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

51 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d79.64020.36089.39010.610828.412240.875bilinear-17.330-10.280+24
3ig_resnext101_32x32d79.46720.53389.19010.810468.532240.875bilinear-17.313-10.430+37
4ig_resnext101_32x16d78.81721.18388.47011.530194.032240.875bilinear-17.623-11.070+68
5tf_efficientnet_l2_ns_47576.47023.53088.65311.347480.314750.936bicubic-21.280-11.1670
6swsl_resnext101_32x16d76.30723.69387.74312.257194.032240.875bilinear-19.973-11.757+82
7ig_resnext101_32x8d75.80024.20086.21313.78788.792240.875bilinear-20.140-13.167+116
8swsl_resnext101_32x8d75.58724.41386.94013.06088.792240.875bilinear-20.653-12.650+86
9tf_efficientnet_l2_ns74.66025.34087.54312.457480.318000.960bicubic-23.120-12.277-6
10beit_large_patch16_38473.28026.72085.02314.977305.003841.000bicubic-24.530-14.767-8
11beit_large_patch16_51273.15726.84385.07714.923305.675121.000bicubic-24.623-14.813-7
12swsl_resnext101_32x4d72.66327.33785.16014.84044.182240.875bilinear-23.387-14.370+99
13beit_large_patch16_22471.04328.95783.41716.583304.432240.900bicubic-26.437-16.273-6
14swsl_resnext50_32x4d68.97031.03082.80317.19725.032240.875bilinear-26.630-16.637+141
15swsl_resnet5068.28331.71783.30716.69325.562240.875bilinear-26.917-15.973+174
16tf_efficientnet_b7_ns67.51032.49081.38318.61766.356000.949bicubic-29.690-18.3170
17vit_large_patch16_38467.06032.94078.71021.290304.723841.000bicubic-30.360-21.070-8
18convnext_xlarge_384_in22ft1k66.96733.03379.70320.297350.203841.000bicubic-30.583-20.097-12
19swin_large_patch4_window12_38466.29033.71079.78720.213196.743841.000bicubic-30.890-19.893-2
20convnext_large_384_in22ft1k65.97734.02379.20320.797197.773841.000bicubic-31.463-20.577-12
21tf_efficientnet_b6_ns65.59034.41079.56320.43743.045280.942bicubic-31.430-20.117+4
22convnext_xlarge_in22ft1k65.42334.57778.24321.757350.202240.875bicubic-31.817-21.487-8
23vit_large_patch16_22464.34335.65776.18723.813304.332240.900bicubic-32.367-23.463+24
24convnext_large_in22ft1k64.17735.82377.58022.420197.772240.875bicubic-33.083-22.070-11
25vit_large_r50_s32_38464.10735.89375.84724.153329.093841.000bicubic-32.843-23.863+4
26convnext_base_384_in22ft1k64.09335.90777.73722.26388.593841.000bicubic-33.197-22.043-15
27swin_large_patch4_window7_22463.86736.13378.17721.823196.532240.900bicubic-33.083-21.483+1
28beit_base_patch16_38463.61336.38778.12021.88086.743841.000bicubic-33.717-21.600-18
29swin_base_patch4_window12_38463.47336.52778.06721.93387.903841.000bicubic-33.647-21.713-10
30tf_efficientnet_b5_ns63.04736.95377.78722.21330.394560.934bicubic-33.823-21.853+5
31vit_base_patch8_22462.19737.80375.61324.38786.582240.900bicubic-34.883-23.997-10
32convnext_base_in22ft1k62.01737.98376.03723.96388.592240.875bicubic-34.823-23.613+4
33tf_efficientnet_b4_ns61.23038.77076.17023.83019.343800.922bicubic-35.480-23.470+13
34tf_efficientnetv2_l_in21ft1k60.95339.04775.84324.157118.524801.000bicubic-36.157-23.867-14
35tf_efficientnetv2_xl_in21ft1k60.68039.32074.39725.603208.125121.000bicubic-36.470-25.223-17
36beit_base_patch16_22460.32039.68075.59724.40386.532240.900bicubic-36.340-24.063+16
37vit_base_patch16_38460.19339.80773.84026.16086.863841.000bicubic-36.827-25.870-13
38swin_base_patch4_window7_22459.54340.45774.22025.78087.772240.900bicubic-37.137-25.440+13
39volo_d5_51258.91741.08373.20026.800296.095121.150bicubic-38.373-26.560-27
40volo_d5_44858.79041.21073.05326.947295.914481.150bicubic-38.450-26.687-25
41tf_efficientnetv2_m_in21ft1k58.64041.36073.98326.01754.144801.000bicubic-38.330-25.627-14
42vit_large_r50_s32_22458.63341.36771.72028.280328.992240.900bicubic-37.547-27.810+57
43tf_efficientnet_b8_ap57.83042.17072.95727.04387.416720.954bicubic-38.720-26.613+17
44cait_m48_44857.47742.52371.87028.130356.464481.000bicubic-39.403-27.790-11
45cait_m36_38457.46742.53372.31727.683271.223841.000bicubic-39.363-27.343-8
46tf_efficientnet_b3_ns57.41742.58372.38027.62012.233000.904bicubic-38.683-27.100+58
47volo_d4_44857.29042.71071.53328.467193.414481.150bicubic-39.780-28.217-25
48vit_base_patch16_22456.83343.16770.64329.35786.572240.900bicubic-39.467-28.917+38
49volo_d5_22456.49043.51070.64729.353295.462240.960bicubic-40.390-28.973-17
50xcit_large_24_p8_384_dist56.35043.65071.32028.680188.933841.000bicubic-40.410-28.240-6
51xcit_large_24_p8_224_dist56.03043.97070.66329.337188.932241.000bicubic-40.610-28.797+3
52xcit_large_24_p16_384_dist54.91045.09069.85330.147189.103841.000bicubic-42.030-29.657-22
53volo_d4_22454.75045.25068.86331.137192.962240.960bicubic-42.030-30.807-11
54vit_base_r50_s16_38454.40045.60069.55730.44398.953841.000bicubic-42.050-30.103+17
55resnetv2_152x4_bitm54.32045.68070.17029.830936.534801.000bilinear-42.560-29.500-21
56xcit_large_24_p16_224_dist54.26045.74068.97731.023189.102241.000bicubic-42.060-30.523+28
57vit_small_r26_s32_38454.20345.79768.75331.24736.473841.000bicubic-41.857-30.797+53
58volo_d3_44853.99046.01068.02031.98086.634481.000bicubic-43.030-31.690-35
59tf_efficientnet_b5_ap53.86746.13369.16030.84030.394560.934bicubic-42.213-29.990+47
60xcit_medium_24_p8_224_dist53.66346.33768.40331.59784.322241.000bicubic-42.857-31.107+3
61tf_efficientnet_b2_ns53.60046.40070.27029.7309.112600.890bicubic-41.920-29.070+103
62tf_efficientnet_b6_ap53.55746.44368.55031.45043.045280.942bicubic-42.813-31.000+15
63cait_s36_38453.54746.45368.00331.99768.373841.000bicubic-43.083-31.597-8
64convnext_large53.53046.47068.18031.820197.772240.875bicubic-42.490-31.290+51
65tf_efficientnet_b853.41346.58769.09030.91087.416720.954bicubic-43.287-30.510-15
66xcit_medium_24_p8_384_dist53.40746.59368.13731.86384.323841.000bicubic-43.373-31.393-25
67vit_base_patch32_38453.29746.70368.04731.95388.303841.000bicubic-42.603-31.393+59
68tf_efficientnet_b7_ap53.26346.73768.87731.12366.356000.949bicubic-43.087-30.643+10
69xcit_medium_24_p16_384_dist53.22046.78068.05731.94384.403841.000bicubic-43.480-31.473-20
70tf_efficientnetv2_s_in21ft1k53.14046.86069.00330.99721.463841.000bicubic-43.330-30.567-4
71tf_efficientnet_b4_ap53.09046.91068.21331.78719.343800.922bicubic-42.400-31.177+95
72regnetz_e853.01746.98367.13732.86357.703201.000bicubic-43.583-32.473-16
73dm_nfnet_f552.87047.13067.42732.573377.215440.954bicubic-43.940-32.243-34
74volo_d3_22452.70747.29366.31733.68386.332240.960bicubic-43.733-33.303-1
75dm_nfnet_f652.44747.55367.11732.883438.365760.956bicubic-44.473-32.603-44
76tf_efficientnet_b752.39047.61068.23331.76766.356000.949bicubic-44.190-31.277-19
77tf_efficientnetv2_l52.39047.61067.24332.757118.524801.000bicubic-44.260-32.317-24
78xcit_small_24_p8_384_dist52.36047.64066.84033.16047.633841.000bicubic-44.460-32.790-40
79swsl_resnet1852.33347.66770.47729.52311.692240.875bilinear-38.747-27.733+456
80efficientnetv2_rw_m52.32747.67367.21032.79053.244161.000bicubic-43.943-32.350+9
81deit_base_distilled_patch16_38452.25347.74767.73732.26387.633841.000bicubic-44.257-31.853-17
82xcit_medium_24_p16_224_dist52.20047.80066.89033.11084.402241.000bicubic-44.060-32.520+9
83xcit_small_24_p8_224_dist52.20047.80066.76333.23747.632241.000bicubic-44.350-32.777-24
84dm_nfnet_f352.13047.87066.74733.253254.924160.940bicubic-44.600-32.883-39
85resnetv2_152x2_bit_teacher_38451.93348.06768.66331.337236.343841.000bicubic-44.257-30.837+12
86resmlp_big_24_224_in22ft1k51.89348.10768.47031.530129.142240.875bicubic-44.457-31.120-7
87xcit_small_24_p16_384_dist51.88748.11366.36033.64047.673841.000bicubic-44.453-33.220-6
88cait_s24_38451.77348.22766.31333.68747.063841.000bicubic-44.797-33.237-30
89resnetv2_152x2_bitm51.75348.24769.25330.747236.344481.000bilinear-44.767-30.337-27
90ecaresnet269d51.66348.33766.04733.953102.093521.000bicubic-44.797-33.493-22
91vit_base_patch16_224_miil51.55048.45065.20734.79386.542240.875bilinear-44.480-34.143+22
92convnext_base51.25048.75066.19333.80788.592240.875bicubic-44.690-33.187+30
93pit_b_distilled_22451.15348.84766.77333.22774.792240.900bicubic-44.917-32.607+14
94xcit_small_12_p8_384_dist51.09048.91065.84334.15726.213841.000bicubic-45.390-33.647-29
95dm_nfnet_f450.90349.09765.55734.443316.075120.951bicubic-45.877-34.053-52
96tf_efficientnet_b1_ns50.88049.12067.92332.0777.792400.882bicubic-43.980-31.327+139
97volo_d2_38450.88049.12065.63334.36758.873841.000bicubic-45.830-33.967-49
98xcit_small_24_p16_224_dist50.73749.26365.01034.99047.672241.000bicubic-45.063-34.330+37
99tf_efficientnetv2_m50.55349.44766.00733.99354.144801.000bicubic-45.987-33.563-38
100xcit_small_12_p16_384_dist50.52749.47365.30334.69726.253841.000bicubic-45.803-34.187-17
101efficientnet_b450.50349.49765.71734.28319.343841.000bicubic-45.027-33.683+61
102volo_d1_38450.47349.52764.92035.08026.783841.000bicubic-45.997-34.630-35
103xcit_small_12_p8_224_dist50.44349.55765.43034.57026.212241.000bicubic-45.517-33.990+18
104resnetv2_101x3_bitm50.40049.60067.79032.210387.934481.000bilinear-45.850-31.790-12
105regnetz_040h50.33349.66765.62334.37728.943201.000bicubic-45.997-33.897-23
106ssl_resnext101_32x16d50.25049.75066.01733.983194.032240.875bilinear-45.160-33.393+68
107cait_s24_22450.24749.75365.01334.98746.922241.000bicubic-45.403-34.257+45
108eca_nfnet_l250.23349.76765.45334.54756.723841.000bicubic-46.217-34.177-38
109vit_small_patch16_38450.16349.83765.80034.20022.203841.000bicubic-45.817-33.790+10
110resnest269e50.15349.84764.67035.330110.934160.928bicubic-45.967-34.850-8
111deit_base_distilled_patch16_22450.06049.94066.22733.77387.342240.900bicubic-45.690-33.053+27
112tf_efficientnet_b3_ap50.05749.94365.20734.79312.233000.904bicubic-44.913-33.903+106
113resnest200e49.87050.13064.74335.25770.203200.909bicubic-46.200-34.737-5
114volo_d2_22449.81350.18764.59035.41058.682240.960bicubic-46.607-34.910-40
115xception6549.76050.24063.52736.47339.922990.940bicubic-45.930-35.783+34
116convnext_small49.57050.43064.83335.16750.222240.875bicubic-46.040-34.427+38
117cait_xs24_38449.52750.47364.90335.09726.673841.000bicubic-46.483-34.527-1
118tf_efficientnet_b549.52050.48065.65034.35030.394560.934bicubic-46.460-33.8000
119resnetv2_152x2_bit_teacher49.48050.52065.61334.387236.342240.875bicubic-46.270-33.817+21
120resnet200d49.47750.52364.32735.67364.693201.000bicubic-46.633-35.133-17
121xcit_small_12_p16_224_dist49.42050.58063.85036.15026.252241.000bicubic-46.320-35.450+20
122resnest101e49.36750.63365.59334.40748.282560.875bilinear-46.193-33.677+37
123regnetz_04049.28350.71764.06335.93727.123201.000bicubic-46.897-35.447-25
124seresnet152d49.25050.75064.17335.82766.843201.000bicubic-47.060-35.337-39
125resnet152d49.24750.75364.41035.59060.213201.000bicubic-46.623-35.020+4
126vit_base_patch32_22449.24750.75364.34035.66088.222240.900bicubic-45.143-34.720+161
127xcit_large_24_p8_22449.24350.75762.84337.157188.932241.000bicubic-46.837-36.697-22
128ssl_resnext101_32x8d49.09750.90365.48334.51788.792240.875bilinear-46.233-33.827+54
129resmlp_big_24_distilled_22449.09350.90765.47034.530129.142240.875bicubic-46.777-33.970-1
130volo_d1_22448.97051.03063.18336.81726.632240.960bicubic-47.060-36.207-16
131repvgg_b348.92751.07364.88035.120123.092240.875bilinear-45.633-34.030+141
132resnetrs42048.86051.14063.42036.580191.894161.000bicubic-47.540-36.120-57
133efficientnetv2_rw_s48.59751.40363.84036.16023.943841.000bicubic-47.103-35.540+14
134regnetz_d3248.59351.40765.19334.80727.583200.950bicubic-47.267-34.237-3
135efficientnet_b348.56351.43764.25035.75012.233201.000bicubic-46.577-34.960+60
136ecaresnet101d48.54351.45764.10335.89744.572240.875bicubic-46.617-35.127+56
137dm_nfnet_f248.37751.62363.23736.763193.783520.920bicubic-48.083-36.373-68
138vit_small_r26_s32_22448.36751.63363.80336.19736.432240.900bicubic-46.763-35.397+58
139repvgg_b3g448.31351.68764.79335.20783.832240.875bilinear-46.187-34.227+140
140vit_large_patch32_38448.25051.75061.82338.177306.633841.000bicubic-46.990-37.497+46
141convit_base48.22751.77363.00037.00086.542240.875bicubic-46.873-36.140+62
142swin_s3_base_22448.14051.86062.27037.73071.132240.900bicubic-47.900-37.080-30
143resnetrs35048.06051.94062.65037.350163.963841.000bicubic-48.180-36.820-50
144regnetz_d848.01351.98764.42035.58023.373201.000bicubic-47.997-35.100-27
145twins_svt_large47.94752.05362.90337.09799.272240.900bicubic-47.773-36.4670
146repvgg_b2g447.79752.20364.38035.62061.762240.875bilinear-46.013-34.550+205
147mixer_b16_224_miil47.79052.21063.40036.60059.882240.875bilinear-47.090-35.680+85
148seresnext101_32x8d47.65752.34361.44338.55793.572881.000bicubic-48.473-37.917-47
149eca_nfnet_l147.64752.35362.76337.23741.413201.000bicubic-48.283-36.727-25
150resnetv2_50x3_bitm47.59352.40765.60334.397217.324481.000bilinear-48.677-34.027-60
151pit_s_distilled_22447.55052.45063.49736.50324.042240.900bicubic-47.190-35.683+93
152resnest50d_4s2x40d47.48352.51763.81036.19030.422240.875bicubic-47.227-35.330+99
153efficientnet_b3_pruned47.45052.55062.80037.2009.863000.904bicubic-47.130-36.270+115
154crossvit_18_dagger_40847.38352.61760.94039.06044.614081.000bicubic-48.757-38.530-54
155xcit_small_24_p8_22447.29352.70760.98039.02047.632241.000bicubic-48.617-38.200-30
156tresnet_m47.22352.77762.00038.00031.392240.875bilinear-48.157-37.150+23
157tf_efficientnet_b647.21052.79063.11736.88343.045280.942bicubic-49.080-36.403-70
158convnext_tiny47.18052.82063.21736.78328.592240.875bicubic-47.780-35.983+61
159ssl_resnext101_32x4d47.16752.83363.38036.62044.182240.875bilinear-47.993-35.930+34
160resnetrs27047.10752.89362.00737.993129.863521.000bicubic-48.953-37.473-51
161regnetz_d8_evos47.08052.92063.39036.61023.463200.950bicubic-49.140-36.100-65
162tf_efficientnet_b447.07752.92362.86737.13319.343800.922bicubic-48.513-36.463-6
163xcit_small_12_p8_22446.98353.01760.52739.47326.212241.000bicubic-48.437-38.673+10
164xcit_large_24_p16_22446.95753.04360.66739.333189.102241.000bicubic-47.993-38.163+59
165convnext_tiny_hnf46.94053.06061.20338.79728.592240.950bicubic-47.830-37.957+76
166xception65p46.93053.07061.08338.91739.822990.940bicubic-48.720-38.307-16
167resnet101d46.89753.10362.32337.67744.573201.000bicubic-48.853-37.117-28
168resnet15246.79353.20760.42039.58060.192240.950bicubic-48.777-38.850-11
169gluon_seresnext101_64x4d46.67053.33061.29738.70388.232240.875bicubic-47.990-37.683+86
170twins_pcpvt_large46.63053.37062.24337.75760.992240.900bicubic-49.090-37.247-26
171dm_nfnet_f146.54753.45361.40338.597132.633200.910bicubic-49.833-38.067-95
172regnetv_06446.48353.51762.25337.74730.582881.000bicubic-49.287-37.167-35
173xcit_medium_24_p8_22446.47353.52759.64740.35384.322241.000bicubic-49.397-39.433-43
174crossvit_15_dagger_40846.45753.54360.47339.52728.504081.000bicubic-49.363-38.837-40
175resnetrs20046.43053.57061.06738.93393.213201.000bicubic-49.910-38.483-95
176swin_s3_small_22446.39053.61060.89339.10749.742240.900bicubic-49.440-38.307-43
177fbnetv3_g46.33353.66762.40737.59316.622880.950bilinear-48.797-36.513+22
178tresnet_xl46.27753.72361.94738.05378.442240.875bilinear-48.783-37.313+33
179xcit_tiny_24_p8_384_dist46.25753.74360.71039.29012.113841.000bicubic-49.973-38.730-84
180xcit_tiny_24_p8_224_dist46.25053.75060.59739.40312.112241.000bicubic-49.210-38.793-10
181gernet_m46.17753.82362.69037.31021.142240.875bilinear-48.373-36.240+92
182deit_small_distilled_patch16_22446.17053.83062.40737.59322.442240.900bicubic-48.430-36.693+81
183regnety_16046.16353.83761.84338.15783.592881.000bicubic-49.717-37.717-56
184crossvit_base_24046.13353.86760.22739.773105.032400.875bicubic-48.937-39.063+25
185resnest50d_1s4x24d46.08053.92062.37037.63025.682240.875bicubic-48.300-36.450+103
186tf_efficientnet_b0_ns46.05353.94763.24336.7575.292240.875bicubic-47.687-35.737+175
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198crossvit_15_dagger_24045.69354.30760.08739.91328.212400.875bicubic-49.287-39.073+18
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202efficientnetv2_rw_t45.60354.39760.18339.81713.652881.000bicubic-49.467-38.797+6
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204xcit_tiny_24_p16_384_dist45.57754.42360.51039.49012.123841.000bicubic-49.903-38.850-35
205xcit_small_24_p16_22445.54054.46058.91041.09047.672241.000bicubic-49.540-40.150+1
206xcit_medium_24_p16_22445.53054.47059.00041.00084.402241.000bicubic-49.600-40.120-9
207dm_nfnet_f045.47054.53060.98739.01371.492560.900bicubic-50.220-38.343-59
208resnext101_64x4d45.45754.54359.04340.95783.462881.000bicubic-50.083-40.247-47
209gluon_resnet152_v1d45.43754.56360.07339.92760.212240.875bicubic-49.003-38.937+73
210nfnet_l045.41754.58362.08037.92035.072881.000bicubic-49.973-37.340-33
211ssl_resnext50_32x4d45.40754.59362.03037.97025.032240.875bilinear-49.293-37.210+41
212resnetv2_50x1_bit_distilled45.39754.60362.29737.70325.552240.875bicubic-49.993-37.133-34
213xcit_small_12_p16_22445.38754.61359.42340.57726.252241.000bicubic-49.433-39.637+23
214jx_nest_small45.35754.64359.01040.99038.352240.875bicubic-50.173-40.200-51
215resnet61q45.28754.71359.40740.59336.852881.000bicubic-49.823-39.673-13
216tresnet_xl_44845.23054.77061.44038.56078.444480.875bilinear-50.280-37.900-51
217nasnetalarge45.21054.79057.88042.12088.753310.911bicubic-49.940-41.250-23
218convit_small45.20354.79760.49339.50727.782240.875bicubic-49.717-38.607+9
219swin_small_patch4_window7_22445.16354.83760.32339.67749.612240.900bicubic-50.557-38.967-76
220tf_efficientnet_b345.11054.89060.64339.35712.233000.904bicubic-49.800-38.517+8
221resnet10145.08054.92059.59040.41044.552240.950bicubic-49.880-39.490-1
222rexnet_20045.05054.95062.30337.69716.372240.875bicubic-49.610-36.787+34
223resnetrs15244.95055.05059.71340.28786.623201.000bicubic-51.010-39.667-103
224resnetv2_10144.93355.06758.84741.15344.542240.950bicubic-49.997-40.353+1
225ecaresnetlight44.89055.11060.78339.21730.162240.875bicubic-49.250-38.167+90
226deit_base_patch16_22444.87355.12759.18740.81386.572240.900bicubic-50.137-39.793-13
227cait_xxs36_38444.76755.23359.37740.62317.373841.000bicubic-50.463-39.953-40
228deit_base_patch16_38444.76755.23359.62340.37786.863841.000bicubic-50.883-39.617-77
229resmlp_36_distilled_22444.76055.24061.06738.93344.692240.875bicubic-49.790-38.093+45
230gernet_l44.74055.26058.95041.05031.082560.875bilinear-50.190-40.180-4
231xcit_tiny_24_p16_224_dist44.72055.28059.40340.59712.122241.000bicubic-49.500-39.557+76
232resmlp_24_distilled_22444.70755.29361.45738.54330.022240.875bicubic-49.633-37.633+63
233tf_efficientnet_b2_ap44.70355.29760.68039.3209.112600.890bicubic-49.567-38.250+67
234gmlp_s16_22444.47755.52358.63041.37019.422240.875bicubic-49.033-40.150+159
235ens_adv_inception_resnet_v244.39355.60758.12341.87755.842990.897bicubic-49.737-40.667+81
236tresnet_l44.36355.63759.94340.05755.992240.875bilinear-50.537-39.087-6
237gluon_resnext101_32x4d44.29755.70359.08740.91344.182240.875bicubic-49.823-39.883+81
238poolformer_m4844.26755.73359.30040.70073.472240.950bicubic-50.863-39.920-40
239wide_resnet50_244.17755.82359.69740.30368.882240.875bicubic-50.483-39.353+18
240regnetz_c16_evos44.15355.84761.05738.94313.493200.950bicubic-51.477-38.363-87
241cspresnext5044.14755.85360.53739.46320.572240.875bilinear-49.633-38.303+115
242resnetv2_101x1_bitm44.11755.88361.97738.02344.544481.000bilinear-51.203-37.393-60
243crossvit_15_24044.11755.88359.13740.86327.532400.875bicubic-50.593-39.933+6
244seresnext50_32x4d44.10755.89359.48340.51727.562240.875bicubic-50.693-39.647-7
245gluon_resnet152_v1s44.07055.93058.70741.29360.322240.875bicubic-50.650-40.353+2
246pit_b_22444.06755.93358.03041.97073.762240.900bicubic-50.723-40.790-8
247poolformer_m3644.03055.97059.06740.93356.172240.950bicubic-50.980-40.033-32
248ssl_resnet5044.02355.97761.90738.09325.562240.875bilinear-50.287-36.683+49
249inception_resnet_v244.00355.99757.91342.08755.842990.897bicubic-50.337-40.887+45
250pnasnet5large43.95356.04756.72343.27786.063310.911bicubic-51.407-42.407-70
251pit_s_22443.89756.10358.63341.36723.462240.900bicubic-50.693-40.287+15
252gluon_resnext101_64x4d43.88756.11358.70041.30083.462240.875bicubic-50.463-40.180+41
253coat_lite_small43.82056.18057.13742.86319.842240.900bicubic-51.260-41.893-48
254regnetv_04043.78756.21358.46741.53320.642881.000bicubic-51.943-40.913-112
255tnt_s_patch16_22443.77756.22359.20740.79323.762240.900bicubic-50.803-39.973+14
256cait_xxs36_22443.76756.23358.73341.26717.302241.000bicubic-50.163-40.147+79
257ecaresnet50d43.75056.25060.37739.62325.582240.875bicubic-50.450-38.643+52
258ecaresnet101d_pruned43.73356.26759.60340.39724.882240.875bicubic-50.717-39.497+22
259swin_s3_tiny_22443.71056.29059.50040.50028.332240.900bicubic-51.200-39.610-30
260tf_efficientnetv2_s43.70356.29758.59741.40321.463841.000bicubic-52.007-40.803-114
261rexnet_15043.69356.30760.89039.1109.732240.875bicubic-50.567-38.190+43
262pit_xs_distilled_22443.66056.34060.71039.29011.002240.900bicubic-49.580-38.040+156
263xcit_tiny_12_p8_224_dist43.64056.36058.46741.5336.712241.000bicubic-51.090-40.633-18
264crossvit_small_24043.46756.53358.94741.05326.862400.875bicubic-51.113-40.173+3
265gluon_resnet101_v1d43.43356.56758.61741.38344.572240.875bicubic-50.737-40.323+47
266ecaresnet50t43.41356.58759.30040.70025.573200.950bicubic-51.657-39.820-59
267gluon_resnet101_v1s43.36356.63758.51341.48744.672240.875bicubic-50.807-40.497+46
268cspdarknet5343.36056.64059.43340.56727.642560.887bilinear-50.730-39.547+52
269xcit_tiny_24_p8_22443.30756.69357.27742.72312.112241.000bicubic-51.583-41.913-38
270xcit_tiny_12_p8_384_dist43.30356.69758.18041.8206.713841.000bicubic-52.037-41.160-89
271dpn68b43.27756.72358.67341.32712.612240.875bicubic-50.343-40.027+106
272convmixer_768_3243.26756.73359.36740.63321.112240.960bicubic-51.163-39.743+11
273visformer_small43.26056.74057.97742.02340.222240.900bicubic-51.700-41.233-52
274eca_nfnet_l043.23756.76359.91040.09024.142881.000bicubic-52.213-39.480-102
275regnety_06443.22356.77757.22742.77330.582881.000bicubic-52.567-42.063-139
276resnest26d43.14356.85760.63339.36717.072240.875bilinear-50.097-38.187+140
277vit_small_patch32_38443.14056.86059.30340.69722.923841.000bicubic-51.460-39.837-12
278twins_pcpvt_small43.08756.91358.87741.12324.112240.900bicubic-51.513-40.273-14
279resmlp_36_22443.04756.95359.31340.68744.692240.875bicubic-50.603-39.377+92
280cspresnet5043.04056.96059.14740.85321.622560.887bilinear-50.820-39.713+63
281dpn13143.03756.96357.43042.57079.252240.875bicubic-50.713-41.400+78
282tf_efficientnet_lite442.97057.03057.64342.35713.013800.920bilinear-51.900-41.447-48
283twins_svt_small42.92757.07358.46741.53324.062240.900bicubic-51.843-40.613-41
284gluon_resnet152_v1b42.89757.10357.73342.26760.192240.875bicubic-51.133-41.017+41
285fbnetv3_d42.88357.11759.69340.30710.312560.950bilinear-50.957-39.217+61
286dpn10742.86357.13757.37342.62786.922240.875bicubic-51.097-41.457+46
287levit_25642.82057.18057.90742.09318.892240.900bicubic-51.580-41.153-2
288gluon_resnet152_v1c42.81057.19057.73342.26760.212240.875bicubic-51.080-41.067+50
289tf_efficientnet_b1_ap42.80757.19358.81341.1877.792400.882bicubic-50.823-39.987+87
290gcresnet50t42.79057.21059.18040.82025.902560.900bicubic-51.830-39.940-28
291gluon_xception6542.78757.21358.81741.18339.922990.903bicubic-51.223-40.203+37
292tresnet_l_44842.74357.25758.94741.05355.994480.875bilinear-52.657-40.353-116
293resnet50d42.71357.28758.68341.31725.582240.875bicubic-51.357-40.237+30
294gluon_seresnext50_32x4d42.68357.31758.68741.31327.562240.875bicubic-51.487-40.223+20
295xcit_tiny_12_p16_384_dist42.58757.41358.08041.9206.723841.000bicubic-51.943-41.090-20
296regnety_04042.58057.42057.02742.97320.652881.000bicubic-52.900-42.393-128
297resnext101_32x8d42.57057.43058.29341.70788.792240.875bilinear-51.200-40.657+60
298seresnet5042.51357.48758.68041.32028.092240.875bicubic-51.567-40.270+24
299nf_resnet5042.50757.49359.53040.47025.562880.940bicubic-51.883-39.540-13
300resnetrs10142.44357.55757.28742.71363.622880.940bicubic-52.807-41.923-115
301jx_nest_tiny42.32057.68057.04742.95317.062240.875bicubic-52.630-42.053-79
302poolformer_s3642.32057.68058.75041.25030.862240.900bicubic-52.300-40.280-41
303tf_efficientnetv2_b342.32057.68057.93742.06314.363000.904bicubic-52.800-41.293-103
304convmixer_1024_20_ks9_p1442.27757.72359.71340.28724.382240.960bicubic-50.073-38.707+179
305xcit_tiny_24_p16_22442.27757.72356.82743.17312.122241.000bicubic-51.563-41.933+43
306deit_small_patch16_22442.27357.72758.01041.99022.052240.900bicubic-51.707-40.950+25
307dpn9842.27357.72756.87743.12361.572240.875bicubic-51.647-42.043+29
308tf_efficientnet_cc_b1_8e42.23357.76758.42741.57339.722400.882bicubic-51.337-40.263+78
309legacy_senet15442.20357.79756.59043.410115.092240.875bilinear-52.527-42.590-63
310cait_xxs24_38442.18757.81357.46342.53712.033841.000bicubic-52.753-41.667-86
311xception41p42.16057.84056.90043.10026.912990.940bicubic-52.900-42.250-99
312tf_efficientnet_b242.11757.88358.19341.8079.112600.890bicubic-52.093-40.837-4
313gluon_resnext50_32x4d42.04057.96057.67042.33025.032240.875bicubic-51.610-41.280+59
314resnext50_32x4d41.97058.03056.74743.25325.032240.950bicubic-52.600-41.903-44
315ecaresnet50d_pruned41.95058.05058.21041.79019.942240.875bicubic-51.870-40.790+34
316efficientnet_b241.93058.07058.29741.7039.112881.000bicubic-52.440-40.753-26
317xcit_tiny_12_p16_224_dist41.92758.07357.23342.7676.722241.000bicubic-51.423-41.507+93
318hrnet_w6441.64058.36057.12342.877128.062240.875bilinear-52.200-41.807+29
319dla102x241.63758.36357.97042.03041.282240.875bilinear-52.363-41.060+11
320gluon_senet15441.62358.37756.37743.623115.092240.875bicubic-53.087-42.593-71
321poolformer_s2441.61058.39058.44741.55321.392240.900bicubic-52.720-40.613-25
322inception_v441.58058.42055.38044.62042.682990.875bicubic-52.800-43.690-33
323haloregnetz_b41.54058.46057.08742.91311.682240.940bicubic-52.980-41.883-47
324efficientnet_em41.49758.50358.87041.1306.902400.882bicubic-52.243-40.060+36
325tf_efficientnet_cc_b0_8e41.48758.51357.37742.62324.012240.875bicubic-51.383-41.083+121
326efficientnet_el41.48758.51358.31041.69010.593000.904bicubic-53.183-40.820-71
327halo2botnet50ts_25641.46758.53356.20043.80022.642560.950bicubic-53.543-42.840-113
328swin_tiny_patch4_window7_22441.46058.54057.30342.69728.292240.900bicubic-53.160-41.747-68
329resnetv2_5041.39058.61056.75043.25025.552240.950bicubic-52.880-42.030-28
330cait_xxs24_22441.38058.62057.52342.47711.962241.000bicubic-52.110-41.257+65
331tv_resnet15241.33758.66357.52742.47360.192240.875bilinear-51.903-41.323+86
332xception7141.27758.72355.88044.12042.342990.903bicubic-52.613-43.070+9
333dpn9241.27058.73056.33743.66337.672240.875bicubic-52.910-42.593-23
334gcresnext50ts41.26758.73357.13742.86315.672560.900bicubic-53.143-41.853-51
335adv_inception_v341.26758.73356.31743.68323.832990.875bicubic-51.743-42.173+98
336gernet_s41.25758.74358.83341.1678.172240.875bilinear-51.183-39.667+141
337resnetv2_50d_evos41.13358.86756.04743.95325.592880.950bicubic-53.987-43.153-136
338resnetblur5041.07358.92757.08042.92025.562240.875bicubic-52.637-41.730+27
339nf_regnet_b141.00758.99358.11741.88310.222880.900bicubic-52.873-40.623+3
340gluon_resnet50_v1d40.96759.03357.14742.85325.582240.875bicubic-52.563-41.563+49
341fbnetv3_b40.94059.06058.66041.3408.602560.950bilinear-52.700-40.100+33
342gluon_inception_v340.90759.09355.61744.38323.832990.875bicubic-52.633-43.213+46
343ese_vovnet39b40.87059.13056.94343.05724.572240.875bicubic-52.980-41.957+2
344levit_19240.84059.16056.69343.30710.952240.900bicubic-52.870-42.107+20
345resnet34d40.81059.19056.53343.46721.822240.875bicubic-51.830-41.887+118
346regnety_32040.80359.19756.11043.890145.052240.875bicubic-53.717-43.060-69
347resnetv2_50d_gn40.78359.21756.20743.79325.572880.950bicubic-54.317-42.853-143
348xception40.77059.23056.38343.61722.862990.897bicubic-52.870-42.527+25
349lamhalobotnet50ts_25640.74759.25356.09743.90322.572560.950bicubic-54.033-42.883-110
350resnet50_gn40.73759.26355.74344.25725.562240.940bicubic-53.443-43.177-39
351skresnext50_32x4d40.69059.31056.02343.97727.482240.875bicubic-53.260-42.807-17
352hrnet_w4040.68059.32056.75743.24357.562240.875bilinear-53.030-42.043+10
353gluon_resnet101_v1b40.68059.32056.12743.87344.552240.875bicubic-53.080-42.573+6
354resmlp_24_22440.64359.35756.57043.43030.022240.875bicubic-52.797-42.240+46
355repvgg_b140.59059.41057.83042.17057.422240.875bilinear-52.820-40.960+50
356halonet50ts40.57359.42755.20344.79722.732560.940bicubic-54.137-43.617-106
357tf_efficientnet_lite340.56759.43356.47743.5238.203000.904bilinear-53.553-42.463-40
358xcit_tiny_12_p8_22440.53059.47055.62044.3806.712241.000bicubic-53.830-43.450-66
359tresnet_m_44840.52759.47356.70343.29731.394480.875bilinear-54.123-42.447-101
360dla16940.49759.50357.26742.73353.392240.875bilinear-53.303-41.643-6
361pit_xs_22440.48359.51756.53343.46710.622240.900bicubic-52.427-42.247+80
362repvgg_b240.46759.53357.77342.22789.022240.875bilinear-53.123-41.297+21
363regnetx_32040.45059.55055.66344.337107.812240.875bicubic-53.770-43.387-57
364coat_mini40.42059.58055.16044.84010.342240.900bicubic-54.350-43.790-124
365skresnet3440.39759.60356.73743.26322.282240.875bicubic-52.173-41.783+104
366efficientnet_el_pruned40.39059.61056.91343.08710.593000.904bicubic-53.700-42.107-45
367efficientnet_b2_pruned40.38059.62056.53743.4638.312600.890bicubic-53.420-42.293-14
368resnet5040.36359.63754.66045.34025.562240.950bicubic-53.557-43.810-31
369wide_resnet101_240.36359.63755.78344.217126.892240.875bilinear-53.367-43.027-7
370coat_lite_mini40.35759.64355.71344.28711.012240.900bicubic-53.103-43.067+27
371legacy_seresnext101_32x4d40.35059.65054.82345.17748.962240.875bilinear-53.770-44.137-52
372sebotnet33ts_25640.34059.66053.20746.79313.702560.940bicubic-53.970-45.943-74
373tf_efficientnet_b0_ap40.33759.66356.79043.2105.292240.875bicubic-52.273-41.580+92
374densenet20140.27059.73056.71043.29020.012240.875bicubic-52.420-41.940+83
375regnetx_16040.27059.73056.05743.94354.282240.875bicubic-53.620-43.033-36
376resnext50d_32x4d40.16359.83755.48744.51325.052240.875bicubic-53.647-43.253-24
377eca_resnet33ts40.13359.86757.00043.00019.682560.900bicubic-53.727-41.890-33
378hrnet_w4840.09759.90356.63343.36777.472240.875bilinear-53.933-42.407-52
379vit_base_patch16_224_sam40.09759.90355.43344.56786.572240.900bicubic-53.793-43.457-39
380legacy_seresnet15240.05059.95055.81744.18366.822240.875bilinear-53.390-43.033+19
381hrnet_w3040.03059.97057.11342.88737.712240.875bilinear-53.360-41.717+26
382regnetz_b1640.00060.00055.63044.3709.722880.940bicubic-54.680-43.530-129
383regnetx_08039.99360.00755.96744.03339.572240.875bicubic-53.797-42.933-28
384tf_efficientnet_b139.98060.02056.13043.8707.792400.882bicubic-53.730-42.670-18
385gluon_resnet101_v1c39.95360.04755.31744.68344.572240.875bicubic-53.737-43.443-17
386resmlp_12_distilled_22439.85060.15057.44742.55315.352240.875bicubic-53.020-41.173+60
387seresnet33ts39.83060.17056.51743.48319.782560.900bicubic-54.440-42.433-85
388tf_efficientnetv2_b039.78060.22056.29043.7107.142240.875bicubic-53.280-42.410+38
389res2net50_26w_8s39.76060.24054.90745.09348.402240.875bilinear-53.660-43.783+15
390lambda_resnet50ts39.73360.26754.35045.65021.542560.950bicubic-54.837-44.450-119
391res2net101_26w_4s39.71060.29054.55345.44745.212240.875bilinear-53.810-44.137-1
392regnetx_12039.69060.31055.65044.35046.112240.875bicubic-54.570-43.540-89
393hrnet_w4439.67360.32755.32744.67367.062240.875bilinear-53.937-43.633-14
394vit_small_patch32_22439.67060.33055.26344.73722.882240.900bicubic-52.480-43.247+99
395densenet16139.62360.37756.13343.86728.682240.875bicubic-53.267-42.677+49
396resmlp_big_24_22439.62360.37754.82745.173129.142240.875bicubic-54.647-43.993-97
397mixnet_xl39.61060.39055.88344.11711.902240.875bicubic-54.620-42.937-92
398xception4139.60360.39755.03344.96726.972990.903bicubic-53.877-43.717-2
399tf_efficientnetv2_b139.57060.43055.34744.6538.142400.882bicubic-54.140-43.473-32
400dla102x39.56060.44056.31043.69026.312240.875bilinear-53.960-42.290-8
401gcresnet33ts39.55060.45055.82044.18019.882560.900bicubic-54.270-43.090-51
402xcit_tiny_12_p16_22439.54360.45755.02344.9776.722241.000bicubic-52.917-43.607+74
403sehalonet33ts39.53360.46754.00345.99713.692560.940bicubic-54.987-44.747-125
404rexnet_13039.49060.51056.63343.3677.562240.875bicubic-54.190-42.077-35
405hrnet_w3239.46360.53756.13343.86741.232240.875bilinear-53.487-42.707+32
406levit_12839.43360.56755.34344.6579.212240.900bicubic-53.607-43.197+22
407resnetv2_50x1_bitm39.43060.57057.85342.14725.554481.000bilinear-55.320-41.327-164
408densenetblur121d39.38760.61356.64043.3608.002240.875bicubic-53.013-41.830+74
409regnety_12039.35760.64355.27344.72751.822240.875bicubic-54.653-43.767-80
410tf_efficientnet_el39.30760.69355.37744.62310.593000.904bicubic-55.053-43.723-119
411tv_resnet10139.28760.71355.79044.21044.552240.875bilinear-53.593-42.870+34
412tf_inception_v339.24060.76054.30745.69323.832990.875bicubic-53.960-44.173+7
413gluon_resnet50_v1s39.23760.76355.01044.99025.682240.875bicubic-54.353-43.830-31
414tf_efficientnetv2_b239.17360.82754.56745.43310.102600.890bicubic-54.897-44.363-90
415densenet16939.16760.83355.84044.16014.152240.875bicubic-53.113-42.750+71
416legacy_seresnet10139.02760.97355.00045.00049.332240.875bilinear-54.243-43.740-5
417efficientnet_b1_pruned39.01060.99055.63344.3676.332400.882bicubic-53.960-42.887+19
418repvgg_b1g438.99761.00356.35343.64739.972240.875bilinear-54.033-42.467+12
419crossvit_9_dagger_24038.97361.02754.86345.1378.782400.875bicubic-53.787-43.647+36
420inception_v338.96361.03753.84746.15323.832990.875bicubic-53.937-44.483+23
421dpn6838.93761.06354.94745.05312.612240.875bicubic-53.323-43.663+67
422resnet33ts38.92761.07355.58344.41719.682560.900bicubic-54.703-43.177-47
423legacy_seresnext50_32x4d38.88361.11754.59745.40327.562240.875bilinear-54.547-44.203-20
424dla10238.84361.15755.32344.67733.272240.875bilinear-54.417-43.447-11
425densenet12138.78061.22056.28043.7207.982240.875bicubic-53.160-42.120+76
426resnet32ts38.77061.23055.80744.19317.962560.900bicubic-54.800-42.943-41
427regnetx_04038.70761.29355.35044.65022.122240.875bicubic-54.963-43.590-57
428res2net50_14w_8s38.69361.30754.07345.92725.062240.875bilinear-54.337-44.627+3
429regnetx_03238.69061.31055.16344.83715.302240.875bicubic-54.560-43.567-14
430res2net50_26w_6s38.69061.31053.76046.24037.052240.875bilinear-54.910-44.990-49
431dla60x38.61761.38355.38744.61317.352240.875bilinear-54.573-43.323-11
432selecsls6038.61361.38755.63344.36730.672240.875bicubic-54.387-43.197+2
433tf_efficientnet_b038.60761.39355.95344.0475.292240.875bicubic-53.793-42.457+48
434dla60_res2net38.59361.40754.55045.45020.852240.875bilinear-54.787-44.310-26
435selecsls60b38.56361.43755.30344.69732.772240.875bicubic-54.937-43.537-41
436repvgg_a238.56061.44055.76344.23728.212240.875bilinear-54.120-42.757+23
437hardcorenas_f38.50361.49755.66744.3338.202240.875bilinear-54.477-42.953-2
438dla60_res2next38.45361.54754.95745.04317.032240.875bilinear-55.117-43.833-54
439resmlp_12_22438.44361.55756.32343.67715.352240.875bicubic-53.677-42.247+56
440regnetx_06438.43061.57054.98745.01326.212240.875bicubic-55.190-44.063-62
441gluon_resnet50_v1b38.41061.59054.81345.18725.562240.875bicubic-54.150-43.737+29
442tf_efficientnet_cc_b0_4e38.41061.59055.15044.85013.312240.875bicubic-54.430-43.290+8
443hrnet_w1838.26361.73755.64344.35721.302240.875bilinear-54.487-43.017+13
444tinynet_a38.22361.77755.17744.8236.191920.875bicubic-54.567-43.303+9
445poolformer_s1238.16761.83356.18343.81711.922240.900bicubic-54.303-42.167+30
446mixnet_l38.15361.84754.75045.2507.332240.875bicubic-55.117-43.950-34
447hardcorenas_e38.13361.86755.16344.8378.072240.875bilinear-54.807-43.407-9
448efficientnet_b138.08761.91354.01045.9907.792561.000bicubic-54.943-44.700-19
449coat_lite_tiny38.06361.93753.46046.5405.722240.900bicubic-54.797-45.180-1
450gmixer_24_22438.06361.93752.07747.92324.722240.875bicubic-54.617-46.203+8
451resnetrs5037.96062.04053.31746.68335.692240.910bicubic-56.060-45.533-124
452hardcorenas_c37.88762.11355.72744.2735.522240.875bilinear-54.443-42.613+32
453gluon_resnet50_v1c37.85362.14754.11345.88725.582240.875bicubic-55.067-44.587-13
454res2net50_26w_4s37.81762.18353.08346.91725.702240.875bilinear-55.363-45.587-33
455efficientnet_es37.77762.22354.97745.0235.442240.875bicubic-55.143-43.713-16
456resnest14d37.77062.23056.46343.53710.612240.875bilinear-53.360-41.867+75
457tv_resnext50_32x4d37.74362.25754.10745.89325.032240.875bilinear-55.167-44.613-15
458resnet26t37.68762.31355.26044.74016.012560.940bicubic-54.983-43.320+4
459ecaresnet26t37.64362.35754.35045.65016.013200.950bicubic-56.307-44.570-126
460hardcorenas_d37.55062.45054.72345.2777.502240.875bilinear-55.050-43.707+6
461res2next5037.48762.51352.86047.14024.672240.875bilinear-55.653-45.790-37
462resnet3437.45062.55054.30345.69721.802240.875bilinear-53.750-43.937+63
463pit_ti_distilled_22437.33362.66755.13744.8635.102240.900bicubic-53.567-43.083+75
464lambda_resnet26t37.29762.70353.57746.42310.962560.940bicubic-56.103-45.153-58
465hardcorenas_b37.24362.75755.07344.9275.182240.875bilinear-54.697-43.207+35
466mobilenetv3_large_100_miil37.21362.78753.51346.4875.482240.875bilinear-55.037-44.737+23
467eca_halonext26ts37.17762.82353.11346.88710.762560.940bicubic-56.383-45.567-80
468res2net50_48w_2s37.12762.87353.34046.66025.292240.875bilinear-55.663-45.220-14
469dla6037.07362.92754.20045.80022.042240.875bilinear-55.597-44.430-9
470lambda_resnet26rpt_25637.07362.92753.83046.17010.992560.940bicubic-56.357-45.050-68
471bat_resnext26ts37.06362.93753.74746.25310.732560.900bicubic-56.047-44.983-46
472rexnet_10037.06062.94054.03345.9674.802240.875bicubic-55.780-44.587-23
473regnety_01637.01362.98754.08345.91711.202240.875bicubic-55.987-44.597-40
474tf_mixnet_l36.97763.02352.57747.4237.332240.875bicubic-56.063-46.103-47
475botnet26t_25636.96063.04053.07346.92712.492560.950bicubic-56.470-45.587-74
476legacy_seresnet5036.87063.13053.47346.52728.092240.875bilinear-55.800-45.177-15
477halonet26t36.85763.14352.27747.72312.482560.950bicubic-56.743-46.363-97
478tv_densenet12136.80763.19354.03345.9677.982240.875bicubic-54.603-44.217+40
479tf_efficientnet_lite236.80363.19753.32346.6776.092600.890bicubic-55.777-45.227-11
480mobilenetv2_120d36.77363.22754.04345.9575.832240.875bicubic-55.837-44.457-16
481tf_efficientnet_lite136.74063.26053.58746.4135.422400.882bicubic-55.570-44.903+4
482regnetx_01636.68063.32053.30746.6939.192240.875bicubic-55.860-45.243-11
483eca_botnext26ts_25636.67763.32352.47047.53010.592560.950bicubic-56.693-46.230-74
484hardcorenas_a36.64363.35754.90745.0935.262240.875bilinear-54.977-43.263+26
485levit_128s36.61363.38753.12746.8737.782240.900bicubic-54.887-45.273+28
486efficientnet_b036.60363.39753.48746.5135.292240.875bicubic-55.877-44.953-13
487vit_base_patch32_224_sam36.54763.45353.04346.95788.222240.900bicubic-53.313-44.557+68
488xcit_nano_12_p8_224_dist36.53763.46352.87747.1233.052241.000bicubic-55.893-45.643-9
489tf_efficientnet_em36.38363.61752.83747.1636.902400.882bicubic-56.787-45.833-67
490skresnet1836.32063.68054.19345.80711.962240.875bicubic-53.850-43.587+61
491repvgg_b036.28063.72054.05045.95015.822240.875bilinear-55.400-44.400+16
492tv_resnet5036.18063.82052.80047.20025.562240.875bilinear-55.960-45.620+2
493xcit_nano_12_p16_384_dist36.15063.85053.25346.7473.053841.000bicubic-55.960-45.267+4
494legacy_seresnet3436.14063.86052.55347.44721.962240.875bilinear-55.340-45.647+20
495coat_tiny36.12063.88051.06048.9405.502240.900bicubic-57.400-47.790-104
496tv_resnet3436.08363.91753.53346.46721.802240.875bilinear-54.207-44.447+53
497deit_tiny_distilled_patch16_22436.03063.97054.23745.7635.912240.900bicubic-55.080-44.033+36
498mobilenetv2_14036.01363.98753.95046.0506.112240.875bicubic-56.027-44.3000
499tf_efficientnet_lite035.92764.07353.47046.5304.652240.875bicubic-55.373-44.620+21
500seresnext26ts35.82364.17753.93046.07010.392560.900bicubic-56.997-44.670-49
501selecsls42b35.81364.18752.49047.51032.462240.875bicubic-56.667-46.190-29
502xcit_nano_12_p8_384_dist35.77364.22752.29347.7073.053841.000bicubic-57.487-46.557-88
503gluon_resnet34_v1b35.76764.23352.18347.81721.802240.875bicubic-55.333-45.997+31
504dla3435.64064.36052.78347.21715.742240.875bilinear-55.590-45.397+19
505mixnet_m35.63764.36352.43347.5675.012240.875bicubic-56.633-45.917-18
506efficientnet_lite035.63364.36753.65346.3474.652240.875bicubic-55.627-44.177+16
507ssl_resnet1835.59064.41053.73746.26311.692240.875bilinear-55.110-44.293+34
508mobilenetv3_rw35.54764.45353.71346.2875.482240.875bicubic-55.993-44.557+4
509efficientnet_es_pruned35.38064.62052.84047.1605.442240.875bicubic-56.320-45.570-3
510mobilenetv2_110d35.29064.71052.83747.1634.522240.875bicubic-56.050-45.343+9
511tf_mixnet_m35.18764.81350.98349.0175.012240.875bicubic-57.013-47.437-19
512hrnet_w18_small_v235.17364.82752.43047.57015.602240.875bilinear-55.997-45.910+15
513resnet18d35.12764.87352.89047.11011.712240.875bicubic-54.863-44.940+40
514xcit_nano_12_p16_224_dist35.12364.87752.55347.4473.052241.000bicubic-55.037-45.207+38
515eca_resnext26ts35.04764.95352.30747.69310.302560.900bicubic-57.363-46.313-35
516resnext26ts35.04764.95353.41746.58310.302560.900bicubic-57.173-44.833-25
517convit_tiny35.04364.95751.76348.2375.712240.875bicubic-55.507-46.447+26
518gcresnext26ts34.93365.06751.67048.33010.482560.900bicubic-57.537-46.820-44
519tinynet_b34.87365.12752.01747.9833.731880.875bicubic-56.257-46.053+13
520ese_vovnet19b_dw34.82365.17752.04747.9536.542240.875bicubic-57.187-46.463-21
521regnety_00834.81065.19051.75048.2506.262240.875bicubic-57.100-46.670-19
522pit_ti_22434.68065.32052.16047.8404.852240.900bicubic-55.750-45.840+25
523crossvit_9_24034.60765.39351.75748.2438.552400.875bicubic-56.443-46.553+13
524mobilenetv3_large_10034.60365.39752.86347.1375.482240.875bicubic-56.877-45.457-9
525seresnext26d_32x4d34.54065.46051.55048.45016.812240.875bicubic-57.890-46.990-47
526seresnext26t_32x4d34.53365.46751.37748.62316.812240.875bicubic-58.277-47.183-74
527mixer_b16_22434.43065.57048.07751.92359.882240.875bicubic-56.710-50.153+3
528resnet26d34.27365.72751.69348.30716.012240.875bicubic-57.977-46.757-38
529tf_efficientnet_es34.26365.73751.35048.6505.442240.875bicubic-57.847-47.080-33
530fbnetc_10034.25365.74751.18048.8205.572240.875bilinear-57.007-47.070-9
531regnety_00634.15065.85051.27348.7276.062240.875bicubic-57.410-47.157-20
532tf_mobilenetv3_large_10033.94066.06051.48748.5135.482240.875bilinear-57.480-46.773-15
533semnasnet_07533.78366.21752.42347.5772.912240.875bicubic-56.427-45.547+17
534regnetx_00833.77366.22750.54049.4607.262240.875bicubic-57.387-47.840-6
535mnasnet_10033.76366.23751.17748.8234.382240.875bicubic-57.437-46.873-11
536lcnet_10033.74766.25352.10047.9002.952240.875bicubic-55.213-45.280+29
537vit_tiny_r_s16_p8_38433.65766.34350.68749.3136.363841.000bicubic-58.073-47.743-32
538mobilevit_s33.64366.35749.27350.7275.582560.900bicubic-59.517-49.507-115
539xcit_nano_12_p8_22433.57366.42750.21049.7903.052241.000bicubic-57.567-47.190-10
540vit_tiny_patch16_38433.54366.45751.07748.9235.793841.000bicubic-59.907-47.753-142
541semnasnet_10033.52066.48050.77749.2233.892240.875bicubic-58.140-47.493-32
542resnet2633.50766.49350.92049.08016.002240.875bicubic-57.933-47.340-26
543mixnet_s33.48766.51350.99349.0074.132240.875bicubic-58.293-47.307-39
544spnasnet_10033.48366.51751.26748.7334.422240.875bilinear-57.127-46.683-2
545crossvit_tiny_24033.36366.63749.89350.1077.012400.875bicubic-57.177-48.047-1
546vgg19_bn33.23066.77050.80349.197143.682240.875bilinear-57.760-47.307-9
547ghostnet_10033.20366.79751.15748.8435.182240.875bilinear-57.237-46.673-1
548regnetx_00633.14766.85350.25349.7476.202240.875bicubic-57.623-47.847-9
549resnet1833.07066.93051.18048.82011.692240.875bilinear-55.080-45.940+22
550xcit_nano_12_p16_22432.96767.03349.99350.0073.052241.000bicubic-55.983-47.397+16
551legacy_seresnext26_32x4d32.75767.24349.26050.74016.792240.875bicubic-59.823-49.150-84
552hrnet_w18_small32.67067.33050.59749.40313.192240.875bilinear-57.210-47.293+2
553deit_tiny_patch16_22432.65767.34350.27749.7235.722240.900bicubic-56.963-47.683+5
554legacy_seresnet1832.59367.40750.32349.67711.782240.875bicubic-56.667-47.357+8
555regnetx_00432.52067.48049.33050.6705.162240.875bicubic-56.950-48.440+4
556mobilenetv2_10032.51767.48350.79349.2073.502240.875bicubic-57.313-47.0370
557gluon_resnet18_v1b32.40767.59349.72750.27311.692240.875bicubic-56.253-47.373+10
558regnety_00432.32367.67749.44750.5534.342240.875bicubic-58.447-48.633-18
559tf_mixnet_s32.18367.81748.49351.5074.132240.875bicubic-59.497-49.747-51
560vit_tiny_patch16_22432.02067.98049.01350.9875.722240.900bicubic-59.890-49.327-57
561tf_mobilenetv3_large_07531.86368.13749.11050.8903.992240.875bilinear-58.457-48.760-13
562tf_mobilenetv3_large_minimal_10031.59768.40349.34050.6603.922240.875bilinear-57.573-47.980+2
563vit_tiny_r_s16_p8_22430.80769.19347.65052.3506.342240.900bicubic-58.533-50.050-2
564tinynet_c30.51069.49048.48351.5172.461840.875bicubic-57.910-48.777+4
565lcnet_07530.37069.63048.76351.2372.362240.875bicubic-56.570-47.767+13
566vgg16_bn30.35769.64347.25752.743138.372240.875bilinear-60.183-50.733-21
567regnety_00229.68370.31746.80053.2003.162240.875bicubic-58.507-50.620+3
568mobilevit_xs29.58770.41346.00054.0002.322560.900bicubic-61.593-52.220-42
569mobilenetv3_small_10029.04770.95347.18352.8172.542240.875bicubic-57.123-49.277+10
570mnasnet_small28.95071.05047.26752.7332.032240.875bicubic-56.560-48.713+11
571vgg13_bn28.89371.10746.73753.263133.052240.875bilinear-60.307-50.783-8
572regnetx_00228.86371.13745.42054.5802.682240.875bicubic-58.517-51.570+2
573mobilenetv2_05028.68071.32046.59753.4031.972240.875bicubic-56.310-49.023+11
574vgg1928.57771.42345.16754.833143.672240.875bilinear-61.103-52.383-17
575dla60x_c28.44771.55346.19353.8071.322240.875bilinear-58.663-50.947+1
576vgg11_bn28.42371.57746.44353.557132.872240.875bilinear-59.967-50.827-7
577tinynet_d27.96772.03345.85354.1472.341520.875bicubic-57.463-50.167+6
578vgg1627.87772.12344.67355.327138.362240.875bilinear-61.483-52.847-18
579tf_mobilenetv3_small_10027.29772.70344.42055.5802.542240.875bilinear-58.673-51.990+1
580mixer_l16_22426.84773.15337.92762.073208.202240.875bicubic-60.123-56.113-3
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583mobilevit_xxs26.34773.65343.03056.9701.272560.900bicubic-61.603-54.150-11
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585lcnet_05026.22073.78044.57355.4271.882240.875bicubic-56.780-50.447+3
586dla46x_c26.21773.78343.78056.2201.072240.875bilinear-59.263-52.660-4
587tf_mobilenetv3_small_07526.20373.79743.64056.3602.042240.875bilinear-58.327-52.250-1
588dla46_c25.50074.50043.80056.2001.302240.875bilinear-59.170-52.400-3
589tf_mobilenetv3_small_minimal_10025.09074.91042.93057.0702.042240.875bilinear-57.590-52.0800
590tinynet_e23.36376.63741.09058.9102.041060.875bicubic-56.437-52.8900
591mobilenetv3_small_05021.74378.25738.75761.2431.592240.875bicubic-56.357-54.2530