32x4d42.68357.31758.70041.30027.562240.875bicubic-51.487-40.310+34
343xcit_tiny_12_p16_384_dist42.58757.41358.08741.9136.723841.000bicubic-51.943-41.083-10
344resnext101_32x8d42.57057.43058.29341.70788.792240.875bilinear-51.200-40.657+76
345regnety_04042.56757.43357.03742.96320.652881.000bicubic-52.903-42.233-146
346seresnet5042.51357.48758.67741.32328.092240.875bicubic-51.567-40.273+39
347nf_resnet5042.50757.49359.52040.48025.562880.940bicubic-51.883-39.550-2
348mobilevitv2_175_in22ft1k42.50057.50058.13341.86714.252560.888bicubic-52.280-40.967-59
349resnetrs10142.44357.55757.29042.71063.622880.940bicubic-52.807-41.920-127
350poolformer_s3642.33357.66758.73741.26330.862240.900bicubic-52.287-40.313-35
351jx_nest_tiny42.33057.67057.04342.95717.062240.875bicubic-52.620-42.057-83
352tf_efficientnetv2_b342.31057.69057.94342.05714.363000.904bicubic-52.810-41.277-109
353convmixer_1024_20_ks9_p1442.27757.72359.71340.28724.382240.960bicubic-50.073-38.707+199
354xcit_tiny_24_p16_22442.27357.72756.83043.17012.122241.000bicubic-51.567-41.930+56
355dpn9842.27357.72756.88343.11761.572240.875bicubic-51.657-41.587+46
356deit_small_patch16_22442.26757.73358.01341.98722.052240.900bicubic-51.723-40.947+39
357tf_efficientnet_cc_b1_8e42.22057.78058.43041.57039.722400.882bicubic-51.350-40.260+90
358legacy_senet15442.21357.78756.59343.407115.092240.875bilinear-52.517-42.507-61
359cait_xxs24_38442.18357.81757.46042.54012.033841.000bicubic-52.747-41.660-88
360xception41p42.16357.83756.89043.11026.912990.940bicubic-52.897-42.260-105
361tf_efficientnet_b242.11757.88358.19741.8039.112600.890bicubic-52.093-40.843+9
362gluon_resnext50_32x4d42.04357.95757.67042.33025.032240.875bicubic-51.607-41.020+73
363resnext50_32x4d41.96358.03756.75743.24325.032240.950bicubic-52.617-42.313-39
364ecaresnet50d_pruned41.95058.05058.21741.78319.942240.875bicubic-51.870-40.783+51
365efficientnet_b241.93358.06758.28741.7139.112881.000bicubic-52.437-40.763-17
366xcit_tiny_12_p16_224_dist41.92058.08057.22742.7736.722241.000bicubic-51.430-41.513+108
367mobilevitv2_150_in22ft1k41.92058.08057.92342.07710.592560.888bicubic-52.770-40.997-62
368mobilevitv2_150_384_in22ft1k41.77758.22357.82042.18010.593841.000bicubic-53.563-41.310-152
369mobilevitv2_175_384_in22ft1k41.67058.33058.01041.99014.253841.000bicubic-53.570-41.370-145
370edgenext_small_rw41.66358.33758.52041.4807.833201.000bicubic-52.697-40.520-19
371dla102x241.64358.35757.94042.06041.282240.875bilinear-52.357-41.090+23
372hrnet_w6441.64058.36057.12342.877128.062240.875bilinear-52.190-41.797+40
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374poolformer_s2441.60758.39358.44041.56021.392240.900bicubic-52.723-40.620-18
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376swinv2_cr_tiny_ns_22441.54358.45757.19042.81028.332240.900bicubic-53.217-41.920-82
377haloregnetz_b41.54058.46057.08042.92011.682240.940bicubic-52.980-42.090-42
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380efficientnet_em41.49058.51058.88041.1206.902400.882bicubic-52.250-40.050+44
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382halo2botnet50ts_25641.46758.53356.20743.79322.642560.950bicubic-53.543-42.833-122
383swin_tiny_patch4_window7_22441.46058.54057.30742.69328.292240.900bicubic-53.160-41.813-65
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385swinv2_tiny_window8_25641.38358.61757.11742.88328.352560.900bicubic-53.647-42.053-128
386cait_xxs24_22441.38058.62057.52342.47711.962241.000bicubic-52.110-41.247+72
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390dpn9241.27758.72356.34043.66037.672240.875bicubic-52.903-42.590-17
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395resnetblur5041.07758.92357.08042.92025.562240.875bicubic-52.633-41.730+34
396nf_regnet_b141.02758.97358.11341.88710.222880.900bicubic-52.853-40.637+10
397gluon_resnet50_v1d40.97059.03057.13742.86325.582240.875bicubic-52.560-41.573+56
398fbnetv3_b40.95359.04758.65341.3478.602560.950bilinear-52.677-40.257+41
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405resnetv2_50d_gn40.78359.21756.20743.79325.572880.950bicubic-54.317-42.853-160
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407lamhalobotnet50ts_25640.74759.25356.09343.90722.572560.950bicubic-54.023-42.987-115
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409skresnext50_32x4d40.70059.30056.03043.97027.482240.875bicubic-53.250-42.800-11
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411hrnet_w4040.66359.33756.75743.24357.562240.875bilinear-53.047-42.043+19
412resmlp_24_22440.64359.35756.57043.43030.022240.875bicubic-52.797-42.240+51
413repvgg_b140.59359.40757.83042.17057.422240.875bilinear-52.817-40.960+56
414halonet50ts40.57759.42355.19344.80722.732560.940bicubic-54.133-43.947-111
415tf_efficientnet_lite340.56359.43756.47343.5278.203000.904bilinear-53.547-42.487-33
416xcit_tiny_12_p8_22440.53359.46755.62344.3776.712241.000bicubic-53.827-43.447-67
417mobilevitv2_17540.53059.47056.27743.72314.252560.888bicubic-53.700-42.543-50
418tresnet_m_44840.52759.47356.70343.29731.394480.875bilinear-54.133-42.387-106
419dla16940.52359.47757.25742.74353.392240.875bilinear-53.267-41.643-1
420pit_xs_22440.48759.51356.53343.46710.622240.900bicubic-52.423-42.247+88
421resnetaa5040.47359.52756.02743.97325.562881.000bicubic-54.407-43.103-141
422repvgg_b240.46359.53757.77342.22789.022240.875bilinear-53.127-41.297+24
423regnetx_32040.44759.55355.66744.333107.812240.875bicubic-53.773-43.383-54
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425skresnet3440.39359.60756.74043.26022.282240.875bicubic-52.177-41.780+112
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427resnet5040.38359.61754.66345.33725.562240.950bicubic-53.547-44.257-26
428efficientnet_b2_pruned40.38059.62056.53343.4678.312600.890bicubic-53.420-42.377-11
429wide_resnet101_240.36059.64055.78744.213126.892240.875bilinear-53.360-43.023-3
430coat_lite_mini40.35359.64755.72344.27711.012240.900bicubic-53.107-43.137+31
431legacy_seresnext101_32x4d40.35359.64754.82345.17748.962240.875bilinear-53.767-44.147-52
432sebotnet33ts_25640.34059.66053.21746.78313.702560.940bicubic-53.970-45.383-74
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434regnetx_16040.27359.72756.06043.94054.282240.875bicubic-53.617-43.030-30
435densenet20140.27059.73056.71343.28720.012240.875bicubic-52.430-41.937+90
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437eca_resnet33ts40.13759.86357.00342.99719.682560.900bicubic-53.723-41.887-29
438mobilevitv2_20040.13359.86755.51044.49018.452560.888bicubic-54.377-43.460-102
439darknetaa5340.12059.88055.78744.21336.022881.000bilinear-54.090-43.163-68
440hrnet_w4840.09759.90356.64743.35377.472240.875bilinear-53.933-42.383-50
441vit_base_patch16_224_sam40.09359.90755.43344.56786.572240.900bicubic-53.797-43.457-39
442legacy_seresnet15240.03759.96355.82044.18066.822240.875bilinear-53.393-43.030+25
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446tf_efficientnet_b139.98060.02056.13343.8677.792400.882bicubic-53.730-42.667-19
447gluon_resnet101_v1c39.95060.05055.31044.69044.572240.875bicubic-53.730-43.450-16
448resmlp_12_distilled_22439.83360.16757.44042.56015.352240.875bicubic-53.037-41.180+66
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450res2net50_26w_8s39.80760.19354.91045.09048.402240.875bilinear-53.633-43.780+12
451tf_efficientnetv2_b039.78760.21356.29043.7107.142240.875bicubic-53.273-42.400+43
452lambda_resnet50ts39.73360.26754.34045.66021.542560.950bicubic-54.837-44.310-125
453darknet5339.73360.26755.28344.71741.612881.000bicubic-54.627-43.767-101
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455regnetx_12039.69060.31055.65044.35046.112240.875bicubic-54.570-43.540-92
456vit_small_patch32_22439.68760.31355.26044.74022.882240.900bicubic-52.473-43.250+105
457hrnet_w4439.68060.32055.33344.66767.062240.875bilinear-53.930-43.627-14
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459densenet16139.62360.37756.13043.87028.682240.875bicubic-53.277-42.200+53
460mixnet_xl39.61360.38755.88344.11711.902240.875bicubic-54.617-43.047-94
461xception4139.60760.39355.04744.95326.972990.903bicubic-53.873-43.703-2
462tf_efficientnetv2_b139.57360.42755.35344.6478.142400.882bicubic-54.137-43.467-34
463gcresnet33ts39.55760.44355.82344.17719.882560.900bicubic-54.273-43.087-50
464xcit_tiny_12_p16_22439.54360.45755.02344.9776.722241.000bicubic-52.917-43.607+79
465dla102x39.54360.45756.31043.69026.312240.875bilinear-53.987-42.540-11
466sehalonet33ts39.53360.46754.01345.98713.692560.940bicubic-55.007-44.747-134
467rexnet_13039.49060.51056.64343.3577.562240.875bicubic-54.180-42.057-35
468hrnet_w3239.46360.53756.13743.86341.232240.875bilinear-53.487-42.703+37
469resnetv2_50x1_bitm39.43360.56757.85742.14325.554481.000bilinear-55.317-41.323-174
470levit_12839.42360.57755.35044.6509.212240.900bicubic-53.627-43.350+25
471densenetblur121d39.38060.62056.63043.3708.002240.875bicubic-53.030-41.790+78
472regnety_12039.35360.64755.27744.72351.822240.875bicubic-54.657-43.753-79
473mobilevitv2_15039.34060.66055.20344.79710.592560.888bicubic-54.730-43.717-87
474tf_efficientnet_el39.30760.69355.38044.62010.593000.904bicubic-55.053-43.720-124
475tv_resnet10139.29360.70755.79344.20744.552240.875bilinear-53.587-42.867+38
476tf_inception_v339.25060.75054.30345.69723.832990.875bicubic-53.950-44.177+8
477gluon_resnet50_v1s39.23760.76355.01044.99025.682240.875bicubic-54.353-43.830-32
478densenet16939.17360.82755.84744.15314.152240.875bicubic-53.117-42.743+75
479tf_efficientnetv2_b239.17360.82754.56745.43310.102600.890bicubic-54.887-44.363-90
480legacy_seresnet10139.03360.96755.00744.99349.332240.875bilinear-54.237-43.733-3
481efficientnet_b1_pruned39.00360.99755.63344.3676.332400.882bicubic-53.967-42.887+23
482repvgg_b1g438.98761.01356.34743.65339.972240.875bilinear-54.043-42.473+16
483crossvit_9_dagger_24038.97361.02754.86045.1408.782400.875bicubic-53.787-43.650+41
484inception_v338.95761.04353.84046.16023.832990.875bicubic-53.943-44.970+28
485resnet33ts38.93061.07055.58044.42019.682560.900bicubic-54.700-43.180-47
486dpn6838.91761.08354.93045.07012.612240.875bicubic-53.333-43.680+72
487legacy_seresnext50_32x4d38.88361.11754.59745.40327.562240.875bilinear-54.537-44.203-19
488dla10238.83361.16755.33044.67033.272240.875bilinear-54.427-43.440-10
489densenet12138.78761.21356.27343.7277.982240.875bicubic-53.153-42.007+80
490resnet32ts38.77361.22755.81344.18717.962560.900bicubic-54.787-42.937-41
491regnetx_04038.70761.29355.34344.65722.122240.875bicubic-54.963-43.597-58
492res2net50_14w_8s38.69761.30354.07345.92725.062240.875bilinear-54.343-44.627+5
493regnetx_03238.68361.31755.16044.84015.302240.875bicubic-54.567-43.590-12
494res2net50_26w_6s38.68361.31753.75746.24337.052240.875bilinear-54.917-44.993-50
495selecsls6038.61761.38355.63344.36730.672240.875bicubic-54.393-42.857+6
496dla60x38.61761.38355.38744.61317.352240.875bilinear-54.573-43.323-11
497dla60_res2net38.60761.39354.54745.45320.852240.875bilinear-54.763-44.293-25
498tf_efficientnet_b038.57761.42355.96344.0375.292240.875bicubic-53.823-42.507+52
499selecsls60b38.56361.43755.28744.71332.772240.875bicubic-54.937-43.553-42
500repvgg_a238.55761.44355.76044.24028.212240.875bilinear-54.123-42.760+27
501hardcorenas_f38.50361.49755.65044.3508.202240.875bilinear-54.477-42.970+2
502resmlp_12_22438.44361.55756.32043.68015.352240.875bicubic-53.677-42.250+63
503dla60_res2next38.43361.56754.94745.05317.032240.875bilinear-55.117-43.833-53
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505gluon_resnet50_v1b38.41361.58754.81745.18325.562240.875bicubic-54.147-43.733+33
506tf_efficientnet_cc_b0_4e38.40061.60055.15744.84313.312240.875bicubic-54.430-43.283+12
507hrnet_w1838.27361.72755.65344.34721.302240.875bilinear-54.487-43.007+16
508tinynet_a38.22361.77755.17744.8236.191920.875bicubic-54.587-43.383+13
509poolformer_s1238.16361.83756.19043.81011.922240.900bicubic-54.307-42.160+33
510mixnet_l38.16061.84054.75345.2477.332240.875bicubic-55.110-43.947-34
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512efficientnet_b138.09061.91054.02045.9807.792561.000bicubic-54.930-44.690-13
513coat_lite_tiny38.07061.93053.46046.5405.722240.900bicubic-54.790-45.180+3
514gmixer_24_22438.06361.93752.07747.92324.722240.875bicubic-54.617-46.203+12
515resnetrs5037.97062.03053.31346.68735.692240.910bicubic-56.050-45.537-124
516mobilevitv2_12537.88362.11754.06045.9407.482560.888bicubic-55.577-44.720-56
517hardcorenas_c37.87362.12755.71344.2875.522240.875bilinear-54.487-42.637+34
518gluon_resnet50_v1c37.85062.15054.11745.88325.582240.875bicubic-55.060-44.583-9
519res2net50_26w_4s37.83062.17053.07046.93025.702240.875bilinear-55.350-45.600-33
520efficientnet_es37.78762.21354.98045.0205.442240.875bicubic-55.133-43.710-13
521resnest14d37.77362.22756.45043.55010.612240.875bilinear-53.357-41.880+80
522tv_resnext50_32x4d37.74062.26054.12045.88025.032240.875bilinear-55.170-44.600-12
523resnet26t37.69062.31055.26044.74016.012560.940bicubic-54.980-43.320+6
524ecaresnet26t37.64762.35354.34745.65316.013200.950bicubic-56.313-44.573-127
525hardcorenas_d37.53362.46754.71345.2877.502240.875bilinear-55.067-43.717+10
526res2next5037.48362.51752.86347.13724.672240.875bilinear-55.677-45.907-36
527resnet3437.45362.54754.30345.69721.802240.875bilinear-53.747-43.937+68
528pit_ti_distilled_22437.32362.67755.13344.8675.102240.900bicubic-53.577-43.087+80
529lambda_resnet26t37.29762.70353.58046.42010.962560.940bicubic-56.103-45.150-59
530hardcorenas_b37.24062.76055.05044.9505.182240.875bilinear-54.690-43.350+40
531mobilenetv3_large_100_miil37.22062.78053.54746.4535.482240.875bilinear-55.050-44.693+24
532eca_halonext26ts37.18362.81753.12046.88010.762560.940bicubic-56.377-45.560-84
533cs3darknet_focus_m37.14062.86053.91746.0839.302880.950bicubic-55.970-44.823-41
534res2net50_48w_2s37.12762.87353.34746.65325.292240.875bilinear-55.663-45.133-12
535lambda_resnet26rpt_25637.07762.92353.84046.16010.992560.940bicubic-56.353-45.040-69
536dla6037.07362.92754.19345.80722.042240.875bilinear-55.587-44.437-6
537rexnet_10037.06362.93754.03745.9634.802240.875bicubic-55.787-44.583-20
538bat_resnext26ts37.06362.93753.75346.24710.732560.900bicubic-56.037-44.977-45
539regnety_01637.01062.99054.08045.92011.202240.875bicubic-55.990-44.600-37
540tf_mixnet_l36.97363.02752.58747.4137.332240.875bicubic-56.067-45.953-44
541botnet26t_25636.95763.04353.08346.91712.492560.950bicubic-56.473-45.567-76
542legacy_seresnet5036.86763.13353.47346.52728.092240.875bilinear-55.803-45.177-14
543halonet26t36.85063.15052.27747.72312.482560.950bicubic-56.760-46.363-101
544tv_densenet12136.81363.18754.03045.9707.982240.875bicubic-54.587-44.220+43
545tf_efficientnet_lite236.80363.19753.32046.6806.092600.890bicubic-55.797-45.230-11
546mobilenetv2_120d36.79363.20754.05045.9505.832240.875bicubic-55.817-44.450-13
547tf_efficientnet_lite136.72763.27353.58046.4205.422400.882bicubic-55.583-44.910+6
548eca_botnext26ts_25636.68763.31352.48347.51710.592560.950bicubic-56.683-46.217-75
549regnetx_01636.67763.32353.29346.7079.192240.875bicubic-55.853-45.257-10
550hardcorenas_a36.67363.32754.91745.0835.262240.875bilinear-54.947-43.253+29
551levit_128s36.63363.36753.12346.8777.782240.900bicubic-54.867-45.277+31
552efficientnet_b036.59763.40353.48746.5135.292240.875bicubic-55.883-45.193-11
553vit_base_patch32_224_sam36.55063.45053.04346.95788.222240.900bicubic-53.310-44.557+72
554xcit_nano_12_p8_224_dist36.53363.46752.88347.1173.052241.000bicubic-55.887-45.637-7
555cs3darknet_m36.45763.54353.23046.7709.312880.950bicubic-56.803-45.490-76
556mobilevitv2_10036.39363.60753.06746.9334.902560.888bicubic-56.737-45.693-65
557tf_efficientnet_em36.38763.61352.83347.1676.902400.882bicubic-56.783-45.837-70
558skresnet1836.32363.67754.18745.81311.962240.875bicubic-53.847-43.593+63
559repvgg_b036.28363.71754.06745.93315.822240.875bilinear-55.397-44.383+18
560tv_resnet5036.16763.83352.80747.19325.562240.875bilinear-55.963-45.713+2
561xcit_nano_12_p16_384_dist36.16063.84053.24746.7533.053841.000bicubic-55.970-45.173+2
562legacy_seresnet3436.14063.86052.55047.45021.962240.875bilinear-55.350-45.650+21
563coat_tiny36.12063.88051.06048.9405.502240.900bicubic-57.390-47.630-107
564tv_resnet3436.07763.92353.53346.46721.802240.875bilinear-54.213-44.447+55
565deit_tiny_distilled_patch16_22436.02363.97754.23745.7635.912240.900bicubic-55.057-44.033+39
566mobilenetv2_14036.01063.99053.95746.0436.112240.875bicubic-56.030-44.2930
567tf_efficientnet_lite035.91764.08353.47346.5274.652240.875bicubic-55.383-44.617+23
568seresnext26ts35.83064.17053.93346.06710.392560.900bicubic-56.990-44.667-48
569selecsls42b35.80764.19352.49347.50732.462240.875bicubic-56.673-45.947-29
570xcit_nano_12_p8_384_dist35.77064.23052.29747.7033.053841.000bicubic-57.500-46.553-95
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