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

45 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d79.72720.27389.52310.477828.412240.875bilinear-17.233-10.147+14
3ig_resnext101_32x32d79.51020.49089.23010.770468.532240.875bilinear-17.270-10.300+26
4ig_resnext101_32x16d78.82321.17788.45711.543194.032240.875bilinear-17.607-11.083+52
5tf_efficientnet_l2_ns_47576.37023.63088.54011.460480.314750.936bicubic-21.380-11.2800
6swsl_resnext101_32x16d76.23023.77087.75012.250194.032240.875bilinear-20.050-11.750+64
7ig_resnext101_32x8d75.89024.11086.24313.75788.792240.875bilinear-20.060-13.147+89
8swsl_resnext101_32x8d75.58324.41787.06312.93788.792240.875bilinear-20.647-12.527+67
9tf_efficientnet_l2_ns74.62325.37787.49712.503480.318000.960bicubic-23.147-12.313-5
10beit_large_patch16_38473.10026.90084.79715.203305.003841.000bicubic-24.720-14.993-8
11beit_large_patch16_51273.03026.97084.94315.057305.675121.000bicubic-24.740-14.947-8
12swsl_resnext101_32x4d72.70327.29785.19714.80344.182240.875bilinear-23.347-14.343+76
13beit_large_patch16_22471.03028.97083.30016.700304.432240.900bicubic-26.440-16.390-7
14swsl_resnext50_32x4d69.09730.90382.87317.12725.032240.875bilinear-26.493-16.567+106
15swsl_resnet5068.37031.63083.38016.62025.562240.875bilinear-26.850-16.020+134
16vit_large_patch16_38467.10732.89378.72321.277304.723841.000bicubic-30.313-21.057-9
17tf_efficientnet_b7_ns67.04332.95781.09018.91066.356000.949bicubic-30.167-18.610-8
18swin_large_patch4_window12_38465.98334.01779.26020.740196.743841.000bicubic-31.197-20.430-8
19tf_efficientnet_b6_ns65.46034.54079.45020.55043.045280.942bicubic-31.570-20.260-5
20vit_large_patch16_22464.33335.66776.24323.757304.332240.900bicubic-32.377-23.407+14
21vit_large_r50_s32_38464.16035.84075.90324.097329.093841.000bicubic-32.790-23.817-2
22swin_large_patch4_window7_22463.72036.28078.06021.940196.532240.900bicubic-33.230-21.600-5
23beit_base_patch16_38463.39336.60777.85022.15086.743841.000bicubic-33.957-21.860-15
24swin_base_patch4_window12_38462.99037.01077.72722.27387.903841.000bicubic-34.080-22.043-11
25tf_efficientnet_b5_ns62.89037.11077.72022.28030.394560.934bicubic-33.990-21.920-2
26tf_efficientnet_b4_ns61.09038.91076.05723.94319.343800.922bicubic-35.620-23.583+7
27tf_efficientnetv2_l_in21ft1k60.96339.03775.88724.113118.524801.000bicubic-36.147-23.813-15
28tf_efficientnetv2_xl_in21ft1k60.71039.29074.39325.607208.125121.000bicubic-36.440-25.227-17
29vit_base_patch16_38460.19739.80373.84026.16086.863841.000bicubic-36.823-25.860-14
30beit_base_patch16_22460.14339.85775.36724.63386.532240.900bicubic-36.507-24.203+8
31swin_base_patch4_window7_22459.29340.70773.89026.11087.772240.900bicubic-37.377-25.780+6
32vit_large_r50_s32_22458.67741.32371.85728.143328.992240.900bicubic-37.513-27.673+44
33tf_efficientnetv2_m_in21ft1k58.65341.34774.01725.98354.144801.000bicubic-38.297-25.593-15
34tf_efficientnet_b8_ap57.87342.12772.93727.06387.416720.954bicubic-38.687-26.613+10
35cait_m48_44857.44742.55371.81028.190356.464481.000bicubic-39.423-27.810-11
36cait_m36_38457.41342.58772.30727.693271.223841.000bicubic-39.407-27.353-10
37tf_efficientnet_b3_ns57.31342.68772.38727.61312.233000.904bicubic-38.797-27.083+44
38vit_base_patch16_22456.83743.16370.71329.28786.572240.900bicubic-39.463-28.847+28
39xcit_large_24_p8_384_dist56.37343.62771.24028.760188.933841.000bicubic-40.387-28.320-8
40xcit_large_24_p8_224_dist55.98044.02070.68729.313188.932241.000bicubic-40.640-28.773+1
41xcit_large_24_p16_384_dist54.85045.15069.85730.143189.103841.000bicubic-42.080-29.653-21
42vit_base_r50_s16_38454.34045.66069.51030.49098.953841.000bicubic-42.130-30.150+9
43resnetv2_152x4_bitm54.22045.78070.29029.710936.534801.000bilinear-42.660-29.370-21
44xcit_large_24_p16_224_dist54.21745.78368.95031.050189.102241.000bicubic-42.093-30.550+21
45vit_small_r26_s32_38454.09745.90368.79331.20736.473841.000bicubic-41.963-30.757+42
46tf_efficientnet_b5_ap53.92346.07769.18030.82030.394560.934bicubic-42.157-30.200+36
47xcit_medium_24_p8_224_dist53.65046.35068.32731.67384.322241.000bicubic-42.850-31.173+1
48tf_efficientnet_b6_ap53.56046.44068.58031.42043.045280.942bicubic-42.800-30.970+11
49cait_s36_38453.50746.49367.99032.01068.373841.000bicubic-43.123-31.600-9
50tf_efficientnet_b2_ns53.50346.49770.39329.6079.112600.890bicubic-42.027-28.947+76
51vit_base_patch32_38453.34046.66068.13331.86788.303841.000bicubic-42.570-31.047+48
52tf_efficientnet_b7_ap53.32046.68068.90031.10066.356000.949bicubic-43.030-30.700+9
53xcit_medium_24_p8_384_dist53.29746.70368.06731.93384.323841.000bicubic-43.483-31.553-23
54tf_efficientnetv2_s_in21ft1k53.25346.74769.05730.94321.463841.000bicubic-43.207-30.573-1
55xcit_medium_24_p16_384_dist53.21046.79068.04731.95384.403841.000bicubic-43.480-31.553-19
56tf_efficientnet_b853.20046.80068.95331.04787.416720.954bicubic-43.500-30.597-21
57tf_efficientnet_b4_ap53.07346.92768.23731.76319.343800.922bicubic-42.427-31.153+71
58dm_nfnet_f552.71747.28367.25032.750377.215440.954bicubic-44.083-32.420-31
59efficientnetv2_rw_m52.34747.65367.26032.74053.244161.000bicubic-43.923-32.300+12
60tf_efficientnet_b752.30347.69768.23031.77066.356000.949bicubic-44.277-31.280-17
61xcit_small_24_p8_384_dist52.28347.71766.75333.24747.633841.000bicubic-44.547-32.877-36
62tf_efficientnetv2_l52.27747.72367.19732.803118.524801.000bicubic-44.373-32.463-23
63dm_nfnet_f652.25047.75066.96333.037438.365760.956bicubic-44.660-32.757-42
64swsl_resnet1852.24347.75770.50329.49711.692240.875bilinear-38.847-27.707+413
65xcit_medium_24_p16_224_dist52.21047.79066.88333.11784.402241.000bicubic-44.050-32.517+7
66deit_base_distilled_patch16_38452.18047.82067.69332.30787.633841.000bicubic-44.310-31.897-17
67xcit_small_24_p8_224_dist52.13347.86766.71733.28347.632241.000bicubic-44.417-32.843-21
68resnetv2_152x2_bit_teacher_38452.06047.94068.83331.167236.343841.000bicubic-44.110-30.677+9
69dm_nfnet_f351.96048.04066.59733.403254.924160.940bicubic-44.760-33.033-37
70resmlp_big_24_224_in22ft1k51.89348.10768.42331.577129.142240.875bicubic-44.447-31.087-8
71xcit_small_24_p16_384_dist51.88348.11766.30733.69347.673841.000bicubic-44.477-33.283-11
72resnetv2_152x2_bitm51.78048.22069.35330.647236.344481.000bilinear-44.740-30.237-25
73cait_s24_38451.72748.27366.33033.67047.063841.000bicubic-44.853-33.220-31
74ecaresnet269d51.59048.41066.08733.913102.093521.000bicubic-44.870-33.483-22
75vit_base_patch16_224_miil51.55748.44365.25334.74786.542240.875bilinear-44.483-34.097+14
76pit_b_distilled_22451.16348.83766.77333.22774.792240.900bicubic-44.917-32.767+8
77xcit_small_12_p8_384_dist51.04048.96065.71034.29026.213841.000bicubic-45.440-33.770-27
78dm_nfnet_f450.81049.19065.43034.570316.075120.951bicubic-45.970-34.190-50
79tf_efficientnet_b1_ns50.76749.23367.96332.0377.792400.882bicubic-44.113-31.287+105
80xcit_small_24_p16_224_dist50.70049.30065.00734.99347.672241.000bicubic-45.110-34.333+26
81tf_efficientnetv2_m50.57049.43066.01333.98754.144801.000bicubic-45.980-33.557-36
82efficientnet_b450.52349.47765.80034.20019.343841.000bicubic-45.017-33.600+41
83resnetv2_101x3_bitm50.52049.48067.96332.037387.934481.000bilinear-45.770-31.667-15
84xcit_small_12_p16_384_dist50.44749.55365.28734.71326.253841.000bicubic-45.883-34.203-20
85xcit_small_12_p8_224_dist50.40049.60065.44034.56026.212241.000bicubic-45.560-33.980+10
86cait_s24_22450.23049.77065.03334.96746.922241.000bicubic-45.410-34.357+32
87eca_nfnet_l250.22749.77365.46334.53756.723841.000bicubic-46.233-34.147-33
88ssl_resnext101_32x16d50.22049.78066.07333.927194.032240.875bilinear-45.180-33.337+49
89vit_small_patch16_38450.15349.84765.88334.11722.203841.000bicubic-45.827-33.717+4
90resnest269e50.13749.86364.71335.287110.934160.928bicubic-45.983-34.807-12
91tf_efficientnet_b3_ap50.09349.90765.28034.72012.233000.904bicubic-44.867-33.830+81
92deit_base_distilled_patch16_22450.07049.93066.25333.74787.342240.900bicubic-45.710-33.027+15
93resnest200e49.81750.18364.77735.22370.203200.909bicubic-46.263-34.693-10
94cait_xs24_38449.51050.49064.84335.15726.673841.000bicubic-46.500-34.587-4
95tf_efficientnet_b549.50350.49765.59734.40330.394560.934bicubic-46.477-33.853-3
96xcit_small_12_p16_224_dist49.44350.55763.89336.10726.252241.000bicubic-46.307-35.397+13
97resnet200d49.42750.57364.30335.69764.693201.000bicubic-46.683-35.157-17
98vit_base_patch32_22449.38350.61764.45035.55088.222240.900bicubic-44.997-34.610+139
99resnest101e49.37750.62365.52734.47348.282560.875bilinear-46.203-33.743+22
100resnet152d49.25750.74364.42735.57360.213201.000bicubic-46.593-35.003+4
101seresnet152d49.21750.78364.27735.72366.843201.000bicubic-47.113-35.233-38
102resnetv2_152x2_bit_teacher49.19050.81065.43034.570236.342240.875bicubic-46.540-34.000+8
103ssl_resnext101_32x8d49.15350.84765.50334.49788.792240.875bilinear-46.167-33.807+41
104xcit_large_24_p8_22449.14350.85762.72737.273188.932241.000bicubic-46.917-36.423-18
105resmlp_big_24_distilled_22449.04750.95365.46334.537129.142240.875bicubic-46.823-33.977-3
106repvgg_b349.02350.97764.87735.123123.092240.875bilinear-45.537-34.033+113
107resnetrs42048.81751.18363.45336.547191.894161.000bicubic-47.583-36.087-50
108efficientnetv2_rw_s48.67351.32763.86336.13723.943841.000bicubic-47.027-35.517+8
109regnetz_d48.63351.36765.22034.78027.583200.950bicubic-47.227-34.220-6
110efficientnet_b348.58051.42064.34335.65712.233201.000bicubic-46.570-34.867+45
111ecaresnet101d48.47351.52764.09035.91044.572240.875bicubic-46.687-35.140+43
112vit_small_r26_s32_22448.41751.58363.92736.07336.432240.900bicubic-46.703-35.293+47
113vit_large_patch32_38448.35351.64761.90738.093306.633841.000bicubic-46.897-37.413+33
114repvgg_b3g448.27051.73064.82035.18083.832240.875bilinear-46.220-34.200+113
115convit_base48.24351.75763.00336.99786.542240.875bicubic-46.857-36.127+48
116dm_nfnet_f248.20351.79763.20036.800193.783520.920bicubic-48.247-36.340-61
117resnetrs35047.96352.03762.57737.423163.963841.000bicubic-48.277-36.893-43
118twins_svt_large47.90752.09362.86037.14099.272240.900bicubic-47.813-36.510-6
119mixer_b16_224_miil47.82752.17363.36336.63759.882240.875bilinear-47.063-35.717+64
120repvgg_b2g447.77352.22764.42735.57361.762240.875bilinear-46.047-34.493+179
121resnetv2_50x3_bitm47.75752.24365.66734.333217.324481.000bilinear-48.533-33.913-54
122eca_nfnet_l147.61052.39062.65037.35041.413201.000bicubic-48.310-36.850-25
123pit_s_distilled_22447.60352.39763.54336.45724.042240.900bicubic-47.147-35.637+70
124resnest50d_4s2x40d47.50352.49763.86336.13730.422240.875bicubic-47.207-35.267+72
125efficientnet_b3_pruned47.46752.53362.85037.1509.863000.904bicubic-47.113-36.220+90
126crossvit_18_dagger_40847.35352.64760.90039.10044.614081.000bicubic-48.757-38.570-47
127xcit_small_24_p8_22447.34052.66061.09738.90347.632241.000bicubic-48.570-38.343-29
128tresnet_m47.29752.70362.08737.91331.392240.875bilinear-48.103-37.063+10
129ssl_resnext101_32x4d47.16752.83363.39036.61044.182240.875bilinear-47.973-35.920+27
130tf_efficientnet_b647.15052.85063.05736.94343.045280.942bicubic-49.130-36.463-61
131resnetrs27047.14752.85362.05737.943129.863521.000bicubic-48.923-37.423-46
132xcit_small_12_p8_22447.05752.94360.57039.43026.212241.000bicubic-48.363-38.860+3
133tf_efficientnet_b447.02752.97362.90737.09319.343800.922bicubic-48.563-36.413-14
134resnet101d46.90753.09362.35737.64344.573201.000bicubic-48.843-37.083-26
135xcit_large_24_p16_22446.87753.12360.77039.230189.102241.000bicubic-48.073-38.400+38
136resnetrs20046.86753.13362.48037.52093.213201.000bicubic-49.133-36.960-45
137gluon_seresnext101_64x4d46.67753.32361.36338.63788.232240.875bicubic-47.983-37.607+68
138twins_pcpvt_large46.55753.44362.17037.83060.992240.900bicubic-49.163-37.320-27
139dm_nfnet_f146.45753.54361.45038.550132.633200.910bicubic-49.913-38.030-81
140xcit_medium_24_p8_22446.42753.57359.60740.39384.322241.000bicubic-49.443-39.483-39
141crossvit_15_dagger_40846.36753.63360.53739.46328.504081.000bicubic-49.453-38.763-36
142tresnet_xl46.27753.72361.90738.09378.442240.875bilinear-48.803-37.313+22
143xcit_tiny_24_p8_224_dist46.25053.75060.62739.37312.112241.000bicubic-49.210-38.723-11
144xcit_tiny_24_p8_384_dist46.23353.76760.66039.34012.113841.000bicubic-50.017-38.780-71
145gernet_m46.15753.84362.72037.28021.142240.875bilinear-48.393-36.200+75
146deit_small_distilled_patch16_22446.15053.85062.44737.55322.442240.900bicubic-48.440-36.673+66
147resnest50d_1s4x24d46.13353.86762.48337.51725.682240.875bicubic-48.247-36.577+89
148regnety_16046.12353.87761.80338.19783.592881.000bicubic-49.777-37.757-48
149crossvit_base_24046.08753.91360.24739.753105.032400.875bicubic-48.973-38.733+18
150tf_efficientnet_b0_ns46.04753.95363.28036.7205.292240.875bicubic-47.713-35.700+158
151vit_small_patch16_22446.02753.97361.85038.15022.052240.900bicubic-48.873-37.180+30
152resnet51q46.01753.98360.91739.08335.702881.000bilinear-49.173-38.363-1
153jx_nest_base45.97354.02760.11339.88767.722240.875bicubic-49.557-39.187-28
154crossvit_18_24045.92354.07760.38039.62043.272400.875bicubic-49.127-38.740+14
155resnest50d45.90054.10062.67337.32727.482240.875bilinear-48.720-36.357+53
156twins_pcpvt_base45.89054.11061.35738.64343.832240.900bicubic-49.580-38.023-26
157regnety_03245.88754.11361.52038.48019.442881.000bicubic-49.583-37.800-28
158twins_svt_base45.86354.13760.90339.09756.072240.900bicubic-49.707-38.327-36
159crossvit_18_dagger_24045.82054.18059.96340.03744.272400.875bicubic-49.360-39.157-7
160levit_38445.78354.21761.72738.27339.132240.900bicubic-49.417-37.433-10
161gc_efficientnetv2_rw_t45.70354.29760.19739.80313.682881.000bicubic-49.577-39.023-16
162regnetz_c45.66754.33362.43737.56313.463200.940bicubic-49.743-36.873-26
163convmixer_1536_2045.64754.35361.74038.26051.632240.960bicubic-49.303-37.090+11
164efficientnetv2_rw_t45.59354.40760.16039.84013.652881.000bicubic-49.487-39.090+1
165crossvit_15_dagger_24045.58054.42060.05339.94728.212400.875bicubic-49.390-39.097+6
166xcit_tiny_24_p16_384_dist45.56354.43760.47339.52712.123841.000bicubic-49.897-38.897-35
167xcit_medium_24_p16_22445.56054.44058.99341.00784.402241.000bicubic-49.570-39.937-10
168dm_nfnet_f045.54354.45761.01338.98771.492560.900bicubic-50.167-38.387-53
169gluon_seresnext101_32x4d45.51754.48361.14738.85348.962240.875bicubic-48.913-37.963+61
170xcit_small_24_p16_22445.49354.50758.91041.09047.672241.000bicubic-49.577-40.150-4
171gluon_resnet152_v1d45.43354.56760.09339.90760.212240.875bicubic-49.027-38.907+57
172xcit_small_12_p16_22445.43354.56759.40740.59326.252241.000bicubic-49.377-39.653+15
173nfnet_l045.36754.63362.07337.92735.072881.000bicubic-50.053-37.127-39
174ssl_resnext50_32x4d45.36354.63761.97338.02725.032240.875bilinear-49.337-36.997+23
175resnetv2_50x1_bit_distilled45.33054.67062.29037.71025.552240.875bicubic-50.060-37.140-36
176jx_nest_small45.31754.68359.01740.98338.352240.875bicubic-50.223-40.213-52
177resnet61q45.27754.72359.35040.65036.852881.000bicubic-49.833-39.730-15
178convit_small45.22754.77360.53039.47027.782240.875bicubic-49.693-38.5900
179nasnetalarge45.19754.80357.96042.04088.753310.911bicubic-49.973-41.170-26
180tresnet_xl_44845.16354.83761.44038.56078.444480.875bilinear-50.357-37.900-53
181swin_small_patch4_window7_22445.13354.86760.27039.73049.612240.900bicubic-50.587-39.020-68
182tf_efficientnet_b345.10054.90060.67739.32312.233000.904bicubic-49.810-38.423-2
183rexnet_20045.06754.93362.22337.77716.372240.875bicubic-49.603-36.867+20
184resnetrs15244.99055.01059.68340.31786.623201.000bicubic-50.970-39.697-90
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186deit_base_patch16_22444.89355.10759.20340.79786.572240.900bicubic-50.127-39.767-17
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238dpn10742.88357.11757.53342.46786.922240.875bicubic-51.077-41.307+41
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240gcresnet50t42.84057.16059.23740.76325.902560.900bicubic-51.770-39.753-31
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244levit_25642.80757.19357.91342.08718.892240.900bicubic-51.603-41.147-10
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248gluon_seresnext50_32x4d42.69357.30758.71341.28727.562240.875bicubic-51.487-40.197+12
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251seresnet5042.50757.49358.76041.24028.092240.875bicubic-51.573-40.190+17
252nf_resnet5042.49057.51059.59340.40725.562880.940bicubic-51.890-39.477-17
253resnetrs10142.44757.55357.30042.70063.622880.940bicubic-52.783-41.910-105
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255jx_nest_tiny42.31357.68757.02342.97717.062240.875bicubic-52.627-42.077-79
256legacy_senet15442.28357.71756.57343.427115.092240.875bilinear-52.447-42.527-61
257dpn9842.27757.72356.92743.07361.572240.875bicubic-51.653-41.993+27
258tf_efficientnet_cc_b1_8e42.27357.72758.52741.47339.722400.882bicubic-51.307-40.163+75
259xcit_tiny_24_p16_22442.27357.72756.78043.22012.122241.000bicubic-51.577-42.040+35
260convmixer_1024_20_ks9_p1442.27057.73059.69340.30724.382240.960bicubic-50.080-38.727+169
261deit_small_patch16_22442.25757.74358.02741.97322.052240.900bicubic-51.733-40.933+17
262tf_efficientnet_b242.19757.80358.20341.7979.112600.890bicubic-52.003-40.827-6
263cait_xxs24_38442.17757.82357.51342.48712.033841.000bicubic-52.763-41.617-88
264gluon_resnext50_32x4d42.10057.90057.69042.31025.032240.875bicubic-51.570-41.010+56
265ecaresnet50d_pruned41.99358.00758.32341.67719.942240.875bicubic-51.827-40.677+33
266efficientnet_b241.93758.06358.30041.7009.112881.000bicubic-52.433-40.750-28
267xcit_tiny_12_p16_224_dist41.88358.11757.21342.7876.722241.000bicubic-51.457-41.537+91
268gluon_senet15441.70058.30056.48043.520115.092240.875bicubic-53.000-42.760-70
269dla102x241.67758.32358.03341.96741.282240.875bilinear-52.333-40.997+8
270inception_v441.64758.35355.36744.63342.682990.875bicubic-52.723-43.453-31
271hrnet_w6441.61758.38357.17342.827128.062240.875bilinear-52.233-41.597+24
272haloregnetz_b41.59058.41057.07342.92711.682240.940bicubic-52.910-41.887-46
273tf_efficientnet_cc_b0_8e41.53358.46757.39342.60724.012240.875bicubic-51.317-41.067+122
274efficientnet_el41.50358.49758.31741.68310.593000.904bicubic-53.167-40.813-72
275efficientnet_em41.47758.52358.87341.1276.902400.882bicubic-52.273-40.047+34
276resnetv2_5041.44758.55356.75043.25025.552240.950bicubic-52.843-42.450-30
277swin_tiny_patch4_window7_22441.40358.59757.33342.66728.292240.900bicubic-53.237-41.787-70
278cait_xxs24_22441.38758.61357.52342.47711.962241.000bicubic-52.103-41.247+64
279resnext50_32x4d41.37358.62756.94043.06025.032240.875bicubic-52.477-41.960+13
280tv_resnet15241.32058.68057.58742.41360.192240.875bilinear-51.940-41.163+84
281gernet_s41.31758.68358.88041.1208.172240.875bilinear-51.123-39.610+142
282xception7141.30058.70055.94044.06042.342990.903bicubic-52.600-43.010+3
283gcresnext50ts41.27058.73057.09042.91015.672560.900bicubic-53.140-41.900-50
284dpn9241.26358.73756.31343.68737.672240.875bicubic-52.917-42.617-25
285adv_inception_v341.22058.78056.35743.64323.832990.875bicubic-51.770-42.123+97
286resnetblur5041.07358.92757.08042.92025.562240.875bicubic-52.637-41.720+28
287nf_regnet_b141.05358.94758.15741.84310.222880.900bicubic-52.837-40.593+2
288gluon_resnet50_v1d41.01758.98357.14742.85325.582240.875bicubic-52.533-41.563+49
289ese_vovnet39b40.88359.11757.02342.97724.572240.875bicubic-52.967-41.847+7
290gluon_inception_v340.88059.12055.67044.33023.832990.875bicubic-52.710-43.170+41
291resnet34d40.85359.14756.52743.47321.822240.875bicubic-51.787-41.913+119
292regnety_32040.83759.16356.17343.827145.052240.875bicubic-53.663-42.997-67
293levit_19240.80059.20056.66343.33710.952240.900bicubic-52.910-42.127+20
294xception40.79359.20756.50743.49322.862990.897bicubic-52.857-42.263+28
295gluon_resnet101_v1b40.70359.29756.19343.80744.552240.875bicubic-53.067-42.527+10
296skresnext50_32x4d40.69059.31056.01743.98327.482240.875bicubic-53.260-42.453-15
297repvgg_b140.68359.31757.83042.17057.422240.875bilinear-52.727-40.950+57
298hrnet_w4040.66059.34056.86043.14057.562240.875bilinear-53.050-41.940+14
299resmlp_24_22440.66059.34056.59743.40330.022240.875bicubic-52.770-42.213+51
300tf_efficientnet_lite340.61359.38756.57343.4278.203000.904bilinear-53.497-42.387-34
301regnetx_32040.53359.46755.66744.333107.812240.875bicubic-53.677-43.383-46
302xcit_tiny_12_p8_22440.53359.46755.58344.4176.712241.000bicubic-53.837-43.487-62
303repvgg_b240.52359.47757.79042.21089.022240.875bilinear-53.047-41.280+31
304tresnet_m_44840.52059.48056.67343.32731.394480.875bilinear-54.150-42.497-100
305pit_xs_22440.51359.48756.54343.45710.622240.900bicubic-52.387-42.247+85
306dla16940.50759.49357.32042.68053.392240.875bilinear-53.273-41.510-3
307wide_resnet101_240.47759.52355.86344.137126.892240.875bilinear-53.243-42.947+4
308efficientnet_b2_pruned40.45759.54356.60343.3978.312600.890bicubic-53.343-42.307-7
309resnet5040.39759.60354.66745.33325.562240.950bicubic-53.553-44.163-29
310skresnet3440.37359.62756.79343.20722.282240.875bicubic-52.187-41.717+107
311tf_efficientnet_b0_ap40.35759.64356.82343.1775.292240.875bicubic-52.243-41.547+101
312regnetx_16040.35059.65056.09043.91054.282240.875bicubic-53.550-42.990-25
313legacy_seresnext101_32x4d40.32359.67754.84345.15748.962240.875bilinear-53.847-44.127-52
314xception6540.32059.68055.26344.73739.922990.903bicubic-53.420-43.607-4
315coat_mini40.31059.69055.15344.84710.342240.900bicubic-54.450-43.797-124
316densenet20140.29759.70356.77043.23020.012240.875bicubic-52.393-41.890+89
317efficientnet_el_pruned40.29359.70756.75043.25010.593000.904bicubic-53.767-42.270-45
318coat_lite_mini40.28059.72055.67044.33011.012240.900bicubic-53.210-43.110+25
319eca_resnet33ts40.19359.80756.96343.03719.682560.900bicubic-53.677-41.927-28
320hrnet_w4840.16059.84056.59743.40377.472240.875bilinear-53.870-42.433-45
321resnext50d_32x4d40.15059.85055.59344.40725.052240.875bicubic-53.650-43.137-21
322vit_base_patch16_sam_22440.13359.86755.53044.47086.572240.900bicubic-53.757-43.360-34
323halonet50ts40.11359.88754.45345.54722.732560.940bicubic-54.307-44.307-91
324legacy_seresnet15240.05359.94755.88744.11366.822240.875bilinear-53.407-42.963+22
325tf_efficientnet_b140.04359.95756.21343.7877.792400.882bicubic-53.667-42.587-10
326hrnet_w3040.01359.98757.12342.87737.712240.875bilinear-53.397-41.707+26
327regnetz_b39.99060.01055.65744.3439.722880.940bicubic-54.700-43.503-127
328regnetx_08039.96760.03356.05743.94339.572240.875bicubic-53.823-42.843-26
329gluon_resnet101_v1c39.95360.04755.25344.74744.572240.875bicubic-53.707-43.507-8
330resmlp_12_distilled_22439.88060.12057.47342.52715.352240.875bicubic-52.990-41.157+64
331seresnet33ts39.81360.18756.50343.49719.782560.900bicubic-54.447-42.277-80
332tf_efficientnetv2_b039.80060.20056.29743.7037.142240.875bicubic-53.260-42.403+42
333res2net50_26w_8s39.74760.25354.94745.05348.402240.875bilinear-53.683-43.723+16
334vit_small_patch32_22439.74760.25355.28344.71722.882240.900bicubic-52.403-43.227+105
335lambda_resnet50ts39.72360.27754.36745.63321.542560.950bicubic-54.837-44.283-117
336res2net101_26w_4s39.72360.27754.61345.38745.212240.875bilinear-53.797-44.017+2
337regnetx_12039.70760.29355.69344.30746.112240.875bicubic-54.583-43.237-90
338hrnet_w4439.66060.34055.31344.68767.062240.875bilinear-53.960-43.637-13
339xception4139.66060.34054.97745.02326.972990.903bicubic-53.820-43.863+6
340sehalonet33ts39.64060.36053.96746.03313.692560.940bicubic-54.890-44.813-116
341resmlp_big_24_22439.61060.39054.76745.233129.142240.875bicubic-54.660-44.053-91
342tf_efficientnetv2_b139.60760.39355.49044.5108.142400.882bicubic-54.093-43.320-26
343dla102x39.59360.40756.33743.66326.312240.875bilinear-53.917-42.513-4
344densenet16139.59060.41056.18043.82028.682240.875bicubic-53.290-42.480+49
345mixnet_xl39.55360.44755.82744.17311.902240.875bicubic-54.667-42.983-93
346hrnet_w3239.52360.47756.26743.73341.232240.875bilinear-53.427-42.573+40
347lamhalobotnet50ts_25639.51760.48353.86046.14022.572560.950bicubic-55.093-44.750-137
348gcresnet33ts39.50760.49355.86344.13719.882560.900bicubic-54.313-43.067-51
349xcit_tiny_12_p16_22439.47760.52355.02344.9776.722241.000bicubic-52.983-43.607+73
350rexnet_13039.47760.52356.63343.3677.562240.875bicubic-54.213-42.087-33
351levit_12839.45360.54755.46044.5409.212240.900bicubic-53.587-43.360+25
352resnetv2_50x1_bitm39.40760.59357.87342.12725.554481.000bilinear-55.353-41.307-160
353regnety_06439.39060.61055.81744.18330.582240.875bicubic-54.750-43.133-91
354regnety_12039.37760.62355.34744.65351.822240.875bicubic-54.683-43.673-84
355tf_efficientnet_el39.35360.64755.44344.55710.593000.904bicubic-54.997-43.647-114
356tf_inception_v339.35360.64754.37345.62723.832990.875bicubic-53.857-44.117+11
357halo2botnet50ts_25639.31360.68753.64346.35722.642560.950bicubic-55.237-45.117-136
358densenetblur121d39.31060.69056.65043.3508.002240.875bicubic-53.090-41.820+70
359gluon_resnet50_v1s39.28360.71755.10044.90025.682240.875bicubic-54.307-43.730-29
360tv_resnet10139.27360.72755.83344.16744.552240.875bilinear-53.607-42.977+32
361tf_efficientnetv2_b239.19060.81054.62045.38010.102600.890bicubic-54.870-44.320-90
362densenet16939.17760.82355.85044.15014.152240.875bicubic-53.113-42.740+70
363legacy_seresnet10139.12360.87755.10044.90049.332240.875bilinear-54.167-43.650-3
364repvgg_b1g439.00061.00056.43343.56739.972240.875bilinear-54.040-42.257+13
365regnety_08038.97361.02755.19344.80739.182240.875bicubic-54.927-43.797-79
366dpn6838.96761.03354.97745.02312.612240.875bicubic-53.293-43.623+68
367efficientnet_b1_pruned38.96761.03355.60744.3936.332400.882bicubic-53.993-42.913+18
368inception_v338.95361.04753.85046.15023.832990.875bicubic-53.947-44.470+23
369crossvit_9_dagger_24038.94761.05354.91345.0878.782400.875bicubic-53.803-43.597+34
370legacy_seresnext50_32x4d38.89761.10354.63745.36327.562240.875bilinear-54.513-44.163-17
371resnet33ts38.89061.11055.55044.45019.682560.900bicubic-54.730-43.220-45
372dla10238.88361.11755.33344.66733.272240.875bilinear-54.407-43.377-13
373regnety_04038.83361.16755.60044.40020.652240.875bicubic-54.777-43.040-45
374regnetx_04038.80361.19755.49344.50722.122240.875bicubic-54.867-43.457-56
375resnet32ts38.76761.23355.84744.15317.962560.900bicubic-54.803-42.903-40
376regnetx_03238.76061.24055.16044.84015.302240.875bicubic-54.510-43.580-14
377densenet12138.75361.24756.25043.7507.982240.875bicubic-53.187-42.030+70
378res2net50_14w_8s38.72061.28054.19745.80325.062240.875bilinear-54.300-44.503+2
379dla60_res2net38.68761.31354.61345.38720.852240.875bilinear-54.693-44.217-23
380res2net50_26w_6s38.66061.34053.81046.19037.052240.875bilinear-54.920-44.930-48
381selecsls6038.62361.37755.69344.30730.672240.875bicubic-54.377-43.1370
382dla60x38.61761.38355.50044.50017.352240.875bilinear-54.593-43.220-14
383selecsls60b38.57361.42755.32744.67332.772240.875bicubic-54.907-43.433-39
384tf_efficientnet_b038.55061.45056.08343.9175.292240.875bicubic-53.850-42.337+43
385dla60_res2next38.53061.47055.00344.99717.032240.875bilinear-55.030-43.797-49
386repvgg_a238.50761.49355.82744.17328.212240.875bilinear-54.153-42.703+23
387hardcorenas_f38.50761.49355.74344.2578.202240.875bilinear-54.473-42.877-4
388regnetx_06438.49361.50755.02744.97326.212240.875bicubic-55.157-44.023-65
389gluon_resnet50_v1b38.45761.54354.89745.10325.562240.875bicubic-54.093-43.653+29
390resmlp_12_22438.45361.54756.38743.61315.352240.875bicubic-53.677-42.183+50
391tf_efficientnet_cc_b0_4e38.42761.57355.20044.80013.312240.875bicubic-54.413-43.240+6
392hrnet_w1838.38061.62055.75044.25021.302240.875bilinear-54.370-42.900+10
393mixnet_l38.23361.76754.85745.1437.332240.875bicubic-55.057-43.923-32
394hardcorenas_e38.13061.87055.19344.8078.072240.875bilinear-54.830-43.377-10
395efficientnet_b138.10761.89354.09045.9107.792561.000bicubic-54.913-44.620-16
396coat_lite_tiny38.08061.92053.46746.5335.722240.900bicubic-54.750-45.173+2
397eca_halonext26ts38.06761.93354.16745.83310.762560.940bicubic-55.073-44.523-26
398gmixer_24_22437.97762.02352.11747.88324.722240.875bicubic-54.693-46.143+9
399resnetrs5037.90762.09353.32046.68035.692240.910bicubic-56.123-45.510-125
400hardcorenas_c37.88762.11355.72044.2805.522240.875bilinear-54.443-42.620+30
401gluon_resnet50_v1c37.86762.13354.15045.85025.582240.875bicubic-55.053-44.560-13
402efficientnet_es37.83762.16354.98745.0135.442240.875bicubic-55.103-43.703-15
403res2net50_26w_4s37.82062.18053.11346.88725.702240.875bilinear-55.360-45.557-33
404resnest14d37.79062.21056.57043.43010.612240.875bilinear-53.360-41.780+70
405tv_resnext50_32x4d37.78362.21754.15345.84725.032240.875bilinear-55.127-44.577-16
406resnet26t37.75362.24755.30044.70016.012560.940bicubic-54.927-43.3000
407ecaresnet26t37.59762.40354.35345.64716.013200.950bicubic-56.333-44.577-124
408hardcorenas_d37.55062.45054.72345.2777.502240.875bilinear-55.050-43.707+5
409res2next5037.53762.46352.88347.11724.672240.875bilinear-55.573-45.777-37
410resnet3437.49762.50354.32745.67321.802240.875bilinear-53.693-43.903+61
411lambda_resnet26t37.37062.63053.55046.45010.962560.940bicubic-56.030-45.210-56
412pit_ti_distilled_22437.32062.68055.18344.8175.102240.900bicubic-53.580-43.047+70
413hardcorenas_b37.28062.72055.04044.9605.182240.875bilinear-54.690-43.360+33
414mobilenetv3_large_100_miil37.24762.75353.56046.4405.482240.875bilinear-55.003-44.690+22
415regnety_01637.14362.85754.14745.85311.202240.875bicubic-55.887-44.543-37
416res2net50_48w_2s37.14362.85753.41046.59025.292240.875bilinear-55.657-45.060-17
417lambda_resnet26rpt_25637.11362.88753.84346.15710.992560.940bicubic-56.327-45.037-70
418dla6037.11062.89054.29745.70322.042240.875bilinear-55.580-44.333-14
419bat_resnext26ts37.09062.91053.75046.25010.732560.900bicubic-56.010-44.970-46
420rexnet_10037.06062.94054.07045.9304.802240.875bicubic-55.780-44.550-24
421tf_mixnet_l37.04062.96052.71047.2907.332240.875bicubic-56.010-45.830-46
422botnet26t_25636.96363.03753.07046.93012.492560.950bicubic-56.477-45.590-74
423legacy_seresnet5036.93363.06753.51746.48328.092240.875bilinear-55.737-45.143-15
424tf_efficientnet_lite236.89063.11053.36746.6336.092600.890bicubic-55.680-45.183-9
425halonet26t36.78363.21752.26747.73312.482560.950bicubic-56.827-46.693-98
426regnetx_01636.76763.23353.29346.7079.192240.875bicubic-55.793-45.257-10
427tv_densenet12136.74763.25354.00046.0007.982240.875bicubic-54.653-44.250+37
428mobilenetv2_120d36.71763.28353.96746.0335.832240.875bicubic-55.893-44.543-17
429hardcorenas_a36.70763.29354.92345.0775.262240.875bilinear-54.903-43.247+27
430eca_botnext26ts_25636.67363.32752.49347.50710.592560.950bicubic-56.687-46.197-73
431tf_efficientnet_lite136.66763.33353.68746.3135.422400.882bicubic-55.653-44.8030
432efficientnet_b036.60363.39753.49046.5105.292240.875bicubic-55.867-45.190-11
433vit_base_patch32_sam_22436.59363.40753.08746.91388.222240.900bicubic-53.277-44.513+65
434levit_128s36.59363.40753.08346.9177.782240.900bicubic-54.907-45.317+25
435xcit_nano_12_p8_224_dist36.50363.49752.78047.2203.052241.000bicubic-55.907-45.730-9
436tf_efficientnet_em36.45063.55052.86047.1406.902400.882bicubic-56.750-45.820-67
437skresnet1836.34363.65754.26745.73311.962240.875bicubic-53.827-43.513+58
438repvgg_b036.31763.68354.11345.88715.822240.875bilinear-55.353-44.337+16
439xcit_nano_12_p16_384_dist36.15363.84753.21746.7833.053841.000bicubic-55.947-45.213+3
440legacy_seresnet3436.14763.85352.54747.45321.962240.875bilinear-55.333-45.653+20
441tv_resnet5036.14363.85752.87347.12725.562240.875bilinear-55.967-45.5470
442coat_tiny36.10063.90051.07348.9275.502240.900bicubic-57.400-47.607-101
443deit_tiny_distilled_patch16_22436.09363.90754.27345.7275.912240.900bicubic-54.997-43.997+36
444tv_resnet3436.05763.94353.53046.47021.802240.875bilinear-54.253-44.440+49
445tf_efficientnet_lite036.02063.98053.52046.4804.652240.875bicubic-55.260-44.570+21
446mobilenetv2_14035.98064.02053.92046.0806.112240.875bicubic-56.050-44.330-2
447selecsls42b35.83064.17052.53747.46332.462240.875bicubic-56.650-45.903-28
448seresnext26ts35.80764.19353.99046.01010.392560.900bicubic-56.983-44.610-48
449gluon_resnet34_v1b35.75064.25052.29047.71021.802240.875bicubic-55.340-45.890+29
450xcit_nano_12_p8_384_dist35.73064.27052.29747.7033.053841.000bicubic-57.520-46.553-85
451mixnet_m35.67764.32352.44747.5535.012240.875bicubic-56.583-45.923-18
452efficientnet_lite035.65364.34753.69346.3074.652240.875bicubic-55.597-44.557+17
453dla3435.64764.35352.81747.18315.742240.875bilinear-55.603-45.363+15
454ssl_resnet1835.63064.37053.81346.18711.692240.875bilinear-55.070-44.217+31
455mobilenetv3_rw35.62064.38053.74046.2605.482240.875bicubic-55.930-44.530+3
456efficientnet_es_pruned35.37364.62752.85347.1475.442240.875bicubic-56.337-45.547-4
457mobilenetv2_110d35.27764.72352.82347.1774.522240.875bicubic-56.043-45.357+8
458hrnet_w18_small_v235.22764.77352.50047.50015.602240.875bilinear-55.943-45.850+15
459tf_mixnet_m35.21764.78350.97749.0235.012240.875bicubic-56.953-47.443-21
460resnet18d35.12064.88052.88347.11711.712240.875bicubic-54.870-44.957+36
461convit_tiny35.10364.89751.85048.1505.712240.875bicubic-55.447-46.360+26
462xcit_nano_12_p16_224_dist35.10364.89752.50047.5003.052241.000bicubic-55.087-45.260+32
463resnext26ts35.09764.90353.44746.55310.302560.900bicubic-57.113-44.833-26
464gcresnext26ts34.97365.02751.61348.38710.482560.900bicubic-57.497-46.887-44
465eca_resnext26ts34.97065.03052.32347.67710.302560.900bicubic-57.450-46.287-40
466regnety_00834.88365.11751.86348.1376.262240.875bicubic-57.007-46.557-17
467ese_vovnet19b_dw34.83065.17051.99748.0036.542240.875bicubic-57.190-46.523-22
468crossvit_9_24034.68065.32051.79348.2078.552400.875bicubic-56.390-46.517+12
469pit_ti_22434.63765.36352.12747.8734.852240.900bicubic-55.803-45.713+22
470mobilenetv3_large_10034.57065.43052.91747.0835.482240.875bicubic-56.910-45.413-9
471seresnext26t_32x4d34.56065.44051.48048.52016.812240.875bicubic-58.210-47.070-70
472seresnext26d_32x4d34.52765.47351.57048.43016.812240.875bicubic-57.903-46.970-48
473resnet26d34.33365.66751.85748.14316.012240.875bicubic-57.917-46.613-38
474mixer_b16_22434.32765.67348.05051.95059.882240.875bicubic-56.803-49.360+1
475fbnetc_10034.32065.68051.24048.7605.572240.875bilinear-56.940-46.580-8
476tf_efficientnet_es34.27365.72751.46748.5335.442240.875bicubic-57.827-47.053-33
477regnety_00634.24365.75751.29748.7036.062240.875bicubic-57.337-47.133-20
478tf_mobilenetv3_large_10033.97766.02351.52048.4805.482240.875bilinear-57.433-46.730-15
479mnasnet_10033.84766.15351.24748.7534.382240.875bicubic-57.353-46.793-9
480regnetx_00833.73366.26750.59049.4107.262240.875bicubic-57.457-47.780-8
481xcit_nano_12_p8_22433.61066.39050.23049.7703.052241.000bicubic-57.490-48.010-5
482vit_tiny_r_s16_p8_38433.59366.40750.65049.3506.363841.000bicubic-58.127-47.780-31
483resnet2633.59366.40751.01748.98316.002240.875bicubic-57.867-47.253-21
484mixnet_s33.58766.41351.03048.9704.132240.875bicubic-58.193-47.270-34
485semnasnet_10033.55066.45050.83749.1633.892240.875bicubic-58.110-47.423-30
486vit_tiny_patch16_38433.54766.45351.00348.9975.793841.000bicubic-59.883-47.837-135
487spnasnet_10033.51366.48751.30348.6974.422240.875bilinear-57.097-46.647-1
488crossvit_tiny_24033.38066.62049.91750.0837.012400.875bicubic-57.150-48.0330
489vgg19_bn33.31366.68750.87749.123143.682240.875bilinear-57.677-47.243-8
490regnetx_00633.20766.79350.30049.7006.202240.875bicubic-57.543-47.800-7
491ghostnet_10033.18066.82051.14348.8575.182240.875bilinear-57.260-46.877-1
492xcit_nano_12_p16_22433.06066.94050.07049.9303.052241.000bicubic-55.900-47.340+16
493resnet1833.04066.96051.12748.87311.692240.875bilinear-55.120-45.993+19
494legacy_seresnext26_32x4d32.74767.25349.21050.79016.792240.875bicubic-59.843-49.210-80
495hrnet_w18_small32.72067.28050.67349.32713.192240.875bilinear-57.180-47.227+2
496deit_tiny_patch16_22432.70367.29750.32349.6775.722240.900bicubic-56.897-47.637+5
497legacy_seresnet1832.63767.36350.36049.64011.782240.875bicubic-56.613-47.330+8
498regnetx_00432.57767.42349.39050.6105.162240.875bicubic-56.873-48.390+4
499mobilenetv2_10032.57067.43050.86749.1333.502240.875bicubic-57.270-46.9730
500regnety_00432.40767.59349.50050.5004.342240.875bicubic-58.343-48.580-16
501gluon_resnet18_v1b32.39367.60749.71050.29011.692240.875bicubic-56.277-47.400+8
502tf_mixnet_s32.22367.77748.61051.3904.132240.875bicubic-59.467-49.630-49
503vit_tiny_patch16_22432.14767.85349.10350.8975.722240.900bicubic-59.783-49.227-55
504tf_mobilenetv3_large_07531.94768.05349.14750.8533.992240.875bilinear-58.363-48.733-12
505tf_mobilenetv3_large_minimal_10031.60368.39749.40750.5933.922240.875bilinear-57.557-47.913+2
506vit_tiny_r_s16_p8_22430.85069.15047.67352.3276.342240.900bicubic-58.550-50.017-3
507vgg16_bn30.36369.63747.26752.733138.372240.875bilinear-60.157-50.723-18
508regnety_00229.68370.31746.88753.1133.162240.875bicubic-58.527-50.533+3
509vgg13_bn28.97071.03046.82753.173133.052240.875bilinear-60.240-50.713-3
510regnetx_00228.88771.11345.58754.4132.682240.875bicubic-58.473-51.403+4
511vgg1928.68771.31345.25754.743143.672240.875bilinear-61.003-52.293-11
512dla60x_c28.52071.48046.26053.7401.322240.875bilinear-58.560-50.880+4
513vgg11_bn28.38071.62046.50753.493132.872240.875bilinear-60.010-50.773-3
514vgg1627.99072.01044.74355.257138.362240.875bilinear-61.390-52.777-10
515tf_mobilenetv3_small_10027.35072.65044.49055.5102.542240.875bilinear-58.640-51.920+3
516mixer_l16_22426.79773.20337.86062.140208.202240.875bicubic-60.163-56.170+1
517vgg1126.61073.39043.51056.490132.862240.875bilinear-60.720-53.600-2
518vgg1326.31773.68343.46356.537133.052240.875bilinear-61.233-53.657-5
519dla46x_c26.28373.71743.90756.0931.072240.875bilinear-59.187-52.5430
520tf_mobilenetv3_small_07526.27373.72743.71056.2902.042240.875bilinear-58.257-52.180+1
521dla46_c25.49374.50743.95356.0471.302240.875bilinear-59.217-52.257-1
522tf_mobilenetv3_small_minimal_10025.10774.89342.98757.0132.042240.875bilinear-57.573-52.0230