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

72 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
2eva_giant_patch14_336.clip_ft_in1k90.5539.44797.2302.7701,013.013361.000bicubic-7.307-2.650+3
3eva_giant_patch14_224.clip_ft_in1k90.2279.77397.1732.8271,012.562241.000bicubic-7.453-2.577+12
4eva_giant_patch14_336.m30m_ft_in22k_in1k88.58311.41795.9304.0701,013.013361.000bicubic-9.417-3.970-2
5eva_giant_patch14_560.m30m_ft_in22k_in1k88.41011.59095.6134.3871,014.455601.000bicubic-9.580-4.247-2
6vit_large_patch14_clip_336.openai_ft_in12k_in1k83.91016.09093.8806.120304.533361.000bicubic-13.700-5.850+14
7vit_large_patch14_clip_336.laion2b_ft_in1k83.58716.41393.5076.493304.533361.000bicubic-13.643-6.213+39
8eva_large_patch14_336.in22k_ft_in1k83.52316.47793.1006.900304.533361.000bicubic-14.287-6.690-2
9vit_huge_patch14_clip_224.laion2b_ft_in1k83.28016.72093.1036.897632.052241.000bicubic-13.820-6.537+48
10vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k83.06316.93792.8507.150632.463361.000bicubic-14.537-6.930+11
11vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k82.81017.19092.6207.380632.052241.000bicubic-14.550-7.180+21
12vit_large_patch14_clip_224.openai_ft_in1k82.31717.68392.9137.087304.202241.000bicubic-15.143-6.767+15
13vit_large_patch14_clip_224.laion2b_ft_in1k81.70318.29792.2707.730304.202241.000bicubic-15.317-7.410+53
14eva_large_patch14_196.in22k_ft_in1k81.29018.71091.5508.450304.141961.000bicubic-16.230-8.240+11
15eva_large_patch14_336.in22k_ft_in22k_in1k80.07719.92389.36310.637304.533361.000bicubic-17.783-10.427-11
16ig_resnext101_32x48d79.65020.35089.39310.607828.412240.875bilinear-17.320-10.277+52
17ig_resnext101_32x32d79.45720.54389.18310.817468.532240.875bilinear-17.323-10.427+76
18ig_resnext101_32x16d78.83721.16388.48011.520194.032240.875bilinear-17.603-11.060+118
19vit_large_patch14_clip_224.openai_ft_in12k_in1k78.68721.31388.92011.080304.202241.000bicubic-18.923-10.8100
20eva_large_patch14_196.in22k_ft_in22k_in1k78.50321.49788.32011.680304.141961.000bicubic-19.107-11.490-2
21vit_large_patch14_clip_336.laion2b_ft_in12k_in1k78.42721.57388.50311.497304.533361.000bicubic-19.023-11.277+8
22vit_large_patch14_clip_224.laion2b_ft_in12k_in1k78.26321.73788.67311.327304.202241.000bicubic-19.127-11.067+9
23tf_efficientnet_l2.ns_jft_in1k_47576.48023.52088.65311.347480.314750.936bicubic-21.270-11.137-11
24beitv2_large_patch16_224.in1k_ft_in22k_in1k76.37023.63087.09312.907304.432240.950bicubic-21.380-12.727-11
25swsl_resnext101_32x16d76.30323.69787.73312.267194.032240.875bilinear-19.967-11.767+138
26ig_resnext101_32x8d75.81324.18786.20013.80088.792240.875bilinear-20.117-13.080+191
27swsl_resnext101_32x8d75.59024.41086.93713.06388.792240.875bilinear-20.650-12.533+139
28tf_efficientnet_l2.ns_jft_in1k74.65025.35087.54312.457480.318000.960bicubic-23.130-12.277-20
29beit_large_patch16_384.in22k_ft_in22k_in1k73.27726.72385.01714.983305.003841.000bicubic-24.533-14.823-22
30beit_large_patch16_512.in22k_ft_in22k_in1k73.16326.83785.08014.920305.675121.000bicubic-24.617-14.810-21
31swsl_resnext101_32x4d72.66027.34085.15714.84344.182240.875bilinear-23.390-14.373+166
32maxvit_xlarge_tf_512.in21k_ft_in1k71.89328.10782.92017.080475.775121.000bicubic-25.867-16.900-21
33maxvit_xlarge_tf_384.in21k_ft_in1k71.69728.30382.72717.273475.323841.000bicubic-26.043-17.123-19
34beit_large_patch16_224.in22k_ft_in22k_in1k71.04328.95783.42016.580304.432240.900bicubic-26.437-16.270-8
35deit3_huge_patch14_224_in21ft1k70.81029.19082.19717.803632.132241.000bicubic-26.440-17.513+6
36vit_base_patch16_clip_384.laion2b_ft_in1k70.79329.20783.81016.19086.863841.000bicubic-26.117-15.860+41
37deit3_large_patch16_384_in21ft1k70.57029.43082.43717.563304.763841.000bicubic-26.990-17.323-13
38maxvit_base_tf_512.in21k_ft_in1k70.39729.60381.59718.403119.885121.000bicubic-27.363-18.263-28
39maxvit_large_tf_512.in21k_ft_in1k70.39029.61081.64718.353212.335121.000bicubic-27.280-18.083-22
40maxvit_large_tf_384.in21k_ft_in1k70.03029.97081.03318.967212.033841.000bicubic-27.640-18.787-24
41deit3_large_patch16_224_in21ft1k69.71730.28381.19018.810304.372241.000bicubic-27.593-18.490-4
42maxvit_base_tf_384.in21k_ft_in1k69.55730.44380.73319.267119.653841.000bicubic-28.003-18.977-19
43swsl_resnext50_32x4d68.97731.02382.81017.19025.032240.875bilinear-26.643-16.410+216
44vit_base_patch16_clip_224.laion2b_ft_in1k68.74731.25382.50017.50086.572241.000bicubic-27.573-16.910+109
45swsl_resnet5068.29731.70383.31316.68725.562240.875bilinear-26.903-16.017+279
46convnext_xlarge.fb_in22k_ft_in1k_38468.16031.84080.46719.533350.203841.000bicubic-29.430-19.303-24
47swinv2_large_window12to24_192to384_22kft1k67.67032.33080.10019.900196.743841.000bicubic-29.620-19.680-9
48tf_efficientnet_b7.ns_jft_in1k67.51032.49081.38318.61766.356000.949bicubic-29.690-18.317+2
49vit_base_patch16_clip_384.openai_ft_in1k67.35732.64381.69018.31086.863841.000bicubic-29.463-17.970+36
50vit_large_patch16_384.augreg_in21k_ft_in1k67.05332.94778.70721.293304.723841.000bicubic-30.367-21.073-20
51convnext_large.fb_in22k_ft_in1k_38466.66733.33379.80720.193197.773841.000bicubic-30.643-19.953-15
52swin_large_patch4_window12_38466.28333.71779.78320.217196.743841.000bicubic-30.887-19.897+1
53vit_base_patch16_clip_384.laion2b_ft_in12k_in1k66.16033.84078.89021.11086.863841.000bicubic-31.060-20.810-4
54vit_base_patch16_clip_224.openai_ft_in1k66.02333.97780.99019.01086.572240.900bicubic-30.287-18.510+102
55beitv2_base_patch16_224.in1k_ft_in22k_in1k65.75734.24378.89021.11086.532240.900bicubic-31.153-20.840+21
56swinv2_base_window12to24_192to384_22kft1k65.74334.25779.31320.68787.923841.000bicubic-31.517-20.477-16
57swinv2_large_window12to16_192to256_22kft1k65.62734.37378.46021.540196.742560.900bicubic-31.613-21.250-13
58tf_efficientnet_b6.ns_jft_in1k65.58734.41379.55320.44743.045280.942bicubic-31.433-20.157+5
59convnext_xlarge.fb_in22k_ft_in1k65.39034.61078.34021.660350.202881.000bicubic-32.060-21.480-31
60vit_base_patch16_clip_384.openai_ft_in12k_in1k65.35734.64378.94321.05786.863840.950bicubic-31.783-20.697-6
61convnext_base.fb_in22k_ft_in1k_38464.88335.11778.39321.60788.593841.000bicubic-32.367-21.327-19
62vit_base_patch16_clip_224.laion2b_ft_in12k_in1k64.76735.23377.78722.21386.572240.950bicubic-31.833-21.773+52
63vit_large_patch16_224.augreg_in21k_ft_in1k64.34735.65376.19023.810304.332240.900bicubic-32.363-23.450+37
64convnext_large.fb_in22k_ft_in1k64.27035.73077.78722.213197.772881.000bicubic-32.950-21.943-16
65vit_large_r50_s32_384.augreg_in21k_ft_in1k64.10035.90075.85024.150329.093841.000bicubic-32.850-23.810+5
66swin_large_patch4_window7_22463.87036.13078.18021.820196.532240.900bicubic-33.080-21.530+5
67beit_base_patch16_384.in22k_ft_in22k_in1k63.61736.38378.10721.89386.743841.000bicubic-33.713-21.613-34
68swin_base_patch4_window12_38463.47036.53078.06321.93787.903841.000bicubic-33.650-21.507-13
69swinv2_base_window12to16_192to256_22kft1k63.18036.82077.11722.88387.922560.900bicubic-33.880-22.543-8
70tf_efficientnet_b5.ns_jft_in1k63.04736.95377.77722.22330.394560.934bicubic-33.823-21.883+11
71vit_base_patch16_clip_224.openai_ft_in12k_in1k62.94737.05376.61023.39086.572240.950bicubic-33.563-23.010+55
72deit3_base_patch16_384_in21ft1k62.64037.36075.55324.44786.883841.000bicubic-34.600-24.187-27
73convnext_base.fb_in22k_ft_in1k62.52037.48076.56323.43788.592881.000bicubic-34.700-23.197-26
74vit_base_patch8_224.augreg2_in21k_ft_in1k62.40737.59376.60723.39386.582240.900bicubic-34.533-22.973-2
75tf_efficientnetv2_l.in21k_ft_in1k62.36737.63376.74323.257118.524801.000bicubic-34.953-22.897-40
76vit_base_patch8_224.augreg_in21k_ft_in1k62.19037.81075.61024.39086.582240.900bicubic-34.890-24.010-17
77tf_efficientnetv2_xl.in21k_ft_in1k62.09037.91075.65024.350208.125121.000bicubic-35.240-23.950-43
78deit3_base_patch16_224_in21ft1k61.78038.22074.71325.28786.592241.000bicubic-35.090-24.927+4
79tf_efficientnet_b4.ns_jft_in1k61.23038.77076.17323.82719.343800.922bicubic-35.480-23.477+22
80maxvit_base_tf_512.in1k61.11338.88774.05725.943119.885121.000bicubic-36.067-25.583-29
81vit_base_patch32_clip_384.laion2b_ft_in12k_in1k60.37339.62773.81026.19088.303841.000bicubic-36.237-25.670+30
82beit_base_patch16_224.in22k_ft_in22k_in1k60.31739.68375.59724.40386.532240.900bicubic-36.343-24.063+26
83tf_efficientnetv2_m.in21k_ft_in1k60.28039.72075.07024.93054.144801.000bicubic-36.720-24.560-16
84vit_base_patch32_clip_448.laion2b_ft_in12k_in1k60.24039.76073.54026.46088.344481.000bicubic-36.330-25.980+34
85vit_base_patch16_384.augreg_in21k_ft_in1k60.18039.82073.84326.15786.863841.000bicubic-36.840-25.867-21
86convnext_small.fb_in22k_ft_in1k_38459.94740.05374.47025.53050.223841.000bicubic-37.153-25.230-28
87maxvit_large_tf_512.in1k59.87740.12372.84727.153212.335121.000bicubic-37.173-26.743-25
88swin_base_patch4_window7_22459.53740.46374.24725.75387.772240.900bicubic-37.143-25.413+18
89vit_base_patch32_clip_224.laion2b_ft_in1k59.17040.83073.89726.10388.222240.900bicubic-35.570-25.173+311
90maxvit_base_tf_384.in1k59.11040.89071.70028.300119.653841.000bicubic-38.010-28.080-34
91vit_base_patch16_224.augreg2_in21k_ft_in1k59.04740.95373.64026.36086.572240.900bicubic-37.463-25.910+34
92volo_d5_51258.91741.08373.20026.800296.095121.150bicubic-38.373-26.560-53
93volo_d5_44858.79341.20773.05726.943295.914481.150bicubic-38.447-26.613-50
94vit_large_r50_s32_224.augreg_in21k_ft_in1k58.63341.36771.72028.280328.992240.900bicubic-37.547-27.790+83
95vit_base_patch32_clip_384.openai_ft_in12k_in1k58.60341.39773.14026.86088.303840.950bicubic-37.817-26.360+44
96maxvit_large_tf_384.in1k58.45341.54771.16728.833212.033841.000bicubic-38.487-28.473-23
97deit3_large_patch16_38458.36041.64072.97027.030304.763841.000bicubic-38.490-26.650-14
98deit3_huge_patch14_22458.10741.89372.13027.870632.132240.900bicubic-38.463-27.390+19
99tf_efficientnet_b8.ap_in1k57.83042.17072.95727.04387.416720.954bicubic-38.720-26.613+21
100convnext_small.fb_in22k_ft_in1k57.74342.25772.79027.21050.222881.000bicubic-39.067-26.880-12
101mvitv2_large57.48742.51370.77329.227217.992240.900bicubic-38.923-28.677+39
102cait_m48_44857.47042.53071.86028.140356.464481.000bicubic-39.410-27.810-23
103cait_m36_38457.46742.53372.31327.687271.223841.000bicubic-39.363-27.347-19
104tf_efficientnet_b3.ns_jft_in1k57.41742.58372.38727.61312.233000.904bicubic-38.683-27.093+83
105volo_d4_44857.28342.71771.53728.463193.414481.150bicubic-39.787-28.213-45
106maxvit_small_tf_512.in1k57.09342.90770.96729.03369.135121.000bicubic-40.087-28.653-54
107vit_base_patch32_clip_224.laion2b_ft_in12k_in1k57.05742.94371.29028.71088.222240.900bicubic-38.183-28.030+211
108vit_base_patch16_224.augreg_in21k_ft_in1k56.82343.17770.63329.36786.572240.900bicubic-39.477-28.927+51
109deit3_medium_patch16_224_in21ft1k56.65043.35069.73730.26338.852241.000bicubic-39.490-29.753+72
110volo_d5_22456.48043.52070.64329.357295.462240.960bicubic-40.400-28.977-32
111deit3_large_patch16_22456.46343.53770.45729.543304.372240.900bicubic-39.727-29.073+65
112xcit_large_24_p8_384_dist56.35343.64771.32328.677188.933841.000bicubic-40.407-28.237-17
113flexivit_large.1200ep_in1k56.29343.70771.56028.440304.362400.950bicubic-40.487-27.970-22
114flexivit_large.600ep_in1k56.04743.95371.17328.827304.362400.950bicubic-40.693-28.427-17
115xcit_large_24_p8_224_dist56.02743.97370.66329.337188.932241.000bicubic-40.613-28.797-6
116vit_base_patch32_clip_224.openai_ft_in1k55.90744.09372.17327.82788.222240.900bicubic-38.533-26.837+332
117vit_medium_patch16_gap_384.in12k_ft_in1k55.78744.21370.99329.00739.033840.950bicubic-40.723-28.597+6
118flexivit_large.300ep_in1k55.70044.30070.71329.287304.362400.950bicubic-40.990-28.867-13
119xcit_large_24_p16_384_dist54.90745.09369.86730.133189.103841.000bicubic-42.033-29.653-45
120volo_d4_22454.74745.25368.86731.133192.962240.960bicubic-42.033-30.753-31
121maxvit_tiny_tf_512.in1k54.72345.27768.93331.06731.055121.000bicubic-42.247-30.737-52
122deit3_small_patch16_384_in21ft1k54.47045.53068.31331.68722.213841.000bicubic-42.200-31.327-15
123efficientnet_b5.in12k_ft_in1k54.44745.55369.85730.14330.394481.000bicubic-42.323-29.743-29
124vit_base_r50_s16_384.orig_in21k_ft_in1k54.40345.59769.56030.44098.953841.000bicubic-42.047-30.060+9
125maxvit_small_tf_384.in1k54.34345.65768.19331.80769.023841.000bicubic-42.397-31.357-29
126resnetv2_152x4_bitm54.32045.68070.16729.833936.534801.000bilinear-42.550-29.453-46
127xcit_large_24_p16_224_dist54.26045.74068.97031.030189.102241.000bicubic-42.060-30.570+27
128vit_small_r26_s32_384.augreg_in21k_ft_in1k54.19745.80368.75731.24336.473841.000bicubic-41.863-30.623+66
129volo_d3_44853.99046.01068.02031.98086.634481.000bicubic-43.030-31.650-64
130tf_efficientnet_b5.ap_in1k53.87046.13069.16030.84030.394560.934bicubic-42.210-30.380+58
131xcit_medium_24_p8_224_dist53.66046.34068.41031.59084.322241.000bicubic-42.860-31.100-9
132tf_efficientnet_b2.ns_jft_in1k53.60046.40070.27029.7309.112600.890bicubic-41.920-29.070+142
133tf_efficientnet_b6.ap_in1k53.56046.44068.55031.45043.045280.942bicubic-42.810-31.000+11
134cait_s36_38453.55046.45068.00032.00068.373841.000bicubic-43.080-31.600-24
135vit_medium_patch16_gap_256.in12k_ft_in1k53.53746.46369.06730.93338.862560.950bicubic-42.443-30.383+72
136deit3_base_patch16_38453.51346.48767.63732.36386.883841.000bicubic-42.717-31.763+33
137deit3_base_patch16_22453.45346.54767.59032.41086.592240.900bicubic-42.327-31.680+101
138tf_efficientnet_b8.ra_in1k53.41046.59069.09030.91087.416720.954bicubic-43.290-30.510-34
139xcit_medium_24_p8_384_dist53.40746.59368.14331.85784.323841.000bicubic-43.373-31.527-47
140vit_base_patch32_384.augreg_in21k_ft_in1k53.30746.69368.04731.95388.303841.000bicubic-42.593-31.303+79
141tf_efficientnet_b7.ap_in1k53.26046.74068.87331.12766.356000.949bicubic-43.090-30.497+5
142convnext_large.fb_in1k53.22746.77367.87732.123197.772881.000bicubic-43.173-31.6630
143xcit_medium_24_p16_384_dist53.21346.78768.05031.95084.403841.000bicubic-43.487-31.480-40
144maxvit_base_tf_224.in1k53.21046.79066.14733.853119.472240.950bicubic-43.140-33.443+4
145tf_efficientnetv2_l.in1k53.16346.83767.83332.167118.524801.000bicubic-43.577-31.717-47
146tf_efficientnetv2_s.in21k_ft_in1k53.15046.85069.00031.00021.463841.000bicubic-43.320-30.570-17
147tf_efficientnet_b4.ap_in1k53.09046.91068.21031.79019.343800.922bicubic-42.400-31.030+129
148regnetz_e853.01746.98367.14032.86057.703201.000bicubic-43.583-32.420-36
149maxvit_large_tf_224.in1k52.98347.01765.34334.657211.792240.950bicubic-43.337-34.157+6
150dm_nfnet_f552.87047.13067.43032.570377.215440.954bicubic-43.940-32.080-63
151volo_d3_22452.70347.29766.31733.68386.332240.960bicubic-43.747-33.303-16
152deit3_small_patch16_224_in21ft1k52.69047.31066.87733.12322.062241.000bicubic-43.130-32.433+79
153maxvit_tiny_tf_384.in1k52.46347.53766.78033.22030.983841.000bicubic-44.137-32.830-40
154dm_nfnet_f652.44747.55367.12032.880438.365760.956bicubic-44.473-32.600-79
155tf_efficientnet_b7.ra_in1k52.39347.60768.23331.76766.356000.949bicubic-44.187-31.277-40
156xcit_small_24_p8_384_dist52.36047.64066.84033.16047.633841.000bicubic-44.460-32.790-70
157swsl_resnet1852.32747.67370.48029.52011.692240.875bilinear-38.763-27.730+572
158efficientnetv2_rw_m.agc_in1k52.32347.67767.21032.79053.244161.000bicubic-43.947-32.420+4
159deit_base_distilled_patch16_38452.25747.74367.73332.26787.633841.000bicubic-44.253-31.827-35
160xcit_medium_24_p16_224_dist52.21047.79066.90033.10084.402241.000bicubic-44.050-32.510+4
161xcit_small_24_p8_224_dist52.19747.80366.76733.23347.632241.000bicubic-44.353-32.773-42
162convnext_tiny.fb_in22k_ft_in1k_38452.16347.83766.91733.08328.593841.000bicubic-44.007-32.583+18
163dm_nfnet_f352.13047.87066.74333.257254.924160.940bicubic-44.600-32.887-64
164resnetv2_152x2_bit_teacher_38451.93748.06368.67031.330236.343841.000bicubic-44.253-30.830+11
165resmlp_big_24_224_in22ft1k51.90348.09768.46331.537129.142240.875bicubic-44.447-31.057-18
166xcit_small_24_p16_384_dist51.88348.11766.35333.64747.673841.000bicubic-44.457-33.197-17
167cait_s24_38451.78348.21766.31333.68747.063841.000bicubic-44.787-33.237-51
168resnetv2_152x2_bitm51.75748.24369.25030.750236.344481.000bilinear-44.763-30.340-47
169ecaresnet269d51.67048.33066.04733.953102.093521.000bicubic-44.790-33.493-38
170mvitv2_base51.56748.43365.62334.37751.472240.900bicubic-44.443-33.897+35
171vit_base_patch16_224_miil.in21k_ft_in1k51.55748.44365.20734.79386.542240.875bilinear-44.473-34.183+30
172tf_efficientnetv2_m.in1k51.43748.56366.63033.37054.144801.000bicubic-45.043-32.980-45
173maxvit_rmlp_small_rw_22451.42348.57765.18034.82064.902240.900bicubic-44.537-34.240+41
174maxvit_small_tf_224.in1k51.18048.82065.27734.72368.932240.950bicubic-45.030-34.203-2
175pit_b_distilled_22451.15348.84766.77033.23074.792240.900bicubic-44.917-32.650+17
176xcit_small_12_p8_384_dist51.10048.90065.83334.16726.213841.000bicubic-45.380-33.657-48
177convnext_base.fb_in1k51.07348.92765.88334.11788.592881.000bicubic-45.237-33.667-19
178dm_nfnet_f450.90049.10065.55734.443316.075120.951bicubic-45.880-34.053-88
179tf_efficientnet_b1.ns_jft_in1k50.88349.11767.91032.0907.792400.882bicubic-43.977-31.340+208
180vit_base_patch16_384.orig_in21k_ft_in1k50.88349.11765.27034.73086.863841.000bicubic-45.307-34.030-6
181volo_d2_38450.87349.12765.63734.36358.873841.000bicubic-45.837-33.963-79
182xcit_small_24_p16_224_dist50.73349.26765.01034.99047.672241.000bicubic-45.067-34.330+53
183flexivit_base.1200ep_in1k50.69349.30765.11734.88386.592400.950bicubic-45.417-34.343+3
184coatnet_rmlp_2_rw_22450.56349.43763.37036.63073.882240.950bicubic-45.637-35.910-11
185xcit_small_12_p16_384_dist50.52049.48065.31334.68726.253841.000bicubic-45.820-34.267-34
186efficientnet_b4.ra2_in1k50.51049.49065.70334.29719.343841.000bicubic-45.010-33.687+87
187volo_d1_38450.47749.52364.91735.08326.783841.000bicubic-45.993-34.633-57
188xcit_small_12_p8_224_dist50.44049.56065.43334.56726.212241.000bicubic-45.520-33.917+24
189resnetv2_101x3_bitm50.40749.59367.79032.210387.934481.000bilinear-45.843-31.800-24
190flexivit_base.600ep_in1k50.35749.64364.61335.38786.592400.950bicubic-45.603-34.807+21
191regnetz_040h50.33049.67065.63334.36728.943201.000bicubic-46.000-33.887-39
192ssl_resnext101_32x16d50.25749.74366.03333.967194.032240.875bilinear-45.153-33.127+98
193mvitv2_small50.25049.75064.91035.09034.872240.900bicubic-45.640-34.450+29
194cait_s24_22450.24349.75765.02734.97346.922241.000bicubic-45.407-34.363+63
195eca_nfnet_l250.23749.76365.45034.55056.723841.000bicubic-46.213-34.210-61
196tresnet_v2_l50.16749.83365.09334.90746.172240.875bilinear-45.653-34.197+35
197pvt_v2_b550.16749.83365.03734.96381.962240.900bicubic-45.783-34.353+18
198deit3_medium_patch16_22450.16749.83364.69735.30338.852240.900bicubic-45.223-34.733+103
199vit_small_patch16_384.augreg_in21k_ft_in1k50.16049.84065.80734.19322.203841.000bicubic-45.820-33.623+7
200resnest269e50.15349.84764.67035.330110.934160.928bicubic-45.967-34.850-17
201deit_base_distilled_patch16_22450.06349.93766.22733.77387.342240.900bicubic-45.687-33.203+41
202pvt_v2_b450.06349.93765.15034.85062.562240.900bicubic-45.837-34.290+18
203tf_efficientnet_b3.ap_in1k50.05749.94365.21034.79012.233000.904bicubic-44.913-33.900+164
204flexivit_base.300ep_in1k50.01349.98764.11335.88786.592400.950bicubic-45.957-35.257+6
205resnest200e49.87350.12764.74335.25770.203200.909bicubic-46.197-34.637-15
206efficientformer_l749.83750.16366.02033.98082.232240.950bicubic-45.763-33.370+56
207volo_d2_22449.81350.18764.59335.40758.682240.960bicubic-46.607-34.867-69
208seresnextaa101d_32x8d49.76050.24064.41035.59093.592881.000bicubic-46.660-35.110-71
209xception6549.76050.24063.52036.48039.922990.940bicubic-45.930-35.790+45
210swinv2_base_window16_25649.68050.32063.81336.18787.922560.900bicubic-46.500-35.717-31
211pvt_v2_b349.58050.42064.78735.21345.242240.900bicubic-45.890-34.533+71
212cait_xs24_38449.52750.47364.90035.10026.673841.000bicubic-46.483-34.430-8
213maxvit_rmlp_tiny_rw_25649.52350.47763.81736.18329.152560.950bicubic-46.517-35.593-15
214tf_efficientnet_b5.ra_in1k49.51050.49065.65734.34330.394560.934bicubic-46.470-33.843-6
215resnetv2_152x2_bit_teacher49.48050.52065.61734.383236.342240.875bicubic-46.270-33.823+26
216resnet200d49.47050.53064.33035.67064.693201.000bicubic-46.640-35.070-31
217xcit_small_12_p16_224_dist49.41750.58363.85036.15026.252241.000bicubic-46.323-35.310+26
218resnest101e49.36750.63365.58734.41348.282560.875bilinear-46.203-33.683+49
219regnetz_04049.28050.72064.06735.93327.123201.000bicubic-46.900-35.333-41
220resnet152d49.25350.74764.41335.58760.213201.000bicubic-46.617-35.017+6
221vit_base_patch32_224.augreg_in21k_ft_in1k49.25350.74764.34035.66088.222240.900bicubic-45.137-34.720+235
222seresnet152d49.24750.75364.17035.83066.843201.000bicubic-47.063-35.340-65
223xcit_large_24_p8_22449.24750.75362.85037.150188.932241.000bicubic-46.833-36.300-34
224maxxvit_rmlp_small_rw_25649.14750.85363.34336.65766.012560.950bicubic-47.063-36.117-53
225gcvit_base49.14350.85763.96336.03790.322240.875bicubic-46.917-35.597-29
226resmlp_big_24_distilled_22449.09750.90365.47034.530129.142240.875bicubic-46.773-33.970-1
227convnext_small.fb_in1k49.07750.92364.82035.18050.222881.000bicubic-46.903-34.770-18
228ssl_resnext101_32x8d49.06750.93365.48034.52088.792240.875bilinear-46.273-33.860+78
229volo_d1_22448.96751.03363.18736.81326.632240.960bicubic-47.063-36.163-29
230repvgg_b348.91751.08364.88735.113123.092240.875bilinear-45.633-34.023+208
231resnetrs42048.85751.14363.42736.573191.894161.000bicubic-47.543-36.103-90
232maxvit_tiny_tf_224.in1k48.81051.19062.94737.05330.922240.950bicubic-47.000-36.313+2
233deit3_small_patch16_38448.68051.32062.83337.16722.213841.000bicubic-46.920-36.607+30
234seresnext101d_32x8d48.61051.39062.96337.03793.592881.000bicubic-47.750-36.507-89
235efficientnetv2_rw_s.ra2_in1k48.60351.39763.84036.16023.943841.000bicubic-47.107-35.560+16
236regnetz_d3248.59051.41065.18734.81327.583200.950bicubic-47.270-34.243-7
237swinv2_small_window16_25648.58351.41762.76737.23349.732560.900bicubic-47.487-36.573-44
238efficientnet_b3.ra2_in1k48.56351.43764.25035.75012.233201.000bicubic-46.577-34.960+97
239ecaresnet101d48.52751.47364.10035.90044.572240.875bicubic-46.633-35.200+92
240edgenext_base48.43351.56764.31735.68318.513201.000bicubic-47.357-35.253-4
241dm_nfnet_f248.37351.62763.23336.767193.783520.920bicubic-48.087-36.377-109
242vit_small_r26_s32_224.augreg_in21k_ft_in1k48.36351.63763.79736.20336.432240.900bicubic-46.767-35.323+95
243swinv2_base_window8_25648.34051.66063.61036.39087.922560.900bicubic-47.730-35.870-52
244repvgg_b3g448.31051.69064.80035.20083.832240.875bilinear-46.180-34.220+201
245vit_large_patch32_384.orig_in21k_ft_in1k48.25051.75061.83038.170306.633841.000bicubic-46.990-37.410+72
246convit_base48.21751.78363.00037.00086.542240.875bicubic-46.883-36.140+98
247swin_s3_base_22448.14751.85362.25037.75071.132240.900bicubic-47.893-37.100-48
248sequencer2d_l48.10051.90062.35037.65054.302240.875bicubic-47.780-37.120-24
249resnetrs35048.05051.95062.65337.347163.963841.000bicubic-48.190-36.937-82
250tf_efficientnetv2_b3.in21k_ft_in1k48.03751.96364.73035.27014.363000.900bicubic-47.553-34.550+16
251gcvit_small48.03351.96762.70037.30051.092240.875bicubic-47.897-36.680-33
252regnetz_d848.01051.99064.41735.58323.373201.000bicubic-48.000-35.013-50
253twins_svt_large47.94752.05362.90737.09399.272240.900bicubic-47.773-36.583-5
254vit_relpos_base_patch16_224.sw_in1k47.92752.07362.85337.14786.432240.900bicubic-47.223-36.307+78
255mixer_b16_224_miil47.79052.21063.40036.60059.882240.875bilinear-47.090-35.870+128
256repvgg_b2g447.78752.21364.39035.61061.762240.875bilinear-46.033-34.520+273
257vit_relpos_base_patch16_clsgap_224.sw_in1k47.76752.23362.40337.59786.432240.900bicubic-47.483-36.797+59
258mvitv2_tiny47.69352.30762.81037.19024.172240.900bicubic-47.717-36.250+34
259vit_relpos_medium_patch16_cls_224.sw_in1k47.66052.34061.80038.20038.762240.900bicubic-47.640-37.290+50
260eca_nfnet_l147.65052.35062.76337.23741.413201.000bicubic-48.290-36.727-44
261seresnext101_32x8d47.64352.35761.44338.55793.572881.000bicubic-48.477-37.917-77
262resnetv2_50x3_bitm47.59352.40765.60334.397217.324481.000bilinear-48.677-33.957-101
263pit_s_distilled_22447.54352.45763.49336.50724.042240.900bicubic-47.187-35.607+138
264resnest50d_4s2x40d47.48352.51763.80736.19330.422240.875bicubic-47.227-35.163+143
265efficientnet_b3_pruned.in1k47.44752.55362.79337.2079.863000.904bicubic-47.133-36.277+167
266crossvit_18_dagger_40847.38052.62060.94339.05744.614081.000bicubic-48.750-38.527-84
267coatnet_rmlp_1_rw_22447.37052.63061.43038.57041.692240.950bicubic-48.120-37.960+11
268vit_base_patch16_224.orig_in21k_ft_in1k47.34052.66061.60738.39386.572240.900bicubic-47.870-37.553+53
269xcit_small_24_p8_22447.28752.71360.99039.01047.632241.000bicubic-48.613-38.190-48
270efficientformer_l347.23052.77063.40036.60031.412240.950bicubic-47.980-35.910+50
271tresnet_m47.23052.77061.99338.00731.392240.875bilinear-48.150-37.157+29
272tf_efficientnet_b6.aa_in1k47.21352.78763.11036.89043.045280.942bicubic-49.077-36.410-112
273ssl_resnext101_32x4d47.17752.82363.36736.63344.182240.875bilinear-47.983-35.863+57
274resnetrs27047.10752.89362.01037.990129.863521.000bicubic-48.953-37.480-79
275tf_efficientnet_b4.aa_in1k47.08352.91762.86737.13319.343800.922bicubic-48.507-36.413-11
276regnetz_d8_evos47.08052.92063.39736.60323.463200.950bicubic-49.140-36.093-106
277vit_base_patch16_rpn_224.in1k47.05752.94362.40037.60086.542240.900bicubic-47.773-36.690+113
278swinv2_small_window8_25647.02752.97362.30737.69349.732560.900bicubic-48.703-37.053-32
279xcit_small_12_p8_22446.98353.01760.53339.46726.212241.000bicubic-48.437-38.667+10
280xcit_large_24_p16_22446.95753.04360.67039.330189.102241.000bicubic-47.983-38.160+91
281xception65p46.93753.06361.08338.91739.822990.940bicubic-48.723-38.187-25
282resnet101d46.89353.10762.31737.68344.573201.000bicubic-48.857-36.963-42
283maxvit_tiny_rw_22446.88753.11360.89739.10329.062240.950bicubic-48.853-38.413-39
284pvt_v2_b2_li46.83353.16762.50737.49322.552240.900bicubic-48.367-36.773+43
285resnet15246.81753.18360.42739.57360.192240.950bicubic-48.733-38.843-16
286gluon_seresnext101_64x4d46.67753.32361.30338.69788.232240.875bicubic-47.973-37.677+134
287twins_pcpvt_large46.63753.36362.24037.76060.992240.900bicubic-49.083-37.050-40
288convnext_tiny.fb_in1k46.57353.42763.18336.81728.592881.000bicubic-48.627-35.987+37
289dm_nfnet_f146.54753.45361.40738.593132.633200.910bicubic-49.843-38.063-146
290regnetv_06446.48053.52062.25337.74730.582881.000bicubic-49.290-37.167-51
291crossvit_15_dagger_40846.46353.53760.48039.52028.504081.000bicubic-49.357-38.930-59
292xcit_medium_24_p8_22446.46353.53759.64740.35384.322241.000bicubic-49.407-39.433-65
293resnetrs20046.42353.57761.06038.94093.213201.000bicubic-49.917-38.430-143
294coatnet_1_rw_22446.40353.59760.08039.92041.722240.950bicubic-49.217-39.360-33
295swin_s3_small_22446.40053.60060.90039.10049.742240.900bicubic-49.440-38.300-65
296gcvit_tiny46.37353.62761.60338.39728.222240.875bicubic-49.307-37.737-41
297fbnetv3_g.ra2_in1k46.33753.66362.41737.58316.622880.950bilinear-48.793-36.813+41
298sequencer2d_m46.30053.70060.89739.10338.312240.875bicubic-49.290-38.433-33
299tresnet_xl46.28353.71761.94338.05778.442240.875bilinear-48.777-37.317+56
300xcit_tiny_24_p8_384_dist46.26753.73360.71339.28712.113841.000bicubic-49.973-38.727-132
301xcit_tiny_24_p8_224_dist46.26053.74060.60039.40012.112241.000bicubic-49.190-38.790-15
302deit_small_distilled_patch16_22446.16053.84062.41737.58322.442240.900bicubic-48.430-36.513+126
303regnety_16046.15353.84761.83738.16383.592881.000bicubic-49.727-37.723-80
304gernet_m46.15053.85062.70037.30021.142240.875bilinear-48.400-35.960+133
305crossvit_base_24046.13353.86760.21739.783105.032400.875bicubic-48.937-38.933+49
306swinv2_cr_small_ns_22446.11753.88360.78039.22049.702240.900bicubic-49.573-38.530-53
307resnest50d_1s4x24d46.08353.91762.37737.62325.682240.875bicubic-48.307-36.693+148
308tf_efficientnet_b0.ns_jft_in1k46.04753.95363.25336.7475.292240.875bicubic-47.693-35.677+230
309jx_nest_base46.04053.96060.10339.89767.722240.875bicubic-49.500-39.197-39
310resnet51q46.02753.97360.91039.09035.702881.000bilinear-49.173-38.350+16
311vit_small_patch16_224.augreg_in21k_ft_in1k45.99054.01061.82038.18022.052240.900bicubic-48.890-37.260+71
312regnety_08045.96054.04060.85039.15039.182881.000bicubic-49.900-38.590-84
313vit_relpos_medium_patch16_224.sw_in1k45.94754.05361.03038.97038.752240.900bicubic-49.263-38.200+9
314resnest50d45.93754.06362.62337.37727.482240.875bilinear-48.683-36.497+110
315deit3_small_patch16_22445.92754.07358.90341.09722.062240.900bicubic-48.763-40.197+98
316convnext_nano.in12k_ft_in1k45.90354.09762.68037.32015.592881.000bicubic-49.457-36.770-15
317crossvit_18_24045.90354.09760.37339.62743.272400.875bicubic-49.167-38.827+36
318regnety_03245.89354.10761.53738.46319.442881.000bicubic-49.577-37.773-37
319twins_pcpvt_base45.89354.10761.33738.66343.832240.900bicubic-49.567-38.053-35
320levit_38445.87754.12361.69338.30739.132240.900bicubic-49.333-37.527+3
321twins_svt_base45.87754.12360.96739.03356.072240.900bicubic-49.693-38.263-53
322crossvit_18_dagger_24045.85354.14759.92740.07344.272400.875bicubic-49.327-39.193+7
323convnext_tiny_hnf.a2h_in1k45.85054.15060.18339.81728.592881.000bicubic-49.420-38.977-10
324vit_relpos_medium_patch16_rpn_224.sw_in1k45.73754.26360.96339.03738.732240.900bicubic-49.333-38.327+27
325vit_srelpos_medium_patch16_224.sw_in1k45.72054.28061.06738.93338.742240.900bicubic-49.180-38.093+53
326crossvit_15_dagger_24045.70054.30060.09739.90328.212400.875bicubic-49.280-39.063+39
327regnetz_c1645.68754.31362.52037.48013.463200.940bicubic-49.713-36.790-32
328convmixer_1536_2045.66354.33761.77038.23051.632240.960bicubic-49.307-37.400+38
329gc_efficientnetv2_rw_t.agc_in1k45.65354.34760.20339.79713.682881.000bicubic-49.627-39.017-18
330flexivit_small.1200ep_in1k45.61054.39059.88340.11722.062400.950bicubic-49.590-39.507-2
331efficientnetv2_rw_t.ra2_in1k45.60754.39360.18339.81713.652881.000bicubic-49.463-38.797+19
332gluon_seresnext101_32x4d45.59054.41061.14338.85748.962240.875bicubic-48.860-37.947+115
333xcit_tiny_24_p16_384_dist45.58354.41760.51039.49012.123841.000bicubic-49.907-38.620-56
334xcit_small_24_p16_22445.54754.45358.92041.08047.672241.000bicubic-49.533-40.100+13
335xcit_medium_24_p16_22445.54054.46059.00041.00084.402241.000bicubic-49.590-39.920+5
336dm_nfnet_f045.48354.51760.98339.01771.492560.900bicubic-50.207-38.347-84
337resnext101_64x4d45.47054.53059.04740.95383.462881.000bicubic-50.070-40.243-66
338gluon_resnet152_v1d45.43054.57060.07739.92360.212240.875bicubic-49.010-39.103+112
339nfnet_l045.42054.58062.08037.92035.072881.000bicubic-49.970-37.200-42
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527repvgg_b140.59359.40757.83742.16357.422240.875bilinear-52.817-40.953+61
528halonet50ts40.58059.42055.17744.82322.732560.940bicubic-54.120-44.063-117
529tf_efficientnet_lite3.in1k40.56359.43756.47743.5238.203000.904bilinear-53.567-42.493-38
530tresnet_m_44840.53059.47056.70043.30031.394480.875bilinear-54.130-42.390-113
531mobilevitv2_17540.53059.47056.28043.72014.252560.888bicubic-53.700-42.650-53
532xcit_tiny_12_p8_22440.53059.47055.63044.3706.712241.000bicubic-53.830-43.470-71
533pit_xs_22440.49759.50356.53043.47010.622240.900bicubic-52.413-42.160+97
534dla16940.49359.50757.26342.73753.392240.875bilinear-53.307-41.647-1
535repvgg_b240.46759.53357.78042.22089.022240.875bilinear-53.123-41.060+24
536resnetaa5040.46759.53356.00743.99325.562881.000bicubic-54.403-43.113-151
537vit_base_patch16_384.augreg_in1k40.46059.54053.24046.76086.863841.000bicubic-53.980-45.780-88
538regnetx_32040.44359.55755.66044.340107.812240.875bicubic-53.767-43.290-58
539coat_mini40.42059.58055.16744.83310.342240.900bicubic-54.350-43.913-141
540skresnet3440.39759.60356.73743.26322.282240.875bicubic-52.173-41.683+120
541efficientnet_el_pruned.in1k40.39059.61056.90343.09710.593000.904bicubic-53.700-42.077-47
542resnet5040.38759.61354.67345.32725.562240.950bicubic-53.533-43.797-26
543efficientnet_b2_pruned.in1k40.38359.61756.53743.4638.312600.890bicubic-53.417-42.303-11
544wide_resnet101_240.36059.64055.78044.220126.892240.875bilinear-53.370-43.030-6
545coat_lite_mini40.36059.64055.71744.28311.012240.900bicubic-53.090-42.933+34
546legacy_seresnext101_32x4d40.36059.64054.81745.18348.962240.875bilinear-53.770-43.973-55
547sebotnet33ts_25640.34059.66053.18046.82013.702560.940bicubic-53.990-45.400-80
548tf_efficientnet_b0.ap_in1k40.33759.66356.78743.2135.292240.875bicubic-52.273-41.583+109
549regnetx_16040.27059.73056.05043.95054.282240.875bicubic-53.610-42.750-30
550densenet20140.26759.73356.71043.29020.012240.875bicubic-52.423-41.940+99
551resnext50d_32x4d40.17059.83055.48744.51325.052240.875bicubic-53.640-43.253-20
552eca_resnet33ts40.13759.86357.00342.99719.682560.900bicubic-53.723-41.867-30
553mobilevitv2_20040.13059.87055.51044.49018.452560.888bicubic-54.380-43.450-110
554darknetaa5340.11759.88355.78344.21736.022881.000bilinear-54.093-43.247-72
555vit_base_patch16_224.sam40.09759.90355.43044.57086.572240.900bicubic-53.793-43.520-37
556hrnet_w4840.09359.90756.64043.36077.472240.875bilinear-53.937-42.360-55
557legacy_seresnet15240.04359.95755.82044.18066.822240.875bilinear-53.397-42.990+24
558hrnet_w3040.03059.97057.09342.90737.712240.875bilinear-53.340-41.737+34
559regnetx_08040.00060.00055.97744.02339.572240.875bicubic-53.790-42.933-25
560regnetz_b1640.00060.00055.62744.3739.722880.940bicubic-54.680-43.533-145
561tf_efficientnet_b1.aa_in1k39.97760.02356.13743.8637.792400.882bicubic-53.733-42.663-17
562gluon_resnet101_v1c39.95360.04755.30044.70044.572240.875bicubic-53.737-43.460-16
563convnext_pico_ols.d1_in1k39.87060.13055.62044.3809.062881.000bicubic-54.160-43.120-60
564resmlp_12_distilled_22439.84360.15757.44042.56015.352240.875bicubic-53.027-41.190+73
565seresnet33ts39.82760.17356.52743.47319.782560.900bicubic-54.443-42.423-92
566tf_efficientnetv2_b0.in1k39.78760.21356.28343.7177.142240.875bicubic-53.273-42.417+50
567lambda_resnet50ts39.73360.26754.33745.66321.542560.950bicubic-54.817-44.803-128
568darknet5339.72360.27755.29344.70741.612881.000bicubic-54.647-43.757-110
569res2net101_26w_4s39.71760.28354.55045.45045.212240.875bilinear-53.803-44.050+1
570regnetx_12039.68760.31355.63344.36746.112240.875bicubic-54.583-43.557-100
571hrnet_w4439.67760.32355.33344.66767.062240.875bilinear-53.943-43.367-15
572vit_small_patch32_224.augreg_in21k_ft_in1k39.67060.33055.25344.74722.882240.900bicubic-52.480-43.257+113
573densenet16139.62060.38056.13343.86728.682240.875bicubic-53.280-42.677+60
574resmlp_big_24_22439.62060.38054.81745.183129.142240.875bicubic-54.640-44.003-100
575mixnet_xl.ra_in1k39.61760.38355.88744.11311.902240.875bicubic-54.613-43.073-97
576vit_small_patch16_384.augreg_in1k39.61760.38354.25345.74722.203841.000bicubic-55.003-44.727-154
577xception4139.61060.39055.03744.96326.972990.903bicubic-53.870-43.713-1
578res2net50_26w_8s39.60360.39754.55045.45048.402240.875bilinear-53.847-44.230+1
579tf_efficientnetv2_b1.in1k39.57060.43055.34344.6578.142400.882bicubic-54.140-43.457-38
580dla102x39.55360.44756.32343.67726.312240.875bilinear-53.977-42.527-12
581xcit_tiny_12_p16_22439.55360.44755.02744.9736.722241.000bicubic-52.907-43.463+86
582gcresnet33ts39.55060.45055.83044.17019.882560.900bicubic-54.270-43.100-52
583sehalonet33ts39.55060.45054.02045.98013.692560.940bicubic-54.970-44.740-141
584convnext_pico.d1_in1k39.50360.49755.32344.6779.052880.950bicubic-54.527-43.617-82
585rexnet_13039.48760.51356.64043.3607.562240.875bicubic-54.183-42.070-37
586hrnet_w3239.46360.53756.12343.87741.232240.875bilinear-53.487-42.447+42
587resnetv2_50x1_bitm39.44060.56057.84742.15325.554481.000bilinear-55.290-41.343-185
588levit_12839.43360.56755.35044.6509.212240.900bicubic-53.617-43.340+29
589densenetblur121d39.38060.62056.64043.3608.002240.875bicubic-53.020-41.830+85
590regnety_12039.34760.65355.27744.72351.822240.875bicubic-54.663-43.743-84
591mobilevitv2_15039.33360.66755.21044.79010.592560.888bicubic-54.717-43.690-91
592tv_resnet10139.30760.69355.80344.19744.552240.875bilinear-53.573-42.857+44
593tf_efficientnet_el.in1k39.30360.69755.38744.61310.593000.904bicubic-55.057-43.653-133
594tf_inception_v339.23760.76354.30345.69723.832990.875bicubic-53.963-44.177+11
595gluon_resnet50_v1s39.23360.76755.01044.99025.682240.875bicubic-54.357-44.060-35
596tf_efficientnetv2_b2.in1k39.18060.82054.57045.43010.102600.890bicubic-54.890-44.350-99
597densenet16939.16760.83355.84344.15714.152240.875bicubic-53.133-42.747+81
598legacy_seresnet10139.03760.96355.00344.99749.332240.875bilinear-54.223-43.7370
599efficientnet_b1_pruned.in1k39.01060.99055.64744.3536.332400.882bicubic-53.970-42.973+28
600repvgg_b1g438.99061.01056.35043.65039.972240.875bilinear-54.040-42.360+19
601crossvit_9_dagger_24038.97761.02354.85045.1508.782400.875bicubic-53.783-43.810+47
602inception_v338.96361.03753.85046.15023.832990.875bicubic-53.937-44.870+33
603dpn6838.93361.06754.93345.06712.612240.875bicubic-53.307-43.677+78
604resnet33ts38.92061.08055.58044.42019.682560.900bicubic-54.710-43.220-49
605legacy_seresnext50_32x4d38.87761.12354.59345.40727.562240.875bilinear-54.553-44.207-20
606dla10238.83361.16755.32344.67733.272240.875bilinear-54.427-43.457-9
607densenet12138.78361.21756.27343.7277.982240.875bicubic-53.157-42.127+87
608resnet32ts38.77061.23055.81344.18717.962560.900bicubic-54.800-42.937-45
609res2net50_14w_8s38.71061.29054.07745.92325.062240.875bilinear-54.320-44.623+12
610regnetx_04038.70361.29755.34044.66022.122240.875bicubic-54.977-43.600-63
611res2net50_26w_6s38.68761.31353.74346.25737.052240.875bilinear-54.903-45.007-50
612regnetx_03238.68061.32055.15744.84315.302240.875bicubic-54.570-43.693-11
613selecsls6038.62361.37755.63044.37030.672240.875bicubic-54.387-42.860+9
614dla60x38.61761.38355.38344.61717.352240.875bilinear-54.573-43.327-8
615tf_efficientnet_b0.aa_in1k38.60061.40055.95744.0435.292240.875bicubic-53.800-42.453+58
616dla60_res2net38.59061.41054.56045.44020.852240.875bilinear-54.790-44.300-25
617selecsls60b38.57361.42755.30744.69332.772240.875bicubic-54.927-43.473-45
618repvgg_a238.56361.43755.77044.23028.212240.875bilinear-54.117-42.750+33
619hardcorenas_f38.50061.50055.65744.3438.202240.875bilinear-54.480-42.873+7
620dla60_res2next38.45061.55054.95045.05017.032240.875bilinear-55.120-43.850-58
621resmlp_12_22438.44361.55756.32743.67315.352240.875bicubic-53.677-42.243+66
622regnetx_06438.43061.57054.99045.01026.212240.875bicubic-55.200-44.060-69
623tf_efficientnet_cc_b0_4e.in1k38.41361.58755.15044.85013.312240.875bicubic-54.427-43.290+18
624gluon_resnet50_v1b38.40761.59354.83345.16725.562240.875bicubic-54.153-43.717+38
625hrnet_w1838.27761.72355.64344.35721.302240.875bilinear-54.483-42.967+21
626tinynet_a.in1k38.22061.78055.17744.8236.191920.875bicubic-54.580-43.383+18
627poolformer_s1238.17361.82756.18743.81311.922240.900bicubic-54.297-42.163+39
628mixnet_l.ft_in1k38.16061.84054.75745.2437.332240.875bicubic-55.100-43.943-29
629hardcorenas_e38.13761.86355.17344.8278.072240.875bilinear-54.813-43.6670
630efficientnet_b1.ft_in1k38.08761.91354.01045.9907.792561.000bicubic-54.943-44.810-10
631coat_lite_tiny38.07061.93053.45346.5475.722240.900bicubic-54.780-45.187+8
632gmixer_24_22438.05061.95052.08347.91724.722240.875bicubic-54.630-46.497+20
633vit_base_patch16_224.augreg_in1k38.03761.96350.68749.31386.572240.900bicubic-55.313-48.053-38
634resnetrs5037.95762.04353.31046.69035.692240.910bicubic-56.063-45.540-129
635hardcorenas_c37.88362.11755.71744.2835.522240.875bilinear-54.447-42.623+41
636mobilevitv2_12537.87762.12354.06045.9407.482560.888bicubic-55.583-44.800-59
637gluon_resnet50_v1c37.84362.15754.12345.87725.582240.875bicubic-55.067-44.587-6
638res2net50_26w_4s37.82762.17353.07346.92725.702240.875bilinear-55.353-45.597-31
639efficientnet_es.ra_in1k37.77062.23054.96745.0335.442240.875bicubic-55.140-43.813-7
640resnest14d37.76762.23356.47043.53010.612240.875bilinear-53.363-41.860+84
641tv_resnext50_32x4d37.75062.25054.11345.88725.032240.875bilinear-55.150-44.217-7
642convnext_femto.d1_in1k37.74062.26054.12345.8775.222880.950bicubic-55.700-44.727-60
643resnet26t37.70762.29355.25744.74316.012560.940bicubic-54.973-43.023+7
644ecaresnet26t37.65062.35054.35045.65016.013200.950bicubic-56.290-44.570-130
645vit_base_patch32_224.augreg_in1k37.55762.44351.81348.18788.222240.900bicubic-53.033-45.907+92
646hardcorenas_d37.55062.45054.72345.2777.502240.875bilinear-55.050-43.707+12
647res2next5037.47762.52352.85347.14724.672240.875bilinear-55.673-45.807-35
648resnet3437.44362.55754.29745.70321.802240.875bilinear-53.757-43.753+70
649pit_ti_distilled_22437.33762.66355.13744.8635.102240.900bicubic-53.563-43.083+83
650lambda_resnet26t37.30062.70053.57046.43010.962560.940bicubic-56.100-45.170-61
651convnext_femto_ols.d1_in1k37.26062.74053.05346.9475.232880.950bicubic-56.130-45.857-61
652hardcorenas_b37.24362.75755.07344.9275.182240.875bilinear-54.697-43.207+41
653mobilenetv3_large_100.miil_in21k_ft_in1k37.21062.79053.51346.4875.482240.875bilinear-55.040-44.737+27
654eca_halonext26ts37.18762.81353.11346.88710.762560.940bicubic-56.363-45.467-89
655cs3darknet_focus_m37.14062.86053.91046.0909.302880.950bicubic-55.970-44.830-41
656res2net50_48w_2s37.11762.88353.33346.66725.292240.875bilinear-55.673-45.137-11
657lambda_resnet26rpt_25637.09362.90753.86046.14010.992560.940bicubic-56.337-45.020-73
658vit_small_patch16_224.augreg_in1k37.09362.90751.53348.46722.052240.900bicubic-56.337-47.247-72
659dla6037.07362.92754.20045.80022.042240.875bilinear-55.597-44.450-5
660rexnet_10037.06362.93754.02045.9804.802240.875bicubic-55.787-44.600-21
661bat_resnext26ts37.06362.93753.74346.25710.732560.900bicubic-56.037-44.977-45
662regnety_01637.01762.98354.09345.90711.202240.875bicubic-55.983-44.587-38
663tf_mixnet_l.in1k36.98763.01352.58347.4177.332240.875bicubic-56.053-45.957-45
664botnet26t_25636.97063.03053.08346.91712.492560.950bicubic-56.480-45.617-84
665legacy_seresnet5036.87363.12753.48746.51328.092240.875bilinear-55.797-45.143-12
666halonet26t36.85063.15052.29047.71012.482560.950bicubic-56.760-46.350-108
667tv_densenet12136.81063.19054.03345.9677.982240.875bicubic-54.590-44.217+45
668tf_efficientnet_lite2.in1k36.80763.19353.32046.6806.092600.890bicubic-55.783-45.230-9
669mobilenetv2_120d.ra_in1k36.78063.22054.04745.9535.832240.875bicubic-55.830-44.463-13
670tf_efficientnet_lite1.in1k36.73763.26353.59046.4105.422400.882bicubic-55.573-44.900+7
671regnetx_01636.68363.31753.29746.7039.192240.875bicubic-55.857-45.253-8
672eca_botnext26ts_25636.67063.33052.46747.53310.592560.950bicubic-56.690-46.233-79
673hardcorenas_a36.64063.36054.91045.0905.262240.875bilinear-54.980-43.260+30
674levit_128s36.62063.38053.11746.8837.782240.900bicubic-54.880-45.283+33
675efficientnet_b0.ra_in1k36.60063.40053.49746.5035.292240.875bicubic-55.880-45.183-11
676vit_base_patch32_224.sam36.55063.45053.04046.96088.222240.900bicubic-53.310-44.560+74
677xcit_nano_12_p8_224_dist36.53063.47052.88047.1203.052241.000bicubic-55.900-45.650-6
678cs3darknet_m36.46763.53353.21746.7839.312880.950bicubic-56.813-45.503-82
679mobilevitv2_10036.38763.61353.07046.9304.902560.888bicubic-56.753-45.690-66
680tf_efficientnet_em.in1k36.38063.62052.84047.1606.902400.882bicubic-56.790-45.830-72
681skresnet1836.32063.68054.19745.80311.962240.875bicubic-53.840-43.583+65
682repvgg_b036.28763.71354.05745.94315.822240.875bilinear-55.393-44.393+18
683tv_resnet5036.17763.82352.80347.19725.562240.875bilinear-55.963-45.617+3
684xcit_nano_12_p16_384_dist36.15363.84753.25046.7503.053841.000bicubic-55.957-45.270+4
685legacy_seresnet3436.14363.85752.55347.44721.962240.875bilinear-55.337-45.767+24
686coat_tiny36.12363.87751.06348.9375.502240.900bicubic-57.387-47.627-115
687tv_resnet3436.08763.91353.53346.46721.802240.875bilinear-54.203-44.447+57
688deit_tiny_distilled_patch16_22436.02363.97754.24045.7605.912240.900bicubic-55.077-44.030+39
689mobilenetv2_140.ra_in1k36.00064.00053.94346.0576.112240.875bicubic-56.030-44.307+1
690tf_efficientnet_lite0.in1k35.93064.07053.48046.5204.652240.875bicubic-55.370-44.610+24
691seresnext26ts35.83364.16753.91346.08710.392560.900bicubic-56.997-44.687-49
692selecsls42b35.81364.18752.48747.51332.462240.875bicubic-56.667-45.953-27
693convnext_atto.d2_in1k35.78764.21352.32047.6803.702880.950bicubic-56.973-46.190-46
694xcit_nano_12_p8_384_dist35.77064.23052.29047.7103.053841.000bicubic-57.480-46.440-94
695gluon_resnet34_v1b35.76064.24052.18747.81321.802240.875bicubic-55.340-45.993+33
696dla3435.64364.35752.78347.21715.742240.875bilinear-55.597-45.397+21
697mixnet_m.ft_in1k35.64064.36052.43047.5705.012240.875bicubic-56.630-45.920-18
698efficientnet_lite0.ra_in1k35.62064.38053.65746.3434.652240.875bicubic-55.640-44.593+18
699ssl_resnet1835.59764.40353.74046.26011.692240.875bilinear-55.103-44.280+36
700mobilenetv3_rw.rmsp_in1k35.54764.45353.71346.2875.482240.875bicubic-56.003-44.557+6
701efficientnet_es_pruned.in1k35.39064.61052.85047.1505.442240.875bicubic-56.310-45.570-2
702convnext_atto_ols.a2_in1k35.38764.61351.39048.6103.702880.950bicubic-57.593-47.290-77
703mobilenetv2_110d.ra_in1k35.29364.70752.83047.1704.522240.875bicubic-56.057-45.360+10
704tf_mixnet_m.in1k35.18064.82050.98749.0135.012240.875bicubic-57.020-47.433-20
705hrnet_w18_small_v235.17364.82752.44047.56015.602240.875bilinear-55.997-45.900+17
706resnet18d35.12764.87352.89047.11011.712240.875bicubic-54.863-44.940+42
707xcit_nano_12_p16_224_dist35.12364.87752.55747.4433.052241.000bicubic-55.027-45.203+40
708eca_resnext26ts35.05064.95052.30347.69710.302560.900bicubic-57.370-46.317-36
709convit_tiny35.04764.95351.78748.2135.712240.875bicubic-55.483-46.423+31
710resnext26ts35.04064.96053.42346.57710.302560.900bicubic-57.170-44.827-27
711gcresnext26ts34.93365.06751.67748.32310.482560.900bicubic-57.527-46.953-43
712tinynet_b.in1k34.87365.12752.01747.9833.731880.875bicubic-56.247-46.223+14
713ese_vovnet19b_dw34.84065.16052.03047.9706.542240.875bicubic-57.170-46.480-22
714regnety_00834.80765.19351.74348.2576.262240.875bicubic-57.093-46.677-18
715pit_ti_22434.67065.33052.17047.8304.852240.900bicubic-55.750-45.840+27
716mobilenetv3_large_100.ra_in1k34.60365.39752.86047.1405.482240.875bicubic-56.877-45.340-8
717crossvit_9_24034.59065.41051.78348.2178.552400.875bicubic-56.460-46.527+13
718seresnext26d_32x4d34.54365.45751.54348.45716.812240.875bicubic-57.897-46.957-49
719seresnext26t_32x4d34.54065.46051.37748.62316.812240.875bicubic-58.280-47.183-76
720mixer_b16_22434.42765.57348.08751.91359.882240.875bicubic-56.713-49.313+3
721pvt_v2_b034.39365.60753.09346.9073.672240.900bicubic-54.587-44.597+42
722resnet26d34.27365.72751.68748.31316.012240.875bicubic-57.957-46.763-40
723tf_efficientnet_es.in1k34.26365.73751.35048.6505.442240.875bicubic-57.837-47.090-34
724fbnetc_100.rmsp_in1k34.25365.74751.18048.8205.572240.875bilinear-57.017-46.650-9
725regnety_00634.15065.85051.27748.7236.062240.875bicubic-57.420-46.903-21
726tf_mobilenetv3_large_100.in1k33.94766.05351.49048.5105.482240.875bilinear-57.473-46.770-15
727semnasnet_075.rmsp_in1k33.79066.21052.42747.5732.912240.875bicubic-56.410-45.543+18
728regnetx_00833.77066.23050.54749.4537.262240.875bicubic-57.410-47.833-7
729mnasnet_100.rmsp_in1k33.76366.23751.17048.8304.382240.875bicubic-57.437-47.070-10
730lcnet_100.ra2_in1k33.75066.25052.10347.8972.952240.875bicubic-55.210-45.287+35
731vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k33.65066.35050.68349.3176.363841.000bicubic-58.080-47.747-33
732mobilevit_s33.63766.36349.27750.7235.582560.900bicubic-59.523-49.493-123
733xcit_nano_12_p8_22433.58366.41750.22049.7803.052241.000bicubic-57.537-47.850-8
734vit_tiny_patch16_384.augreg_in21k_ft_in1k33.55066.45051.07748.9235.793841.000bicubic-59.870-47.753-147
735semnasnet_100.rmsp_in1k33.52066.48050.78749.2133.892240.875bicubic-58.140-47.483-33
736resnet2633.50066.50050.92749.07316.002240.875bicubic-57.940-47.353-26
737mixnet_s.ft_in1k33.48066.52050.99749.0034.132240.875bicubic-58.300-47.303-40
738spnasnet_100.rmsp_in1k33.47766.52351.26748.7334.422240.875bilinear-57.133-46.683-2
739mobilevitv2_07533.36066.64050.10049.9002.872560.888bicubic-58.620-48.200-47
740crossvit_tiny_24033.35766.64349.90050.1007.012400.875bicubic-57.183-48.090-1
741vgg19_bn33.23066.77050.80349.197143.682240.875bilinear-57.760-47.307-10
742ghostnet_10033.20766.79351.16348.8375.182240.875bilinear-57.233-46.667-1
743regnetx_00633.15766.84350.25049.7506.202240.875bicubic-57.603-47.850-9
744edgenext_x_small33.11366.88748.97751.0232.342881.000bicubic-58.457-49.453-39
745resnet1833.06766.93351.17048.83011.692240.875bilinear-55.083-45.950+25
746xcit_nano_12_p16_22432.96367.03749.98750.0133.052241.000bicubic-55.997-47.373+18
747legacy_seresnext26_32x4d32.75767.24349.23750.76316.792240.875bicubic-59.813-49.283-86
748hrnet_w18_small32.66767.33350.58749.41313.192240.875bilinear-57.213-47.3130
749deit_tiny_patch16_22432.66767.33350.27349.7275.722240.900bicubic-56.953-47.687+6
750legacy_seresnet1832.60067.40050.34049.66011.782240.875bicubic-56.670-47.340+8
751mobilenetv2_100.ra_in1k32.52367.47750.80049.2003.502240.875bicubic-57.307-47.0300
752regnetx_00432.51767.48349.34350.6575.162240.875bicubic-56.943-48.427+3
753gluon_resnet18_v1b32.40767.59349.72750.27311.692240.875bicubic-56.253-47.373+13
754regnety_00432.33367.66749.45350.5474.342240.875bicubic-58.447-48.627-21
755tf_mixnet_s.in1k32.18367.81748.49351.5074.132240.875bicubic-59.497-49.747-54
756vit_tiny_patch16_224.augreg_in21k_ft_in1k32.02367.97749.01750.9835.722240.900bicubic-59.907-49.323-61
757tf_mobilenetv3_large_075.in1k31.86768.13349.11050.8903.992240.875bilinear-58.453-48.760-14
758tf_mobilenetv3_large_minimal_100.in1k31.59768.40349.33750.6633.922240.875bilinear-57.583-47.983+2
759vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k30.80769.19347.65752.3436.342240.900bicubic-58.533-50.043-2
760tinynet_c.in1k30.50769.49348.48751.5132.461840.875bicubic-57.913-48.783+7
761lcnet_075.ra2_in1k30.36769.63348.76051.2402.362240.875bicubic-56.573-47.770+16
762vgg16_bn30.35769.64347.26052.740138.372240.875bilinear-60.183-50.680-24
763edgenext_xx_small29.73070.27046.49353.5071.332881.000bicubic-60.050-51.027-11
764regnety_00229.68770.31346.78753.2133.162240.875bicubic-58.513-50.643+5
765resnet10t29.61370.38747.84352.1575.442240.950bilinear-57.077-48.827+13
766mobilevit_xs29.59070.41046.00353.9972.322560.900bicubic-61.600-52.217-46
767mobilenetv3_small_100.lamb_in1k29.04770.95347.18352.8172.542240.875bicubic-57.123-49.287+12
768mnasnet_small.lamb_in1k28.95071.05047.27052.7302.032240.875bicubic-56.560-48.710+13
769vgg13_bn28.88371.11746.73753.263133.052240.875bilinear-60.317-50.793-10
770regnetx_00228.86071.14045.42054.5802.682240.875bicubic-58.520-51.570+3
771mobilenetv2_050.lamb_in1k28.67771.32346.60053.4001.972240.875bicubic-56.313-49.020+13
772vgg1928.58071.42045.17054.830143.672240.875bilinear-61.100-52.380-19
773mobilevitv2_05028.56371.43745.19754.8031.372560.888bicubic-60.467-52.393-11
774dla60x_c28.44771.55346.19353.8071.322240.875bilinear-58.663-50.947+1
775vgg11_bn28.42371.57746.45353.547132.872240.875bilinear-59.967-50.817-7
776resnet14t28.08771.91345.30354.69710.082240.950bilinear-61.023-52.067-15
777tinynet_d.in1k27.96072.04045.85354.1472.341520.875bicubic-57.470-50.157+6
778vgg1627.87772.12344.67355.327138.362240.875bilinear-61.483-52.847-22
779tf_mobilenetv3_small_100.in1k27.29772.70344.42055.5802.542240.875bilinear-58.663-51.980+1
780mixer_l16_22426.85373.14737.92362.077208.202240.875bicubic-60.117-56.137-4
781vgg1126.53373.46743.46056.540132.862240.875bilinear-60.807-53.650-7
782mobilenetv3_small_075.lamb_in1k26.53073.47043.88756.1132.042240.875bicubic-57.590-51.613+5
783mobilevit_xxs26.34073.66043.03356.9671.272560.900bicubic-61.610-54.147-12
784vgg1326.26773.73343.37056.630133.052240.875bilinear-61.303-53.750-12
785lcnet_050.ra2_in1k26.21773.78344.57755.4231.882240.875bicubic-56.783-50.433+2
786dla46x_c26.21773.78343.78056.2201.072240.875bilinear-59.263-52.660-3
787tf_mobilenetv3_small_075.in1k26.20073.80043.63756.3632.042240.875bilinear-58.330-52.253-1
788dla46_c25.49074.51043.80056.2001.302240.875bilinear-59.170-52.400-3
789tf_mobilenetv3_small_minimal_100.in1k25.08774.91342.93057.0702.042240.875bilinear-57.583-52.0700
790tinynet_e.in1k23.36376.63741.08058.9202.041060.875bicubic-56.447-52.9000
791mobilenetv3_small_050.lamb_in1k21.74078.26038.76061.2401.592240.875bicubic-56.360-54.2500