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

72 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
2eva_giant_patch14_560.m30m_ft_in22k_in1k87.53312.46796.8933.1071,014.455601.000bicubic-11.287-2.9270
3eva_giant_patch14_336.clip_ft_in1k85.28014.72095.7334.2671,013.013361.000bicubic-13.540-4.1670
4eva_giant_patch14_336.m30m_ft_in22k_in1k85.16014.84096.3603.6401,013.013361.000bicubic-13.650-3.5400
5tf_efficientnet_l2.ns_jft_in1k84.76015.24096.1473.853480.318000.960bicubic-13.790-3.673+6
6eva_large_patch14_336.in22k_ft_in22k_in1k83.85316.14795.3474.653304.533361.000bicubic-14.887-4.463-1
7maxvit_xlarge_tf_512.in21k_ft_in1k83.40016.60095.5334.467475.775121.000bicubic-15.220-4.257+1
8tf_efficientnet_l2.ns_jft_in1k_47583.37316.62795.4534.547480.314750.936bicubic-15.127-4.327+7
9eva_large_patch14_336.in22k_ft_in1k82.74717.25395.5204.480304.533361.000bicubic-15.963-4.350-3
10maxvit_large_tf_512.in21k_ft_in1k81.74718.25395.0404.960212.335121.000bicubic-16.873-4.760-1
11beit_large_patch16_512.in22k_ft_in22k_in1k81.61318.38794.8805.120305.675121.000bicubic-16.947-4.960-1
12maxvit_base_tf_512.in21k_ft_in1k81.33318.66794.4675.533119.885121.000bicubic-17.297-5.333-5
13maxvit_xlarge_tf_384.in21k_ft_in1k81.06718.93394.6405.360475.323841.000bicubic-17.433-5.190+3
14eva_giant_patch14_224.clip_ft_in1k80.81319.18794.3205.6801,012.562241.000bicubic-17.667-5.500+4
15deit3_large_patch16_384_in21ft1k79.21320.78793.6276.373304.763841.000bicubic-19.247-6.133+4
16beit_large_patch16_384.in22k_ft_in22k_in1k79.12020.88094.2805.720305.003841.000bicubic-19.400-5.540-3
17maxvit_large_tf_384.in21k_ft_in1k78.02721.97393.2806.720212.033841.000bicubic-20.463-6.4700
18vit_large_patch14_clip_336.openai_ft_in12k_in1k77.29322.70793.6136.387304.533361.000bicubic-20.967-6.157+8
19maxvit_base_tf_384.in21k_ft_in1k76.81323.18792.5877.413119.653841.000bicubic-21.707-7.163-5
20beitv2_large_patch16_224.in1k_ft_in22k_in1k76.73323.26793.1606.840304.432240.950bicubic-21.807-6.600-8
21eva_large_patch14_196.in22k_ft_in22k_in1k75.54724.45391.7478.253304.141961.000bicubic-22.883-8.0630
22vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k74.22725.77392.2677.733632.463361.000bicubic-24.203-7.503-2
23swinv2_large_window12to24_192to384_22kft1k73.86726.13391.7478.253196.743841.000bicubic-24.283-7.943+13
24eva_large_patch14_196.in22k_ft_in1k73.18726.81391.4408.560304.141961.000bicubic-25.163-8.380-1
25vit_large_patch14_clip_224.openai_ft_in12k_in1k72.33327.66790.8279.173304.202241.000bicubic-25.887-8.893+4
26vit_large_patch14_clip_336.laion2b_ft_in12k_in1k71.85328.14790.2139.787304.533361.000bicubic-26.477-9.547-2
27vit_large_patch14_clip_224.openai_ft_in1k71.76028.24091.4808.520304.202241.000bicubic-26.400-8.180+8
28deit3_base_patch16_384_in21ft1k71.29328.70789.96010.04086.883841.000bicubic-26.547-9.720+24
29swinv2_base_window12to24_192to384_22kft1k71.26728.73391.2938.70787.923841.000bicubic-26.873-8.487+8
30vit_large_patch16_384.augreg_in21k_ft_in1k71.22728.77389.84010.160304.723841.000bicubic-26.993-9.890-2
31vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k70.73329.26790.3879.613632.052241.000bicubic-27.537-9.373-6
32deit3_huge_patch14_224_in21ft1k70.24029.76090.7209.280632.132241.000bicubic-27.930-9.040+2
33volo_d5_51269.65330.34790.4279.573296.095121.150bicubic-28.117-9.243+25
34swin_large_patch4_window12_38469.62730.37389.56010.440196.743841.000bicubic-28.413-10.130+8
35convnext_xlarge.fb_in22k_ft_in1k_38469.32030.68089.29310.707350.203841.000bicubic-29.100-10.517-13
36deit3_large_patch16_224_in21ft1k68.69331.30790.00010.000304.372241.000bicubic-29.477-9.730-3
37beit_large_patch16_224.in22k_ft_in22k_in1k68.50731.49389.56010.440304.432240.900bicubic-29.673-10.200-5
38volo_d5_44868.10731.89389.70710.293295.914481.150bicubic-29.653-9.913+21
39maxvit_base_tf_512.in1k67.92032.08088.50711.493119.885121.000bicubic-29.820-11.103+22
40maxvit_large_tf_512.in1k67.86732.13387.64012.360212.335121.000bicubic-29.963-11.920+14
41tf_efficientnetv2_xl.in21k_ft_in1k67.78732.21387.37312.627208.125121.000bicubic-30.123-12.197+5
42swinv2_large_window12to16_192to256_22kft1k67.29332.70788.02711.973196.742560.900bicubic-30.567-11.643+9
43vit_large_patch14_clip_336.laion2b_ft_in1k67.04032.96089.45310.547304.533361.000bicubic-31.180-10.347-14
44tf_efficientnet_b7.ns_jft_in1k67.04032.96088.66711.33366.356000.949bicubic-30.870-11.053+2
45vit_large_patch14_clip_224.laion2b_ft_in12k_in1k67.02732.97387.98712.013304.202241.000bicubic-31.053-11.773-5
46convnext_xlarge.fb_in22k_ft_in1k66.94733.05388.94711.053350.202881.000bicubic-31.173-10.803-8
47volo_d4_44866.64033.36088.98711.013193.414481.150bicubic-31.030-10.623+18
48beit_base_patch16_384.in22k_ft_in22k_in1k65.88034.12088.50711.49386.743841.000bicubic-31.940-11.193+7
49vit_huge_patch14_clip_224.laion2b_ft_in1k65.56034.44087.70712.293632.052241.000bicubic-32.460-12.013-6
50convnext_large.fb_in22k_ft_in1k_38465.54734.45387.46712.533197.773841.000bicubic-32.683-12.283-23
51volo_d3_44865.44034.56087.57312.42786.634481.000bicubic-32.110-11.977+28
52convnext_large.fb_in22k_ft_in1k65.02734.97387.93312.067197.772881.000bicubic-33.093-11.847-13
53tf_efficientnetv2_l.in21k_ft_in1k64.97335.02787.81312.187118.524801.000bicubic-32.827-11.957+4
54swin_base_patch4_window12_38464.48035.52087.49312.50787.903841.000bicubic-33.410-12.217-6
55vit_base_patch16_384.augreg_in21k_ft_in1k63.69336.30786.70713.29386.863841.000bicubic-34.147-12.963-2
56maxvit_large_tf_384.in1k63.46736.53385.10714.893212.033841.000bicubic-34.103-14.453+21
57swinv2_base_window12to16_192to256_22kft1k63.22736.77387.49312.50787.922560.900bicubic-34.423-12.087+9
58maxvit_small_tf_512.in1k62.86737.13386.29313.70769.135121.000bicubic-34.883-13.257+2
59maxvit_base_tf_384.in1k62.60037.40085.20014.800119.653841.000bicubic-34.970-14.390+16
60cait_m48_44862.37337.62786.45313.547356.464481.000bicubic-35.107-13.147+27
61convnext_base.fb_in22k_ft_in1k_38462.34737.65386.21313.78788.593841.000bicubic-35.723-13.437-20
62tf_efficientnet_b6.ns_jft_in1k62.26737.73385.17314.82743.045280.942bicubic-35.363-14.407+7
63vit_base_patch8_224.augreg2_in21k_ft_in1k62.09337.90785.86714.13386.582240.900bicubic-35.617-13.7830
64beitv2_base_patch16_224.in1k_ft_in22k_in1k61.69338.30785.50714.49386.532240.900bicubic-35.997-14.1730
65vit_large_r50_s32_384.augreg_in21k_ft_in1k61.50738.49383.96016.040329.093841.000bicubic-36.353-15.690-15
66ig_resnext101_32x48d61.01338.98783.34716.653828.412240.875bilinear-36.607-16.353+4
67convnext_base.fb_in22k_ft_in1k60.96039.04086.13313.86788.592881.000bicubic-36.900-13.547-18
68swin_large_patch4_window7_22460.89339.10785.84014.160196.532240.900bicubic-36.757-13.880-1
69resnetv2_152x4_bitm60.78739.21383.57316.427936.534801.000bilinear-36.703-16.037+16
70deit3_large_patch16_38460.50739.49385.69314.307304.763841.000bicubic-36.913-13.927+21
71tf_efficientnet_b5.ns_jft_in1k60.32039.68084.49315.50730.394560.934bicubic-37.180-15.137+13
72vit_base_patch16_clip_384.openai_ft_in12k_in1k60.25339.74784.61315.38786.863840.950bicubic-37.947-15.047-41
73vit_large_patch14_clip_224.laion2b_ft_in1k59.89340.10785.73314.267304.202241.000bicubic-38.007-13.917-26
74xcit_large_24_p8_384_dist59.89340.10785.49314.507188.933841.000bicubic-37.627-14.007+7
75tf_efficientnetv2_m.in21k_ft_in1k59.38740.61384.57315.42754.144801.000bicubic-38.433-15.027-19
76vit_base_patch16_clip_384.laion2b_ft_in12k_in1k59.16040.84083.26716.73386.863841.000bicubic-38.850-16.393-33
77dm_nfnet_f659.16040.84082.33317.667438.365760.956bicubic-38.440-17.217-4
78vit_base_patch8_224.augreg_in21k_ft_in1k58.93341.06782.73317.26786.582240.900bicubic-38.647-16.777-5
79maxvit_tiny_tf_512.in1k58.84041.16084.54715.45331.055121.000bicubic-38.730-14.983-3
80volo_d2_38458.61341.38784.26715.73358.873841.000bicubic-38.707-15.213+22
81dm_nfnet_f558.57341.42782.77317.227377.215440.954bicubic-38.967-16.797-1
82dm_nfnet_f458.12041.88081.98718.013316.075120.951bicubic-39.460-17.683-8
83ig_resnext101_32x32d58.09341.90780.65319.347468.532240.875bilinear-39.267-18.877+14
84cait_m36_38457.84042.16084.81315.187271.223841.000bicubic-39.560-14.697+11
85deit3_base_patch16_224_in21ft1k57.25342.74783.52016.48086.592241.000bicubic-40.227-16.030+1
86volo_d5_22457.14742.85382.72017.280295.462240.960bicubic-40.233-16.850+10
87deit3_small_patch16_384_in21ft1k57.08042.92083.05316.94722.213841.000bicubic-40.050-16.447+33
88xcit_medium_24_p8_384_dist56.68043.32083.41316.58784.323841.000bicubic-40.610-16.097+18
89maxvit_small_tf_384.in1k56.58743.41382.30717.69369.023841.000bicubic-40.833-17.203+3
90dm_nfnet_f355.82744.17380.94719.053254.924160.940bicubic-41.523-18.613+10
91vit_large_patch16_224.augreg_in21k_ft_in1k55.62744.37380.09319.907304.332240.900bicubic-42.013-19.497-23
92vit_base_patch16_clip_384.openai_ft_in1k54.96045.04082.60017.40086.863841.000bicubic-42.590-17.060-14
93vit_base_r50_s16_384.orig_in21k_ft_in1k54.62745.37381.21318.78798.953841.000bicubic-42.553-18.347+25
94cait_s36_38454.41345.58781.36018.64068.373841.000bicubic-42.917-18.170+7
95deit3_huge_patch14_22454.32045.68082.09317.907632.132240.900bicubic-42.560-17.437+61
96volo_d1_38454.30745.69380.97319.02726.783841.000bicubic-42.613-18.437+55
97xcit_small_24_p8_384_dist54.28045.72081.53318.46747.633841.000bicubic-42.960-18.067+14
98vit_base_patch16_clip_384.laion2b_ft_in1k54.22745.77380.89319.10786.863841.000bicubic-43.503-18.737-36
99vit_medium_patch16_gap_384.in12k_ft_in1k54.14745.85381.68018.32039.033840.950bicubic-43.293-17.960-9
100resnetv2_101x3_bitm54.02745.97381.02718.973387.934481.000bilinear-42.963-18.463+39
101resnetv2_152x2_bitm54.01345.98782.00018.000236.344481.000bilinear-42.997-17.590+36
102deit3_base_patch16_38453.44046.56080.56019.44086.883841.000bicubic-43.580-18.880+34
103ig_resnext101_32x16d53.06746.93376.90723.093194.032240.875bilinear-43.753-22.503+56
104volo_d4_22452.92047.08080.46719.533192.962240.960bicubic-44.380-19.0330
105xcit_large_24_p16_384_dist52.82747.17381.82718.173189.103841.000bicubic-44.693-17.653-22
106convnext_small.fb_in22k_ft_in1k_38452.46747.53380.82719.17350.223841.000bicubic-45.133-18.773-35
107vit_base_patch32_clip_448.laion2b_ft_in12k_in1k52.30747.69379.77320.22788.344481.000bicubic-45.013-19.827-4
108maxvit_tiny_tf_384.in1k52.13347.86779.80020.20030.983841.000bicubic-45.167-19.720-3
109swin_base_patch4_window7_22451.45348.54779.97320.02787.772240.900bicubic-45.797-19.5170
110efficientnet_b5.in12k_ft_in1k51.25348.74778.85321.14730.394481.000bicubic-46.157-20.747-16
111tf_efficientnet_b4.ns_jft_in1k51.21348.78779.18720.81319.343800.922bicubic-45.737-20.073+34
112flexivit_large.1200ep_in1k51.20048.80080.69319.307304.362400.950bicubic-46.210-18.847-19
113resnetv2_152x2_bit_teacher_38451.18748.81378.49321.507236.343841.000bicubic-45.643-20.957+45
114swsl_resnext101_32x8d51.18748.81378.24021.76088.792240.875bilinear-46.013-21.2600
115convnext_small.fb_in22k_ft_in1k51.12048.88080.86719.13350.222881.000bicubic-46.240-18.813-17
116mvitv2_large50.90749.09378.46721.533217.992240.900bicubic-46.043-20.933+30
117beit_base_patch16_224.in22k_ft_in22k_in1k50.70749.29379.69320.30786.532240.900bicubic-46.383-19.917+9
118tf_efficientnetv2_l.in1k50.68049.32077.61322.387118.524801.000bicubic-46.790-21.917-30
119vit_base_patch16_384.orig_in21k_ft_in1k50.61349.38778.20021.80086.863841.000bicubic-46.087-21.090+57
120xcit_small_12_p8_384_dist50.57349.42779.57320.42726.213841.000bicubic-46.657-19.907-8
121flexivit_large.600ep_in1k50.24049.76080.02719.973304.362400.950bicubic-47.040-19.563-14
122volo_d3_22450.24049.76078.17321.82786.332240.960bicubic-46.850-21.297+6
123vit_base_patch16_clip_224.laion2b_ft_in12k_in1k50.09349.90778.08021.92086.572240.950bicubic-47.357-21.460-34
124vit_base_patch16_224.augreg2_in21k_ft_in1k49.84050.16078.98721.01386.572240.900bicubic-47.310-20.553-5
125cait_s24_38449.73350.26778.73321.26747.063841.000bicubic-47.337-20.697+8
126vit_base_patch16_clip_224.openai_ft_in12k_in1k49.73350.26777.04022.96086.572240.950bicubic-47.787-22.500-44
127xcit_medium_24_p16_384_dist49.33350.66779.81320.18784.403841.000bicubic-47.937-19.647-20
128deit_base_distilled_patch16_38449.33350.66779.25320.74787.633841.000bicubic-47.627-20.227+16
129tf_efficientnet_b8.ra_in1k48.94751.05377.24022.76087.416720.954bicubic-48.253-22.260-12
130dm_nfnet_f248.92051.08077.16022.840193.783520.920bicubic-48.100-22.230+5
131deit3_large_patch16_22448.62751.37378.16021.840304.372240.900bicubic-48.313-21.180+18
132flexivit_large.300ep_in1k48.58751.41378.66721.333304.362400.950bicubic-48.663-20.863-22
133tf_efficientnetv2_s.in21k_ft_in1k48.50751.49377.88022.12021.463841.000bicubic-48.223-21.480+37
134deit3_medium_patch16_224_in21ft1k48.21351.78777.06722.93338.852241.000bicubic-48.757-22.363+8
135resnest269e48.18751.81374.33325.667110.934160.928bicubic-48.333-25.017+75
136xcit_large_24_p8_224_dist48.10751.89379.08020.920188.932241.000bicubic-48.953-20.340-2
137vit_base_patch32_clip_384.laion2b_ft_in12k_in1k47.93352.06776.86723.13388.303841.000bicubic-49.427-22.653-38
138regnetz_e847.81352.18776.20023.80057.703201.000bicubic-49.387-23.340-22
139resnetv2_50x3_bitm47.29352.70777.33322.667217.324481.000bilinear-49.417-22.137+34
140vit_base_patch16_clip_224.openai_ft_in1k47.22752.77377.62722.37386.572240.900bicubic-49.853-21.993-9
141xcit_large_24_p8_22447.17352.82774.40025.600188.932241.000bicubic-49.237-24.580+78
142xcit_small_24_p16_384_dist46.96053.04077.14722.85347.673841.000bicubic-50.160-22.313-20
143tf_efficientnet_b8.ap_in1k46.89353.10776.50723.49387.416720.954bicubic-50.217-23.153-20
144convnext_large.fb_in1k46.84053.16076.61323.387197.772881.000bicubic-50.260-22.837-19
145efficientnetv2_rw_m.agc_in1k46.28053.72075.70724.29353.244161.000bicubic-50.700-23.833-4
146swinv2_base_window16_25646.24053.76075.17324.82787.922560.900bicubic-50.510-24.177+23
147swsl_resnext101_32x16d46.20053.80072.20027.800194.032240.875bilinear-50.400-27.180+49
148volo_d2_22446.08053.92075.25324.74758.682240.960bicubic-50.910-24.137-8
149vit_small_patch16_384.augreg_in21k_ft_in1k45.93354.06776.72023.28022.203841.000bicubic-50.767-22.710+28
150ecaresnet269d45.89354.10775.13324.867102.093521.000bicubic-51.187-24.357-18
151vit_small_r26_s32_384.augreg_in21k_ft_in1k45.72054.28076.06723.93336.473841.000bicubic-50.960-23.283+33
152tf_efficientnet_b7.ap_in1k45.37354.62774.21325.78766.356000.949bicubic-51.827-25.357-37
153dm_nfnet_f145.33354.66774.10725.893132.633200.910bicubic-51.587-25.413-1
154ig_resnext101_32x8d45.32054.68070.86729.13388.792240.875bilinear-51.000-28.563+80
155xcit_medium_24_p8_224_dist45.21354.78776.72023.28084.322241.000bicubic-51.707-22.670-2
156eca_nfnet_l244.96055.04075.89324.10756.723841.000bicubic-52.130-23.617-29
157maxxvit_rmlp_small_rw_25644.54755.45375.05324.94766.012560.950bicubic-52.263-24.327+4
158crossvit_18_dagger_40844.29355.70773.84026.16044.614081.000bicubic-52.237-25.480+51
159resnest200e44.14755.85373.46726.53370.203200.909bicubic-52.463-25.883+36
160cait_xs24_38443.94756.05375.18724.81326.673841.000bicubic-52.603-24.233+43
161seresnextaa101d_32x8d43.93356.06773.38726.61393.592881.000bicubic-53.017-26.003-14
162mvitv2_base43.74756.25374.52025.48051.472240.900bicubic-53.023-24.930+3
163resnetrs20043.73356.26772.82727.17393.213201.000bicubic-52.967-26.683+16
164tresnet_xl_44843.48056.52072.45327.54778.444480.875bilinear-52.490-26.677+124
165xcit_small_12_p16_384_dist43.24056.76073.88026.12026.253841.000bicubic-53.690-25.520-16
166vit_base_patch16_224.augreg_in21k_ft_in1k43.24056.76072.92027.08086.572240.900bicubic-53.640-26.560-10
167resnetrs42043.14756.85370.45329.547191.894161.000bicubic-53.763-29.007-13
168xcit_medium_24_p8_22443.09356.90770.34729.65384.322241.000bicubic-53.017-28.813+98
169vit_base_patch32_clip_384.openai_ft_in12k_in1k43.04056.96073.22726.77388.303840.950bicubic-54.070-26.273-45
170coatnet_rmlp_2_rw_22443.00057.00071.68028.32073.882240.950bicubic-53.540-27.590+37
171tf_efficientnet_b7.ra_in1k42.96057.04073.13326.86766.356000.949bicubic-54.050-26.387-33
172tf_efficientnetv2_m.in1k42.86757.13372.62727.37354.144801.000bicubic-54.343-26.903-59
173vit_medium_patch16_gap_256.in12k_ft_in1k42.69357.30774.32025.68038.862560.950bicubic-53.967-25.010+15
174gcvit_base42.50757.49373.81326.18790.322240.875bicubic-54.063-25.417+27
175xcit_tiny_24_p8_384_dist42.45357.54772.88027.12012.113841.000bicubic-54.097-26.440+29
176swinv2_small_window16_25642.32057.68072.90727.09349.732560.900bicubic-54.150-26.293+36
177maxvit_rmlp_small_rw_22442.24057.76072.33327.66764.902240.900bicubic-54.350-26.937+22
178convnext_base.fb_in1k42.00058.00073.97326.02788.592881.000bicubic-54.820-25.617-18
179maxvit_base_tf_224.in1k41.94758.05370.10729.893119.472240.950bicubic-55.003-29.473-31
180crossvit_15_dagger_40841.90758.09372.06727.93328.504081.000bicubic-54.483-27.283+42
181xcit_small_24_p8_224_dist41.89358.10773.72026.28047.632241.000bicubic-54.977-25.760-24
182maxvit_large_tf_224.in1k41.84058.16068.61331.387211.792240.950bicubic-55.120-30.637-38
183xcit_small_24_p8_22441.76058.24071.01328.98747.632241.000bicubic-54.640-28.137+37
184vit_large_r50_s32_224.augreg_in21k_ft_in1k41.64058.36070.22729.773328.992240.900bicubic-55.150-29.123-21
185vit_base_patch16_clip_224.laion2b_ft_in1k41.57358.42773.62726.37386.572241.000bicubic-55.557-25.833-64
186swsl_resnext101_32x4d41.56058.44071.76028.24044.182240.875bilinear-54.860-27.710+30
187swinv2_base_window8_25641.50758.49372.44027.56087.922560.900bicubic-55.033-26.920+19
188deit3_small_patch16_224_in21ft1k41.22758.77371.92028.08022.062241.000bicubic-55.433-27.590+1
189seresnext101d_32x8d41.17358.82770.85329.14793.592881.000bicubic-55.557-28.567-18
190maxvit_rmlp_tiny_rw_25641.16058.84071.21328.78729.152560.950bicubic-55.250-28.177+27
191convnext_tiny.fb_in22k_ft_in1k_38441.01358.98772.50727.49328.593841.000bicubic-56.067-26.963-61
192tf_efficientnet_b6.ap_in1k40.80059.20071.62728.37343.045280.942bicubic-56.280-27.883-63
193flexivit_base.1200ep_in1k40.61359.38772.32027.68086.592400.950bicubic-56.147-27.050-26
194resmlp_big_24_224_in22ft1k40.37359.62774.76025.240129.142240.875bicubic-56.247-24.510-3
195deit3_small_patch16_38440.32059.68070.29329.70722.213841.000bicubic-55.880-28.997+52
196tresnet_l_44840.20059.80069.89330.10755.994480.875bilinear-55.660-29.227+107
197deit_base_patch16_38440.17359.82770.76029.24086.863841.000bicubic-55.977-28.420+61
198regnetz_d8_evos40.08059.92072.20027.80023.463200.950bicubic-56.530-27.250-4
199regnetz_040h40.01359.98771.32028.68028.943201.000bicubic-56.697-28.180-25
200resnetrs35039.96060.04068.90731.093163.963841.000bicubic-56.800-30.453-34
201regnetz_d839.93360.06771.64028.36023.373201.000bicubic-56.687-27.810-9
202flexivit_base.600ep_in1k39.90760.09371.86728.13386.592400.950bicubic-56.723-27.463-12
203swin_s3_base_22439.78760.21370.46729.53371.132240.900bicubic-56.463-28.673+38
204seresnext101_32x8d39.58760.41369.44030.56093.572881.000bicubic-57.173-29.900-36
205flexivit_base.300ep_in1k39.54760.45370.98729.01386.592400.950bicubic-57.073-28.523-12
206gcvit_small39.42760.57370.52029.48051.092240.875bicubic-56.873-28.620+30
207deit3_base_patch16_22439.20060.80071.00029.00086.592240.900bicubic-57.100-28.180+28
208volo_d1_22438.96061.04070.24029.76026.632240.960bicubic-57.370-28.940+24
209vit_large_patch32_384.orig_in21k_ft_in1k38.93361.06768.92031.080306.633841.000bicubic-56.897-30.230+96
210resnetv2_101x1_bitm38.92061.08071.04028.96044.544481.000bilinear-57.180-28.210+57
211regnetz_04038.76061.24070.40029.60027.123201.000bicubic-57.950-29.150-36
212mvitv2_small38.74761.25370.41329.58734.872240.900bicubic-57.613-28.817+14
213xcit_small_12_p8_224_dist38.20061.80071.29328.70726.212241.000bicubic-58.490-28.077-32
214resnet200d38.14761.85368.61331.38764.693201.000bicubic-58.573-30.717-42
215swinv2_small_window8_25637.77362.22769.85330.14749.732560.900bicubic-58.497-29.357+23
216xcit_large_24_p16_224_dist37.69362.30771.58728.413189.102241.000bicubic-59.107-27.763-54
217seresnet152d37.64062.36069.48030.52066.843201.000bicubic-59.130-29.790-53
218eca_nfnet_l137.53362.46770.94729.05341.413201.000bicubic-59.167-28.533-38
219maxvit_small_tf_224.in1k37.52062.48068.04031.96068.932240.950bicubic-59.170-31.310-37
220xcit_small_12_p8_22437.50762.49368.17331.82726.212241.000bicubic-58.603-30.717+45
221twins_svt_large37.20062.80069.22730.77399.272240.900bicubic-59.070-29.943+18
222regnetz_d3237.16062.84070.46729.53327.583200.950bicubic-59.440-29.053-25
223vit_base_patch32_384.augreg_in21k_ft_in1k37.08062.92069.76030.24088.303841.000bicubic-59.410-29.650-12
224regnety_06436.97363.02768.16031.84030.582881.000bicubic-59.387-31.010+1
225swin_s3_small_22436.88063.12068.24031.76049.742240.900bicubic-59.340-30.990+19
226efficientnetv2_rw_s.ra2_in1k36.78763.21368.32031.68023.943841.000bicubic-59.753-30.780-21
227resnext101_64x4d36.78763.21366.68033.32083.462881.000bicubic-59.293-32.560+44
228regnety_16036.74763.25369.10730.89383.592881.000bicubic-59.603-30.2230
229convnext_small.fb_in1k36.66763.33371.09328.90750.222881.000bicubic-59.893-28.247-27
230pvt_v2_b436.64063.36068.66731.33362.562240.900bicubic-59.690-30.643+3
231pvt_v2_b536.28063.72068.45331.54781.962240.900bicubic-60.080-30.937-4
232cait_xxs36_38436.22763.77367.80032.20017.373841.000bicubic-59.623-31.290+72
233jx_nest_base36.08063.92066.76033.24067.722240.875bicubic-60.170-32.450+7
234coatnet_1_rw_22436.04063.96067.08032.92041.722240.950bicubic-59.990-32.070+46
235maxvit_tiny_rw_22435.92064.08065.54734.45329.062240.950bicubic-60.320-33.573+7
236cs3se_edgenet_x35.65364.34767.78732.21350.723201.000bicubic-60.787-31.613-21
237pit_b_distilled_22435.62764.37369.12030.88074.792240.900bicubic-61.053-30.450-51
238regnety_08035.56064.44067.24032.76039.182881.000bicubic-60.970-32.020-30
239sequencer2d_l35.54764.45367.34732.65354.302240.875bicubic-60.593-31.863+21
240tf_efficientnet_b3.ns_jft_in1k35.52064.48067.77332.22712.233000.904bicubic-60.870-31.387-19
241tf_efficientnet_b6.aa_in1k35.21364.78767.72032.28043.045280.942bicubic-61.457-31.650-54
242resnetrs27035.01364.98765.48034.520129.863521.000bicubic-61.677-33.910-59
243gcvit_tiny34.90765.09366.85333.14728.222240.875bicubic-61.263-32.387+8
244tf_efficientnet_b5.ap_in1k34.78765.21367.49332.50730.394560.934bicubic-61.893-31.967-59
245xcit_tiny_12_p8_384_dist34.65365.34766.28033.7206.713841.000bicubic-61.427-32.860+27
246vit_base_patch16_224_miil.in21k_ft_in1k34.50765.49365.00035.00086.542240.875bilinear-61.953-34.300-33
247xcit_medium_24_p16_224_dist34.37365.62767.92032.08084.402241.000bicubic-62.217-31.190-49
248resnet152d34.32065.68065.90734.09360.213201.000bicubic-62.040-33.293-24
249deit3_medium_patch16_22434.18765.81366.02733.97338.852240.900bicubic-61.883-33.173+24
250tresnet_m_44834.10765.89364.49335.50731.394480.875bilinear-60.883-34.487+176
251resmlp_big_24_distilled_22434.06765.93369.60030.400129.142240.875bicubic-62.383-29.710-37
252regnetv_06433.97366.02767.86732.13330.582881.000bicubic-62.437-31.493-34
253xcit_tiny_24_p16_384_dist33.82766.17365.40034.60012.123841.000bicubic-62.123-33.760+37
254pvt_v2_b333.65366.34767.65332.34745.242240.900bicubic-62.337-31.537+29
255coatnet_rmlp_1_rw_22433.53366.46765.62734.37341.692240.950bicubic-62.417-33.593+37
256twins_pcpvt_large33.38766.61367.93332.06760.992240.900bicubic-62.763-31.267+1
257twins_svt_base33.17366.82765.77334.22756.072240.900bicubic-62.987-33.287-4
258pit_b_22433.17366.82762.32037.68073.762240.900bicubic-62.467-36.670+70
259resnetv2_152x2_bit_teacher33.05366.94764.26735.733236.342240.875bicubic-63.047-35.013+9
260swsl_resnext50_32x4d33.01366.98765.06734.93325.032240.875bilinear-62.857-34.003+38
261mobilevitv2_200_384_in22ft1k32.98767.01365.50734.49318.453841.000bicubic-63.053-33.573+14
262swinv2_cr_small_ns_22432.93367.06765.96034.04049.702240.900bicubic-63.247-33.370-13
263xception6532.74767.25362.96037.04039.922990.940bicubic-63.603-36.280-33
264xcit_large_24_p16_22432.73367.26762.10737.893189.102241.000bicubic-62.687-36.733+102
265swin_small_patch4_window7_22432.60067.40065.44034.56049.612240.900bicubic-63.310-33.580+29
266ssl_resnext101_32x16d32.60067.40064.00036.000194.032240.875bilinear-63.200-35.100+43
267mobilevitv2_175_384_in22ft1k32.46767.53364.68035.32014.253841.000bicubic-63.713-34.460-17
268tf_efficientnetv2_b3.in21k_ft_in1k32.37367.62766.10733.89314.363000.900bicubic-63.847-32.973-25
269jx_nest_small32.28067.72063.76036.24038.352240.875bicubic-63.680-35.270+20
270convnext_tiny_hnf.a2h_in1k32.22767.77362.85337.14728.592881.000bicubic-63.793-36.337+12
271vit_base_patch16_224.orig_in21k_ft_in1k32.05367.94761.57338.42786.572240.900bicubic-63.277-37.427+105
272maxvit_nano_rw_25631.85368.14764.18735.81315.452560.950bicubic-64.077-34.953+22
273tf_efficientnet_b5.ra_in1k31.84068.16065.29334.70730.394560.934bicubic-64.510-34.017-44
274swinv2_tiny_window16_25631.70768.29365.61334.38728.352560.900bicubic-64.223-33.387+19
275swinv2_cr_small_22431.69368.30762.52037.48049.702240.900bicubic-64.377-36.350-1
276regnetz_c16_evos31.49368.50766.28033.72013.493200.950bicubic-64.627-32.960-14
277maxvit_rmlp_nano_rw_25631.44068.56063.37336.62715.502560.950bicubic-64.540-35.597+9
278resnest101e31.41368.58764.36035.64048.282560.875bilinear-64.447-34.820+22
279maxxvit_rmlp_nano_rw_25631.36068.64064.44035.56016.782560.950bicubic-64.670-34.610-4
280crossvit_base_24031.36068.64061.29338.707105.032400.875bicubic-64.170-37.567+63
281regnetv_04031.33368.66764.69335.30720.642881.000bicubic-64.847-34.437-33
282cait_s24_22431.20068.80064.56035.44046.922241.000bicubic-65.180-34.590-59
283convnext_nano.in12k_ft_in1k31.10768.89367.33332.66715.592881.000bicubic-64.873-31.987+2
284efficientnet_b4.ra2_in1k30.86769.13364.60035.40019.343841.000bicubic-65.283-34.650-28
285regnety_04030.61369.38763.84036.16020.652881.000bicubic-65.407-35.230-4
286sequencer2d_m30.60069.40062.92037.08038.312240.875bicubic-65.210-36.290+21
287maxvit_tiny_tf_224.in1k30.58769.41362.76037.24030.922240.950bicubic-65.513-36.520-19
288crossvit_18_24030.58769.41361.96038.04043.272400.875bicubic-64.853-37.090+72
289vit_base_patch32_clip_224.laion2b_ft_in12k_in1k30.57369.42762.08037.92088.222240.900bicubic-65.567-37.080-30
290dm_nfnet_f030.54769.45362.86737.13371.492560.900bicubic-65.603-36.273-35
291crossvit_18_dagger_24030.48069.52061.81338.18744.272400.875bicubic-65.090-37.247+42
292xcit_small_24_p16_224_dist30.44069.56064.72035.28047.672241.000bicubic-65.770-34.460-47
293xcit_medium_24_p16_22430.18769.81359.34740.65384.402241.000bicubic-65.343-39.423+51
294mvitv2_tiny30.16069.84064.33335.66724.172240.900bicubic-65.710-34.917+5
295cait_xxs24_38430.02769.97363.93336.06712.033841.000bicubic-65.233-35.027+87
296twins_pcpvt_base29.96070.04064.58735.41343.832240.900bicubic-65.830-34.543+15
297convnext_tiny.fb_in1k29.93370.06765.10734.89328.592881.000bicubic-65.857-34.053+13
298swsl_resnet5029.86770.13363.85336.14725.562240.875bilinear-65.543-35.437+69
299cs3sedarknet_x29.82770.17361.98738.01335.402881.000bicubic-66.203-37.273-20
300mobilevitv2_150_384_in22ft1k29.78770.21362.18737.81310.593841.000bicubic-65.913-36.863+19
301vit_relpos_base_patch16_clsgap_224.sw_in1k29.72070.28062.89337.10786.432240.900bicubic-66.040-36.147+13
302deit_base_distilled_patch16_22429.60070.40064.45335.54787.342240.900bicubic-66.490-34.737-32
303convit_base29.52070.48061.78738.21386.542240.875bicubic-66.030-37.203+34
304vit_relpos_medium_patch16_cls_224.sw_in1k29.34770.65360.65339.34738.762240.900bicubic-66.133-38.297+49
305tf_efficientnetv2_s.in1k29.04070.96061.21338.78721.463841.000bicubic-67.300-37.987-75
306ssl_resnext101_32x8d29.04070.96060.97339.02788.792240.875bilinear-66.430-38.137+49
307edgenext_base29.02770.97364.92035.08018.513201.000bicubic-67.673-34.450-129
308convnext_tiny.fb_in22k_ft_in1k29.00071.00055.64044.36028.592881.000bicubic-65.860-43.150+131
309resnet101d28.98771.01362.05337.94744.573201.000bicubic-67.303-37.177-72
310xception65p28.98771.01359.93340.06739.822990.940bicubic-67.223-39.277-64
311regnetz_c1628.92071.08063.33336.66713.463200.940bicubic-66.880-35.847-2
312resnetrs15228.92071.08060.52039.48086.623201.000bicubic-67.660-38.720-112
313vit_relpos_medium_patch16_224.sw_in1k28.85371.14761.98738.01338.752240.900bicubic-66.607-36.973+42
314xcit_tiny_24_p8_224_dist28.72071.28061.41338.58712.112241.000bicubic-67.090-37.697-8
315xcit_tiny_24_p8_22428.70771.29360.45339.54712.112241.000bicubic-66.963-38.597+9
316cs3edgenet_x28.53371.46761.14738.85347.822881.000bicubic-67.497-37.963-39
317crossvit_15_dagger_24028.53371.46760.29339.70728.212400.875bicubic-67.157-38.537+5
318pvt_v2_b2_li28.49371.50762.04037.96022.552240.900bicubic-67.057-36.830+18
319xcit_small_24_p16_22428.33371.66758.81341.18747.672241.000bicubic-67.197-39.927+24
320efficientformer_l728.02771.97362.98737.01382.232240.950bicubic-68.083-36.283-56
321flexivit_small.1200ep_in1k27.84072.16058.66741.33322.062400.950bicubic-67.720-40.453+13
322pvt_v2_b227.64072.36060.70739.29325.362240.900bicubic-67.860-38.293+28
323vit_base_patch16_384.augreg_in1k27.56072.44057.28042.72086.863841.000bicubic-67.380-41.610+107
324coat_lite_small27.54772.45358.54741.45319.842240.900bicubic-67.993-40.313+14
325deit_base_patch16_22427.44072.56058.89341.10786.572240.900bicubic-68.000-40.237+33
326vit_relpos_base_patch16_224.sw_in1k27.33372.66761.13338.86786.432240.900bicubic-68.227-37.897+9
327resnetv2_50x1_bitm27.29372.70762.85337.14725.554481.000bilinear-67.717-36.037+94
328coatnet_bn_0_rw_22427.20072.80061.28038.72027.442240.950bicubic-68.500-37.860-8
329xcit_small_12_p16_224_dist27.12072.88059.80040.20026.252241.000bicubic-68.910-39.340-52
330vit_small_patch16_224.augreg_in21k_ft_in1k27.05372.94759.21340.78722.052240.900bicubic-68.317-39.717+42
331coatnet_0_rw_22427.02772.97359.38740.61327.442240.950bicubic-68.403-39.653+33
332flexivit_small.600ep_in1k26.93373.06757.28042.72022.062400.950bicubic-68.747-41.770-10
333sequencer2d_s26.82773.17360.58739.41327.652240.875bicubic-69.163-38.463-49
334tresnet_v2_l26.76073.24059.80040.20046.172240.875bilinear-69.400-39.440-81
335mobilevitv2_200_in22ft1k26.66773.33359.40040.60018.452560.888bicubic-68.493-39.540+61
336gcvit_xtiny26.62773.37360.86739.13319.982240.875bicubic-68.953-38.173-4
337swin_s3_tiny_22426.50773.49360.32039.68028.332240.900bicubic-68.653-38.610+58
338coatnet_rmlp_nano_rw_22426.44073.56060.52039.48015.152240.900bicubic-68.990-38.510+25
339swinv2_tiny_window8_25626.41373.58760.57339.42728.352560.900bicubic-69.087-38.387+10
340tf_efficientnet_b4.aa_in1k26.29373.70760.10739.89319.343800.922bicubic-69.607-39.063-44
341tf_efficientnet_b4.ap_in1k26.24073.76060.22739.77319.343800.922bicubic-69.920-39.053-89
342nfnet_l026.21373.78761.72038.28035.072881.000bicubic-69.907-37.640-79
343regnety_03226.21373.78760.98739.01319.442881.000bicubic-69.757-38.203-56
344deit3_small_patch16_22426.18773.81354.44045.56022.062240.900bicubic-68.813-44.590+81
345coatnext_nano_rw_22426.17373.82759.56040.44014.702240.900bicubic-69.257-39.440+17
346ecaresnet50t26.13373.86760.02739.97325.573200.950bicubic-69.377-39.093+1
347fbnetv3_g.ra2_in1k26.10773.89361.05338.94716.622880.950bilinear-69.413-37.937-2
348ecaresnet101d26.02773.97358.98741.01344.572240.875bicubic-69.503-39.833-9
349mobilevitv2_175_in22ft1k26.01373.98758.48041.52014.252560.888bicubic-69.217-40.510+38
350flexivit_small.300ep_in1k25.93374.06757.05342.94722.062400.950bicubic-69.567-42.067+1
351visformer_small25.84074.16058.90741.09340.222240.900bicubic-69.650-39.993+1
352vit_small_patch16_384.augreg_in1k25.81374.18757.61342.38722.203841.000bicubic-69.477-41.387+28
353halo2botnet50ts_25625.58774.41356.89343.10722.642560.950bicubic-69.803-42.117+16
354coat_mini25.52074.48057.69342.30710.342240.900bicubic-69.450-41.087+73
355vit_relpos_medium_patch16_rpn_224.sw_in1k25.45374.54758.64041.36038.732240.900bicubic-70.057-40.440-8
356crossvit_15_24025.45374.54757.56042.44027.532400.875bicubic-69.697-41.370+44
357vit_srelpos_medium_patch16_224.sw_in1k25.40074.60058.45341.54738.742240.900bicubic-69.830-40.337+29
358xcit_small_12_p16_22425.13374.86756.04043.96026.252241.000bicubic-70.287-42.570+7
359resnetv2_50x1_bit_distilled25.10774.89359.61340.38725.552240.875bicubic-71.023-39.667-98
360convit_small25.09374.90757.28042.72027.782240.875bicubic-70.107-41.620+30
361vit_base_patch16_rpn_224.in1k25.08074.92058.65341.34786.542240.900bicubic-70.300-40.197+9
362gc_efficientnetv2_rw_t.agc_in1k25.05374.94757.70742.29313.682881.000bicubic-70.687-41.313-47
363eca_nfnet_l024.82775.17360.09339.90724.142881.000bicubic-71.123-39.117-72
364xception41p24.77375.22755.22744.77326.912990.940bicubic-70.747-43.693-18
365tnt_s_patch16_22424.73375.26758.18741.81323.762240.900bicubic-70.307-40.773+55
366convnext_nano_ols.d1h_in1k24.52075.48057.05342.94715.652881.000bicubic-70.610-41.967+37
367resnetv2_50d_evos24.48075.52056.38743.61325.592880.950bicubic-71.130-42.643-37
368xcit_tiny_12_p16_384_dist24.45375.54757.08042.9206.723841.000bicubic-70.677-41.640+34
369cs3darknet_x24.37375.62757.81342.18735.052881.000bicubic-71.487-41.397-68
370efficientnetv2_rw_t.ra2_in1k24.33375.66757.40042.60013.652881.000bicubic-71.277-41.670-41
371ssl_resnext101_32x4d24.17375.82757.41342.58744.182240.875bilinear-71.267-41.377-15
372swinv2_cr_tiny_ns_22424.13375.86758.21341.78728.332240.900bicubic-71.237-40.937+1
373twins_svt_small24.13375.86757.14742.85324.062240.900bicubic-71.067-41.733+18
374coatnet_nano_rw_22424.12075.88057.17342.82715.142240.900bicubic-71.130-41.807+10
375vit_small_r26_s32_224.augreg_in21k_ft_in1k24.08075.92056.21343.78736.432240.900bicubic-71.550-42.977-47
376vit_relpos_small_patch16_224.sw_in1k24.04075.96058.17341.82721.982240.900bicubic-71.120-40.707+16
377poolformer_m4824.04075.96057.29342.70773.472240.950bicubic-71.600-41.647-51
378mobilevitv2_150_in22ft1k24.04075.96055.93344.06710.592560.888bicubic-71.100-42.927+24
379tf_efficientnet_b2.ns_jft_in1k24.01375.98757.29342.7079.112600.890bicubic-71.757-41.697-67
380convnext_nano.d1h_in1k24.00076.00056.18743.81315.592881.000bicubic-71.350-42.673-6
381cs3sedarknet_l23.97376.02758.72041.28021.912880.950bicubic-71.337-40.400-3
382resnetv2_50d_gn23.92076.08056.32043.68025.572880.950bicubic-71.510-42.400-22
383vit_small_patch32_384.augreg_in21k_ft_in1k23.77376.22757.30742.69322.923841.000bicubic-71.277-41.683+33
384lamhalobotnet50ts_25623.60076.40055.26744.73322.572560.950bicubic-71.560-43.553+13
385resnet15223.56076.44053.65346.34760.192240.950bicubic-72.320-45.417-88
386nasnetalarge23.49376.50755.02744.97388.753310.911bicubic-72.187-43.903-63
387crossvit_small_24023.45376.54756.82743.17326.862400.875bicubic-71.377-42.193+55
388levit_38423.44076.56056.38743.61339.132240.900bicubic-72.090-42.743-48
389pnasnet5large23.33376.66753.64046.36086.063310.911bicubic-72.377-45.280-71
390efficientnet_b3.ra2_in1k23.21376.78755.96044.04012.233201.000bicubic-72.497-43.080-73
391jx_nest_tiny23.20076.80056.22743.77317.062240.875bicubic-72.050-42.643-8
392efficientformer_l323.16076.84057.12042.88031.412240.950bicubic-72.440-42.040-61
393resnet61q22.98777.01355.76044.24036.852881.000bicubic-72.783-43.360-80
394vit_srelpos_small_patch16_224.sw_in1k22.92077.08055.72044.28021.972240.900bicubic-72.120-43.210+23
395vit_base_patch32_clip_224.laion2b_ft_in1k22.86777.13354.97345.02788.222240.900bicubic-72.663-44.077-54
396resmlp_big_24_22422.85377.14754.30745.693129.142240.875bicubic-71.807-44.173+62
397halonet50ts22.81377.18754.01345.98722.732560.940bicubic-72.287-44.767+10
398twins_pcpvt_small22.72077.28056.85343.14724.112240.900bicubic-72.490-42.027-9
399vit_base_patch32_clip_224.openai_ft_in1k22.57377.42755.29344.70788.222240.900bicubic-72.547-43.687+7
400poolformer_m3622.52077.48055.25344.74756.172240.950bicubic-72.860-43.677-29
401vit_base_patch32_224.augreg_in21k_ft_in1k22.40077.60053.93346.06788.222240.900bicubic-72.600-44.527+23
402pit_s_distilled_22422.36077.64057.12042.88024.042240.900bicubic-72.880-41.930-17
403xcit_tiny_12_p8_224_dist22.08077.92054.30745.6936.712241.000bicubic-73.000-44.603+9
404tresnet_m21.68078.32053.84046.16031.392240.875bilinear-74.040-45.190-88
405maxvit_rmlp_pico_rw_25621.25378.74751.88048.1207.522560.950bicubic-73.377-46.880+56
406convmixer_1536_2021.20078.80055.56044.44051.632240.960bicubic-73.860-43.470+9
407swin_tiny_patch4_window7_22421.17378.82755.97344.02728.292240.900bicubic-73.967-42.877-6
408pit_s_22421.08078.92053.57346.42723.462240.900bicubic-73.510-45.137+58
409xcit_tiny_12_p8_22421.02778.97352.45347.5476.712241.000bicubic-73.653-46.377+45
410resnet51q20.96079.04055.72044.28035.702881.000bilinear-74.900-43.400-109
411regnetz_b1620.96079.04053.85346.1479.722880.940bicubic-74.110-44.977+3
412resnetrs10120.89379.10752.81347.18763.622880.940bicubic-74.537-46.177-51
413deit_small_distilled_patch16_22420.70779.29355.13344.86722.442240.900bicubic-74.003-43.897+39
414sebotnet33ts_25620.70779.29348.80051.20013.702560.940bicubic-73.883-49.700+53
415resnest50d_4s2x40d20.38779.61352.80047.20030.422240.875bicubic-74.573-46.270+13
416resnetaa5020.09379.90751.92048.08025.562881.000bicubic-75.117-47.010-28
417ssl_resnext50_32x4d20.00080.00053.61346.38725.032240.875bilinear-74.870-45.267+20
418haloregnetz_b19.98780.01349.98750.01311.682240.940bicubic-74.713-48.673+35
419resnetv2_10119.92080.08049.28050.72044.542240.950bicubic-75.720-49.380-94
420xcit_nano_12_p8_384_dist19.78780.21350.58749.4133.053841.000bicubic-73.713-47.773+165
421tresnet_xl19.64080.36053.13346.86778.442240.875bilinear-75.800-45.707-64
422resnet10119.30780.69349.50750.49344.552240.950bicubic-76.043-49.353-48
423gluon_senet15419.30780.69347.53352.467115.092240.875bicubic-75.613-51.277+11
424rexnet_20019.22780.77352.72047.28016.372240.875bicubic-75.713-46.290+5
425levit_25619.20080.80050.06749.93318.892240.900bicubic-75.810-48.843-2
426repvgg_b319.10780.89350.25349.747123.092240.875bilinear-75.463-48.527+42
427lambda_resnet50ts19.09380.90749.26750.73321.542560.950bicubic-75.677-49.303+20
428mixer_b16_224_miil19.05380.94751.22748.77359.882240.875bilinear-76.247-47.653-50
429legacy_senet15419.05380.94747.94752.053115.092240.875bilinear-76.017-51.103-14
430mobilevitv2_20018.92081.08050.53349.46718.452560.888bicubic-75.910-48.347+14
431deit_small_patch16_22418.90781.09351.41348.58722.052240.900bicubic-75.493-47.487+64
432gluon_seresnext101_64x4d18.90781.09349.18750.81388.232240.875bicubic-76.023-49.643-1
433gcvit_xxtiny18.72081.28053.34746.65312.002240.875bicubic-75.680-45.343+60
434tf_efficientnet_b1.ns_jft_in1k18.69381.30751.66748.3337.792400.882bicubic-76.477-47.293-42
435edgenext_small18.65381.34753.61346.3875.593201.000bicubic-76.747-45.487-67
436poolformer_s3618.40081.60051.86748.13330.862240.900bicubic-76.690-47.033-28
437seresnext50_32x4d18.36081.64050.97349.02727.562240.875bicubic-76.680-47.857-18
438cs3darknet_l18.30781.69351.88048.12021.162880.950bicubic-76.813-47.110-33
439cait_xxs36_22418.25381.74749.42750.57317.302241.000bicubic-76.007-49.293+67
440ecaresnet50d18.22781.77351.89348.10725.582240.875bicubic-76.403-46.997+20
441sehalonet33ts18.20081.80047.78752.21313.692560.940bicubic-76.570-50.683+5
442tf_efficientnet_lite4.in1k18.13381.86750.70749.29313.013800.920bilinear-76.757-48.143-7
443vit_tiny_patch16_384.augreg_in21k_ft_in1k18.02781.97350.30749.6935.793841.000bicubic-75.623-48.293+127
444mobilevitv2_17517.77382.22749.76050.24014.252560.888bicubic-77.127-49.110-10
445resnest50d_1s4x24d17.69382.30749.80050.20025.682240.875bicubic-77.057-49.180+3
446resnest50d17.37382.62750.70749.29327.482240.875bilinear-77.457-48.003-4
447gluon_seresnext101_32x4d17.37382.62746.37353.62748.962240.875bicubic-77.547-52.387-14
448efficientnet_el.ra_in1k17.34782.65349.98750.01310.593000.904bicubic-77.773-48.993-44
449convnext_pico.d1_in1k17.33382.66750.21349.7879.052880.950bicubic-77.407-48.527+1
450inception_v417.26782.73345.92054.08042.682990.875bicubic-77.113-52.660+46
451tf_efficientnet_b3.ap_in1k17.18782.81349.68050.32012.233000.904bicubic-78.133-49.220-74
452xcit_tiny_24_p16_224_dist17.17382.82747.45352.54712.122241.000bicubic-77.357-51.177+24
453tf_efficientnet_b3.aa_in1k17.00083.00049.26750.73312.233000.904bicubic-78.010-49.793-31
454xception7117.00083.00045.52054.48042.342990.903bicubic-77.280-53.120+51
455cs3darknet_focus_l16.96083.04050.45349.54721.152880.950bicubic-78.210-48.657-62
456resmlp_36_distilled_22416.88083.12051.46748.53344.692240.875bicubic-78.010-47.553-20
457gluon_resnext101_64x4d16.85383.14744.21355.78783.462240.875bicubic-77.817-54.437-2
458tf_efficientnetv2_b3.in1k16.66783.33348.68051.32014.363000.904bicubic-78.493-50.270-60
459tresnet_l16.60083.40049.92050.08055.992240.875bilinear-78.680-49.090-78
460inception_resnet_v216.57383.42744.96055.04055.842990.897bicubic-77.967-53.890+13
461gluon_resnet152_v1s16.57383.42744.53355.46760.322240.875bicubic-78.467-54.347-43
462gluon_resnet152_v1d16.57383.42744.28055.72060.212240.875bicubic-78.167-54.420-11
463convnext_pico_ols.d1_in1k16.52083.48049.73350.2679.062881.000bicubic-78.100-49.127+1
464gmlp_s16_22416.52083.48045.12054.88019.422240.875bicubic-77.640-53.380+58
465resmlp_24_distilled_22416.46783.53350.38749.61330.022240.875bicubic-77.993-48.353+22
466mobilevitv2_15016.45383.54748.45351.54710.592560.888bicubic-78.097-50.297+7
467gluon_xception6516.44083.56046.02753.97339.922990.903bicubic-77.820-52.693+41
468gernet_l16.37383.62747.21352.78731.082560.875bilinear-78.717-51.697-59
469gcresnet50t16.36083.64048.24051.76025.902560.900bicubic-78.490-50.550-29
470xcit_tiny_24_p16_22416.30783.69345.96054.04012.122241.000bicubic-77.773-52.490+59
471wide_resnet50_216.28083.72048.34751.65368.882240.875bicubic-78.800-50.623-60
472gcresnext50ts16.24083.76046.53353.46715.672560.900bicubic-78.250-52.137+8
473ens_adv_inception_resnet_v216.24083.76043.64056.36055.842990.897bicubic-77.920-55.000+49
474repvgg_b3g416.21383.78747.65352.34783.832240.875bilinear-78.307-51.317+4
475ssl_resnet5015.96084.04049.46750.53325.562240.875bilinear-78.490-49.453+14
476edgenext_small_rw15.93384.06749.65350.3477.833201.000bicubic-78.727-49.137-19
477regnety_32015.62784.37344.82755.173145.052240.875bicubic-78.913-53.963-3
478vit_base_patch32_384.augreg_in1k15.61384.38744.10755.89388.303841.000bicubic-78.027-54.293+93
479ecaresnet101d_pruned15.60084.40048.02751.97324.882240.875bicubic-79.480-50.953-69
480convmixer_768_3215.53384.46747.93352.06721.112240.960bicubic-78.967-50.917-1
481ecaresnet26t15.46784.53347.92052.08016.013200.950bicubic-78.843-50.560+21
482coat_tiny15.41384.58745.60054.4005.502240.900bicubic-78.177-52.830+95
483skresnext50_32x4d15.37384.62744.49355.50727.482240.875bicubic-78.887-53.967+26
484vit_relpos_base_patch32_plus_rpn_256.sw_in1k15.26784.73342.62757.373119.422560.900bicubic-78.453-55.913+81
485ecaresnetlight15.16084.84045.82754.17330.162240.875bicubic-79.610-52.973-41
486cait_xxs24_22415.16084.84044.96055.04011.962241.000bicubic-78.440-53.580+91
487vit_base_patch16_224.augreg_in1k14.98785.01341.98758.01386.572240.900bicubic-78.643-56.253+86
488levit_19214.89385.10744.92055.08010.952240.900bicubic-79.277-53.620+31
489rexnet_15014.72085.28046.90753.0939.732240.875bicubic-79.760-51.883-5
490darknet5314.69385.30747.12052.88041.612881.000bicubic-79.937-51.770-31
491resnext50_32x4d14.61385.38744.18755.81325.032240.950bicubic-79.947-54.423-20
492darknetaa5314.57385.42745.41354.58736.022881.000bilinear-79.897-53.357-7
493coat_lite_mini14.50785.49344.50755.49311.012240.900bicubic-79.553-54.053+38
494efficientnet_el_pruned.in1k14.48085.52046.12053.88010.593000.904bicubic-79.920-52.6200
495seresnet33ts14.44085.56046.10753.89319.782560.900bicubic-80.420-52.423-58
496efficientnet_b2.ra_in1k14.44085.56046.08053.9209.112881.000bicubic-80.170-52.630-30
497poolformer_s2414.26785.73347.24052.76021.392240.900bicubic-80.293-51.550-28
498seresnet5014.14785.85345.46754.53328.092240.875bicubic-80.403-53.243-27
499legacy_seresnext101_32x4d14.14785.85342.97357.02748.962240.875bilinear-80.223-55.677-1
500fbnetv3_d.ra2_in1k14.13385.86746.45353.54710.312560.950bilinear-79.797-52.287+42
501eca_resnet33ts14.09385.90747.34752.65319.682560.900bicubic-80.097-51.413+14
502gernet_m14.01385.98746.06753.93321.142240.875bilinear-80.607-52.703-39
503pvt_v2_b114.00086.00047.72052.28014.012240.900bicubic-79.820-50.940+52
504mobilevitv2_12513.98786.01344.93355.0677.482560.888bicubic-79.973-53.657+35
505gluon_resnext101_32x4d13.86786.13341.65358.34744.182240.875bicubic-80.663-57.127-28
506gcresnet33ts13.76086.24045.05354.94719.882560.900bicubic-80.710-53.717-20
507gluon_seresnext50_32x4d13.60086.40043.76056.24027.562240.875bicubic-80.740-54.850-7
508resmlp_36_22413.50786.49346.69353.30744.692240.875bicubic-80.683-51.647+8
509resnet50_gn13.45386.54742.74757.25325.562240.940bicubic-80.897-55.963-10
510repvgg_b2g413.44086.56043.78756.21361.762240.875bilinear-80.420-54.803+41
511vit_small_patch16_224.augreg_in1k13.40086.60041.40058.60022.052240.900bicubic-80.490-57.040+38
512eca_botnext26ts_25613.37386.62742.16057.84010.592560.950bicubic-80.417-56.340+46
513ese_vovnet39b13.32086.68043.81356.18724.572240.875bicubic-80.770-54.847+15
514regnetx_32013.30786.69340.72059.280107.812240.875bicubic-81.153-58.050-26
515pit_xs_distilled_22413.24086.76044.57355.42711.002240.900bicubic-80.570-53.837+41
516efficientnet_b3_pruned.in1k13.17386.82745.21354.7879.863000.904bicubic-81.457-53.607-54
517gluon_resnet101_v1d13.16086.84041.49358.50744.572240.875bicubic-81.060-57.057-4
518mixnet_xl.ra_in1k13.12086.88043.25356.74711.902240.875bicubic-81.070-55.407-1
519cspresnext5013.08086.92044.92055.08020.572560.887bilinear-81.760-53.850-78
520efficientformer_l113.02786.97345.60054.40012.292240.950bicubic-81.463-53.230-40
521eca_halonext26ts12.96087.04042.77357.22710.762560.940bicubic-81.080-55.717+11
522nf_regnet_b112.94787.05344.40055.60010.222880.900bicubic-81.173-54.340+5
523mobilevit_s12.88087.12040.77359.2275.582560.900bicubic-80.300-57.647+88
524pit_xs_22412.81387.18742.84057.16010.622240.900bicubic-80.297-55.550+94
525gluon_inception_v312.64087.36040.49359.50723.832990.875bicubic-80.820-58.077+63
526crossvit_9_dagger_24012.57387.42741.77358.2278.782400.875bicubic-80.327-56.467+104
527coat_lite_tiny12.52087.48041.16058.8405.722240.900bicubic-80.720-57.100+82
528convnext_femto_ols.d1_in1k12.49387.50744.00056.0005.232880.950bicubic-81.427-54.520+15
529resmlp_24_22412.49387.50743.42756.57330.022240.875bicubic-81.527-54.903+4
530regnety_12012.42787.57342.20057.80051.822240.875bicubic-82.053-56.610-47
531efficientnet_em.ra2_in1k12.36087.64043.88056.1206.902400.882bicubic-81.480-54.930+21
532hrnet_w6412.02787.97340.78759.213128.062240.875bilinear-81.983-57.823+3
533cspdarknet5312.01387.98743.25356.74727.642560.887bilinear-82.647-55.547-77
534xcit_tiny_12_p16_224_dist11.94788.05340.13359.8676.722241.000bicubic-81.443-58.367+61
535gluon_resnet101_v1s11.88088.12040.97359.02744.672240.875bicubic-82.840-57.847-84
536gmixer_24_22411.85388.14737.77362.22724.722240.875bicubic-80.977-60.407+99
537nf_resnet5011.76088.24045.93354.06725.562880.940bicubic-82.800-52.947-67
538fbnetv3_b.ra2_in1k11.74788.25344.38755.6138.602560.950bilinear-82.213-54.243-1
539resnet50d11.69388.30742.45357.54725.582240.875bicubic-82.567-56.117-32
540dpn9211.62788.37340.26759.73337.672240.875bicubic-82.603-58.463-29
541xception4111.60088.40039.13360.86726.972990.903bicubic-81.830-59.297+51
542botnet26t_25611.58788.41340.14759.85312.492560.950bicubic-81.933-58.363+41
543dla102x211.57388.42741.29358.70741.282240.875bilinear-82.377-57.197-3
544vit_small_patch32_224.augreg_in21k_ft_in1k11.48088.52039.57360.42722.882240.900bicubic-80.560-58.717+138
545levit_12811.42788.57340.26759.7339.212240.900bicubic-81.913-58.113+53
546lambda_resnet26t11.37388.62740.24059.76010.962560.940bicubic-82.467-58.400+7
547efficientnet_b2_pruned.in1k11.36088.64042.02757.9738.312600.890bicubic-82.780-56.643-23
548tf_efficientnet_el.in1k11.33388.66742.04057.96010.593000.904bicubic-83.077-56.670-56
549xcit_nano_12_p16_384_dist11.25388.74739.86760.1333.053841.000bicubic-80.567-58.153+146
550convnext_femto.d1_in1k11.24088.76042.82757.1735.222880.950bicubic-82.680-55.783-5
551halonet26t11.13388.86738.80061.20012.482560.950bicubic-82.847-59.700-15
552vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k11.09388.90739.98760.0136.363841.000bicubic-80.947-58.243+128
553gluon_resnet152_v1c11.09388.90737.12062.88060.212240.875bicubic-83.067-61.480-32
554hrnet_w4811.08088.92040.32059.68077.472240.875bilinear-82.840-58.290-11
555dpn10711.08088.92038.69361.30786.922240.875bicubic-83.230-59.947-50
556ecaresnet50d_pruned11.02788.97341.94758.05319.942240.875bicubic-83.193-56.783-44
557mobilevitv2_10011.02788.97340.60059.4004.902560.888bicubic-82.243-57.680+50
558tf_efficientnetv2_b2.in1k11.02788.97339.76060.24010.102600.890bicubic-83.393-58.810-67
559adv_inception_v311.01388.98736.72063.28023.832990.875bicubic-81.867-61.420+72
560resnetv2_5010.96089.04039.37360.62725.552240.950bicubic-83.480-59.367-70
561xcit_tiny_12_p16_22410.96089.04037.04062.9606.722241.000bicubic-81.540-61.020+99
562tf_efficientnet_b0.ns_jft_in1k10.93389.06740.06759.9335.292240.875bicubic-82.697-58.573+10
563tf_inception_v310.84089.16036.88063.12023.832990.875bicubic-82.480-61.150+39
564xcit_nano_12_p8_224_dist10.78789.21338.08061.9203.052241.000bicubic-81.303-60.080+114
565dpn13110.78789.21337.20062.80079.252240.875bicubic-83.223-61.520-30
566tf_efficientnet_b2.ap_in1k10.53389.46740.10759.8939.112600.890bicubic-83.957-58.513-84
567resnext50d_32x4d10.41389.58739.73360.26725.052240.875bicubic-83.767-58.837-49
568rexnet_13010.40089.60041.54758.4537.562240.875bicubic-83.500-56.853-22
569xcit_nano_12_p8_22410.33389.66736.98763.0133.052241.000bicubic-80.687-60.813+150
570hrnet_w4410.32089.68039.50760.49367.062240.875bilinear-83.230-59.193+9
571lambda_resnet26rpt_25610.25389.74738.09361.90710.992560.940bicubic-83.457-60.417-5
572resnext101_32x8d10.18789.81337.82762.17388.792240.875bilinear-83.643-60.753-18
573regnetx_16010.14789.85338.00062.00054.282240.875bicubic-83.973-60.630-47
574resnet5010.13389.86737.86762.13325.562240.950bicubic-84.187-60.573-74
575dpn9810.13389.86736.58763.41361.572240.875bicubic-83.997-61.983-49
576legacy_seresnext50_32x4d10.10789.89339.20060.80027.562240.875bilinear-83.623-59.380-13
577resnetrs5010.09389.90737.50762.49335.692240.910bicubic-84.217-61.213-74
578inception_v310.02789.97335.22764.77323.832990.875bicubic-82.693-62.743+67
579efficientnet_b1.ft_in1k10.01389.98737.54762.4537.792561.000bicubic-83.237-60.743+29
580xception9.98790.01338.02761.97322.862990.897bicubic-83.473-60.463+9
581dpn68b9.78790.21338.05361.94712.612240.875bicubic-83.903-60.457-14
582gluon_resnet152_v1b9.74790.25336.06763.93360.192240.875bicubic-84.333-62.453-52
583tf_efficientnet_lite3.in1k9.66790.33339.00061.0008.203000.904bilinear-84.533-59.640-69
584tf_efficientnet_b2.aa_in1k9.65390.34738.88061.1209.112600.890bicubic-84.707-59.730-86
585tf_efficientnet_cc_b1_8e.in1k9.57390.42736.77363.22739.722400.882bicubic-84.327-61.487-38
586res2net101_26w_4s9.52090.48035.02764.97345.212240.875bilinear-84.230-63.283-25
587legacy_seresnet1529.34790.65337.41362.58766.822240.875bilinear-84.053-60.937+7
588cspresnet509.25390.74739.64060.36021.622560.887bilinear-84.487-59.000-26
589resnet33ts9.24090.76038.66761.33319.682560.900bicubic-84.360-59.773-14
590hrnet_w409.22790.77336.89363.10757.562240.875bilinear-84.263-61.687-3
591regnetx_1209.18790.81337.20062.80046.112240.875bicubic-85.053-61.450-81
592seresnext26d_32x4d9.14790.85336.84063.16016.812240.875bicubic-83.553-61.310+54
593resnest26d9.08090.92037.85362.14717.072240.875bilinear-84.250-60.497+5
594crossvit_tiny_2409.08090.92034.60065.4007.012400.875bicubic-81.170-62.990+144
595vit_tiny_patch16_224.augreg_in21k_ft_in1k9.06790.93334.57365.4275.722240.900bicubic-82.693-63.287+102
596vit_base_patch16_224.sam8.98791.01336.17363.82786.572240.900bicubic-85.153-62.357-73
597gluon_resnext50_32x4d8.94791.05336.33363.66725.032240.875bicubic-84.863-62.337-40
598seresnext26t_32x4d8.89391.10736.90763.09316.812240.875bicubic-83.927-61.463+37
599rexnet_1008.89391.10736.37363.6274.802240.875bicubic-84.137-61.927+26
600bat_resnext26ts8.86791.13336.42763.57310.732560.900bicubic-84.463-62.203+1
601mixnet_l.ft_in1k8.85391.14736.18763.8137.332240.875bicubic-84.597-62.033-10
602convit_tiny8.84091.16034.36065.6405.712240.875bicubic-81.790-63.380+130
603mobilenetv3_large_100.miil_in21k_ft_in1k8.84091.16032.97367.0275.482240.875bilinear-83.420-64.667+69
604resnet32ts8.76091.24037.20062.80017.962560.900bicubic-84.700-61.330-14
605gcresnext26ts8.68091.32035.73364.26710.482560.900bicubic-84.090-62.307+34
606levit_128s8.65391.34733.10766.8937.782240.900bicubic-83.317-64.953+80
607dla1698.64091.36036.04063.96053.392240.875bilinear-84.700-62.560-10
608hrnet_w308.61391.38737.04062.96037.712240.875bilinear-84.587-61.370+2
609mixer_b16_2248.60091.40029.41370.58759.882240.875bicubic-83.270-68.507+83
610convnext_atto_ols.a2_in1k8.56091.44035.06764.9333.702880.950bicubic-84.520-63.403+9
611legacy_seresnet1018.53391.46736.01363.98749.332240.875bilinear-84.747-62.497-5
612tf_efficientnet_b1.ap_in1k8.45391.54735.25364.7477.792400.882bicubic-85.237-63.107-44
613repvgg_b28.42791.57336.46763.53389.022240.875bilinear-85.073-62.263-29
614resmlp_12_distilled_2248.30791.69336.85363.14715.352240.875bicubic-84.523-61.287+20
615crossvit_9_2408.28091.72034.10765.8938.552400.875bicubic-82.360-63.633+116
616resnetblur508.24091.76037.40062.60025.562240.875bicubic-85.720-61.160-78
617dla102x8.20091.80037.01362.98726.312240.875bilinear-85.320-61.287-35
618eca_resnext26ts8.08091.92035.96064.04010.302560.900bicubic-84.530-62.300+36
619hrnet_w328.04091.96037.50762.49341.232240.875bilinear-85.490-60.943-38
620cs3darknet_m8.00092.00036.52063.4809.312880.950bicubic-85.350-62.080-24
621res2net50_26w_8s8.00092.00033.85366.14748.402240.875bilinear-85.540-64.407-41
622vit_base_patch32_224.augreg_in1k8.00092.00030.46769.53388.222240.900bicubic-83.190-66.913+90
623gluon_resnet101_v1c7.98792.01333.36066.64044.572240.875bicubic-85.683-65.060-54
624gluon_resnet50_v1d7.92092.08035.00065.00025.582240.875bicubic-85.850-63.390-65
625mobilevitv2_0757.80092.20033.64066.3602.872560.888bicubic-83.960-64.400+73
626dla60_res2next7.78792.21334.98765.01317.032240.875bilinear-85.393-63.443-13
627mobilevit_xs7.73392.26732.50767.4932.322560.900bicubic-83.097-65.413+99
628densenetblur121d7.72092.28034.73365.2678.002240.875bicubic-84.190-63.337+61
629deit_tiny_distilled_patch16_2247.70792.29333.56066.4405.912240.900bicubic-82.993-64.010+99
630tf_efficientnetv2_b1.in1k7.69392.30734.65365.3478.142400.882bicubic-86.247-63.967-89
631convnext_atto.d2_in1k7.60092.40035.04064.9603.702880.950bicubic-85.190-63.020+7
632dla60_res2net7.56092.44034.62765.37320.852240.875bilinear-85.620-63.783-20
633efficientnet_b1_pruned.in1k7.44092.56034.53365.4676.332400.882bicubic-85.330-63.727+7
634wide_resnet101_27.36092.64034.14765.853126.892240.875bilinear-86.360-63.923-70
635regnetx_0647.33392.66734.37365.62726.212240.875bicubic-86.557-64.257-87
636deit_tiny_patch16_2247.30792.69330.70769.2935.722240.900bicubic-82.363-66.743+112
637edgenext_x_small7.28092.72030.94769.0532.342881.000bicubic-84.440-66.923+64
638hardcorenas_e7.24092.76033.29366.7078.072240.875bilinear-85.330-64.817+18
639gluon_resnet101_v1b7.22792.77332.77367.22744.552240.875bicubic-86.523-65.607-79
640efficientnet_b0.ra_in1k7.21392.78734.01365.9875.292240.875bicubic-85.477-64.277+8
641gluon_resnet50_v1s7.21392.78733.50766.49325.682240.875bicubic-86.407-64.953-67
642tf_mixnet_l.in1k7.14792.85331.61368.3877.332240.875bicubic-86.163-66.417-39
643tf_efficientnet_b1.aa_in1k7.13392.86733.04066.9607.792400.882bicubic-86.367-65.490-57
644tf_efficientnet_cc_b0_8e.in1k7.12092.88031.78768.21324.012240.875bicubic-85.710-66.093-11
645convmixer_1024_20_ks9_p147.09392.90733.05366.94724.382240.960bicubic-85.337-65.217+18
646seresnext26ts7.04092.96034.93365.06710.392560.900bicubic-85.650-63.137+1
647resmlp_12_2247.01392.98733.94766.05315.352240.875bicubic-85.197-64.213+28
648cs3darknet_focus_m6.94793.05334.60065.4009.302880.950bicubic-86.003-63.790-21
649hardcorenas_f6.82793.17334.09365.9078.202240.875bilinear-86.123-64.067-21
650ese_vovnet19b_dw6.73393.26733.41366.5876.542240.875bicubic-85.557-64.677+20
651selecsls60b6.73393.26733.26766.73332.772240.875bicubic-86.567-65.123-46
652efficientnet_es.ra_in1k6.70793.29333.84066.1605.442240.875bicubic-86.433-64.580-38
653res2net50_26w_6s6.69393.30731.65368.34737.052240.875bilinear-86.717-66.627-60
654legacy_seresnext26_32x4d6.62793.37333.25366.74716.792240.875bicubic-86.013-64.877-3
655tinynet_a.in1k6.62793.37332.21367.7876.191920.875bicubic-85.813-65.867+5
656mixnet_m.ft_in1k6.62793.37332.05367.9475.012240.875bicubic-85.803-65.817+9
657pit_ti_distilled_2246.62793.37330.76069.2405.102240.900bicubic-84.273-66.940+67
658poolformer_s126.56093.44034.46765.53311.922240.900bicubic-86.060-63.733-6
659skresnet346.48093.52031.54768.45322.282240.875bicubic-85.910-66.603+8
660repvgg_b16.46793.53333.82766.17357.422240.875bilinear-86.863-64.683-60
661hardcorenas_d6.44093.56032.21367.7877.502240.875bilinear-85.960-65.857+4
662dla60x6.42793.57334.08065.92017.352240.875bilinear-86.693-64.430-47
663resnet34d6.40093.60031.49368.50721.822240.875bicubic-86.280-66.817-14
664regnetx_0806.30793.69332.32067.68039.572240.875bicubic-87.563-66.200-114
665swsl_resnet186.24093.76031.60068.40011.692240.875bilinear-84.450-66.100+65
666legacy_seresnet506.18793.81332.65367.34728.092240.875bilinear-86.773-65.537-40
667resnet26t6.12093.88032.28067.72016.012560.940bicubic-86.630-65.930-26
668pit_ti_2246.12093.88030.22769.7734.852240.900bicubic-83.820-67.223+76
669tv_resnet1526.04093.96032.05367.94760.192240.875bilinear-87.260-66.227-65
670regnetx_0405.97394.02731.54768.45322.122240.875bicubic-87.587-66.993-92
671tf_efficientnet_cc_b0_4e.in1k5.97394.02729.60070.40013.312240.875bicubic-86.617-68.480-16
672tf_efficientnetv2_b0.in1k5.89394.10730.77369.2277.142240.875bicubic-87.217-67.537-55
673dla1025.88094.12032.70767.29333.272240.875bilinear-87.180-65.833-53
674mixer_l16_2245.86794.13318.53381.467208.202240.875bicubic-81.283-74.987+98
675regnety_0165.68094.32030.41369.58711.202240.875bicubic-87.350-67.947-53
676selecsls605.65394.34732.50767.49330.672240.875bicubic-87.377-65.683-53
677hardcorenas_c5.64094.36030.40069.6005.522240.875bilinear-86.380-67.440+6
678res2next505.62794.37330.86769.13324.672240.875bilinear-87.213-67.313-46
679hrnet_w185.49394.50730.96069.04021.302240.875bilinear-86.827-67.280-10
680resnest14d5.48094.52028.54771.45310.612240.875bilinear-86.240-69.063+20
681tf_efficientnet_lite2.in1k5.36094.64030.90769.0936.092600.890bicubic-87.290-67.323-31
682tf_efficientnet_em.in1k5.34794.65331.10768.8936.902400.882bicubic-87.583-67.083-53
683gernet_s5.30794.69330.13369.8678.172240.875bilinear-86.833-68.057-5
684tf_efficientnet_b0.ap_in1k5.30794.69328.81371.1875.292240.875bicubic-86.893-69.207-8
685repvgg_b1g45.29394.70730.81369.18739.972240.875bilinear-87.687-67.617-61
686densenet1215.29394.70729.90770.0937.982240.875bicubic-86.277-68.123+17
687xcit_nano_12_p16_224_dist5.24094.76026.56073.4403.052241.000bicubic-84.440-70.530+60
688res2net50_26w_4s5.16094.84029.36070.64025.702240.875bilinear-87.340-68.880-27
689tf_mixnet_m.in1k5.08094.92028.14771.8535.012240.875bicubic-87.250-69.743-21
690vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k5.08094.92027.08072.9206.342240.900bicubic-84.090-70.150+62
691tf_efficientnet_b0.aa_in1k5.06794.93328.80071.2005.292240.875bicubic-87.183-69.200-19
692mobilenetv3_large_100.ra_in1k5.06794.93328.18771.8135.482240.875bicubic-86.253-69.523+16
693res2net50_14w_8s5.04094.96028.77371.22725.062240.875bilinear-87.700-69.497-49
694hardcorenas_b4.94795.05328.12071.8805.182240.875bilinear-86.823-69.660+2
695mobilenetv3_rw.rmsp_in1k4.90795.09329.85370.1475.482240.875bicubic-86.303-67.807+14
696mixnet_s.ft_in1k4.90795.09328.57371.4274.132240.875bicubic-86.923-69.287-1
697gluon_resnet50_v1c4.89395.10728.14771.85325.582240.875bicubic-88.137-70.243-76
698hardcorenas_a4.86795.13328.09371.9075.262240.875bilinear-86.483-69.767+8
699regnetx_0324.85395.14730.28069.72015.302240.875bicubic-88.267-68.110-83
700xcit_nano_12_p16_2244.85395.14725.46774.5333.052241.000bicubic-83.757-71.323+63
701tv_resnext50_32x4d4.84095.16030.30769.69325.032240.875bilinear-87.900-67.873-58
702tv_resnet1014.70795.29329.33370.66744.552240.875bilinear-88.103-68.917-65
703densenet1614.69395.30729.54770.45328.682240.875bicubic-87.807-68.743-44
704resnext26ts4.69395.30729.02770.97310.302560.900bicubic-87.177-68.223-13
705selecsls42b4.66795.33328.58771.41332.462240.875bicubic-87.613-69.563-34
706tf_efficientnet_lite1.in1k4.61395.38728.38771.6135.422400.882bicubic-88.007-69.693-53
707mobilenetv2_120d.ra_in1k4.53395.46729.28070.7205.832240.875bicubic-87.867-68.770-41
708pvt_v2_b04.34795.65325.90774.0933.672240.900bicubic-84.443-70.823+52
709vit_base_patch32_224.sam4.33395.66724.38775.61388.222240.900bicubic-85.417-72.613+36
710edgenext_xx_small4.24095.76024.09375.9071.332881.000bicubic-84.640-72.887+49
711tinynet_b.in1k4.18795.81326.72073.2803.731880.875bicubic-86.733-70.950+10
712efficientnet_es_pruned.in1k4.18795.81326.52073.4805.442240.875bicubic-86.993-71.230+2
713fbnetc_100.rmsp_in1k4.13395.86725.93374.0675.572240.875bilinear-86.567-71.277+16
714densenet2014.12095.88027.54772.45320.012240.875bicubic-88.630-70.683-73
715gluon_resnet50_v1b4.12095.88026.93373.06725.562240.875bicubic-88.420-71.237-57
716resnet26d4.04095.96028.52071.48016.012240.875bicubic-88.030-69.440-36
717semnasnet_100.rmsp_in1k3.96096.04026.94773.0533.892240.875bicubic-87.320-70.613-9
718repvgg_a23.94796.05327.26772.73328.212240.875bilinear-87.993-70.883-31
719mobilevitv2_0503.93396.06723.88076.1201.372560.888bicubic-84.297-73.110+47
720tf_mixnet_s.in1k3.88096.12025.25374.7474.132240.875bicubic-87.630-72.367-17
721semnasnet_075.rmsp_in1k3.86796.13327.02772.9732.912240.875bicubic-86.203-70.403+19
722dpn683.86796.13326.08073.92012.612240.875bicubic-88.143-71.970-37
723tf_efficientnet_es.in1k3.82796.17326.10773.8935.442240.875bicubic-88.153-71.753-39
724mobilevit_xxs3.82796.17321.74778.2531.272560.900bicubic-83.343-74.353+48
725regnety_0083.81396.18727.13372.8676.262240.875bicubic-87.937-71.047-26
726dla603.77396.22727.93372.06722.042240.875bilinear-88.457-70.177-52
727ssl_resnet183.74796.25325.42774.57311.692240.875bilinear-86.473-72.123+11
728mobilenetv2_140.ra_in1k3.72096.28026.74773.2536.112240.875bicubic-88.110-70.943-35
729densenet1693.70796.29325.61374.38714.152240.875bicubic-88.223-72.487-41
730regnetx_0163.62796.37326.29373.7079.192240.875bicubic-88.543-71.917-53
731res2net50_48w_2s3.58796.41326.61373.38725.292240.875bilinear-88.963-71.467-74
732tf_mobilenetv3_large_100.in1k3.54796.45325.05374.9475.482240.875bilinear-87.693-72.607-24
733spnasnet_100.rmsp_in1k3.54796.45324.29375.7074.422240.875bilinear-86.803-72.897+4
734regnety_0063.46796.53324.89375.1076.062240.875bicubic-87.903-72.817-29
735legacy_seresnet343.33396.66723.80076.20021.962240.875bilinear-87.557-73.910-10
736efficientnet_lite0.ra_in1k3.25396.74725.86774.1334.652240.875bicubic-87.887-71.763-22
737ghostnet_1003.22796.77324.85375.1475.182240.875bilinear-86.793-72.517+4
738dla343.22796.77323.57376.42715.742240.875bilinear-87.533-74.087-10
739regnety_0043.20096.80022.65377.3474.342240.875bicubic-87.300-74.887-5
740mobilenetv2_110d.ra_in1k3.17396.82724.58775.4134.522240.875bicubic-87.777-72.963-19
741mnasnet_100.rmsp_in1k3.12096.88024.22775.7734.382240.875bicubic-87.390-73.243-8
742tinynet_c.in1k3.09396.90721.53378.4672.461840.875bicubic-84.677-74.837+25
743tf_efficientnet_lite0.in1k3.08096.92022.90777.0934.652240.875bicubic-87.960-74.683-25
744skresnet183.01396.98722.80077.20011.962240.875bicubic-86.647-74.430+5
745vgg19_bn2.94797.05323.48076.520143.682240.875bilinear-87.133-74.100-5
746resnet342.92097.08023.68076.32021.802240.875bilinear-88.210-73.940-31
747tf_mobilenetv3_large_075.in1k2.86797.13321.57378.4273.992240.875bilinear-86.813-75.637-1
748tinynet_d.in1k2.86797.13317.81382.1872.341520.875bicubic-81.883-77.367+33
749resnet14t2.78797.21319.26780.73310.082240.950bilinear-86.263-77.353+5
750hrnet_w18_small_v22.72097.28023.69376.30715.602240.875bilinear-88.470-74.207-39
751gluon_resnet34_v1b2.66797.33321.68078.32021.802240.875bicubic-88.293-75.950-31
752vgg16_bn2.65397.34723.77376.227138.372240.875bilinear-87.437-73.597-14
753regnetx_0082.65397.34722.45377.5477.262240.875bicubic-88.397-75.257-35
754vgg162.64097.36020.42779.573138.362240.875bilinear-85.910-76.363+10
755lcnet_100.ra2_in1k2.61397.38720.89379.1072.952240.875bicubic-86.177-75.967+6
756resnet18d2.60097.40021.61378.38711.712240.875bicubic-86.680-75.537-5
757tv_densenet1212.56097.44022.66777.3337.982240.875bicubic-88.330-74.913-33
758repvgg_b02.54797.45324.01375.98715.822240.875bilinear-88.883-73.977-54
759regnetx_0062.50797.49320.65379.3476.202240.875bicubic-87.843-76.777-24
760legacy_seresnet182.49397.50720.08079.92011.782240.875bicubic-86.387-76.610-2
761resnet262.48097.52022.98777.01316.002240.875bicubic-88.630-74.753-45
762lcnet_075.ra2_in1k2.32097.68017.12082.8802.362240.875bicubic-83.670-78.560+16
763mobilenetv3_small_075.lamb_in1k2.30797.69315.92084.0802.042240.875bicubic-80.733-78.180+24
764mobilenetv2_100.ra_in1k2.14797.85319.90780.0933.502240.875bicubic-87.453-77.233-14
765regnety_0022.14797.85318.88081.1203.162240.875bicubic-85.233-77.710+5
766vgg192.10797.89320.73379.267143.672240.875bilinear-86.933-76.137-11
767vgg13_bn2.09397.90720.30779.693133.052240.875bilinear-86.667-76.663-5
768tf_mobilenetv3_small_100.in1k2.01397.98715.86784.1332.542240.875bilinear-83.177-79.903+12
769mobilenetv3_small_100.lamb_in1k2.00098.00017.08082.9202.542240.875bicubic-83.220-78.540+10
770tf_mobilenetv3_small_075.in1k2.00098.00014.81385.1872.042240.875bilinear-81.520-79.977+16
771regnetx_0041.96098.04019.17380.8275.162240.875bicubic-86.940-77.947-14
772tv_resnet341.86798.13320.00080.00021.802240.875bilinear-88.073-77.340-28
773vgg131.86798.13317.96082.040133.052240.875bilinear-85.183-78.3600
774tinynet_e.in1k1.85398.14714.02785.9732.041060.875bicubic-77.047-78.533+16
775mobilenetv3_small_050.lamb_in1k1.84098.16012.50787.4931.592240.875bicubic-75.150-78.793+16
776lcnet_050.ra2_in1k1.81398.18713.88086.1201.882240.875bicubic-79.967-79.830+12
777dla46x_c1.76098.24016.48083.5201.072240.875bilinear-82.490-78.790+6
778mnasnet_small.lamb_in1k1.76098.24015.09384.9072.032240.875bicubic-82.680-80.087+4
779resnet10t1.73398.26715.81384.1875.442240.950bilinear-84.467-79.837-3
780vgg11_bn1.72098.28018.09381.907132.872240.875bilinear-85.780-78.727-12
781tf_mobilenetv3_large_minimal_100.in1k1.62798.37317.12082.8803.922240.875bilinear-87.343-79.740-25
782dla60x_c1.61398.38718.04081.9601.322240.875bilinear-84.677-78.120-7
783mobilenetv2_050.lamb_in1k1.61398.38714.20085.8001.972240.875bicubic-82.277-80.520+1
784vgg111.56098.44016.22783.773132.862240.875bilinear-84.990-80.053-10
785gluon_resnet18_v1b1.54798.45316.61383.38711.692240.875bicubic-86.853-80.067-20
786hrnet_w18_small1.53398.46718.12081.88013.192240.875bilinear-87.517-78.990-33
787dla46_c1.52098.48015.26784.7331.302240.875bilinear-82.130-79.653-2
788regnetx_0021.37398.62715.02784.9732.682240.875bicubic-84.817-80.953-11
789resnet181.16098.84016.21383.78711.692240.875bilinear-86.230-80.077-20
790tf_mobilenetv3_small_minimal_100.in1k1.01398.98711.49388.5072.042240.875bilinear-80.367-82.177-1
791tv_resnet500.000100.00014.45385.54725.562240.875bilinear-91.880-83.587-101