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

48 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2tf_efficientnet_l2_ns84.76015.24096.1473.853480.318000.960bicubic-13.790-3.673+1
3tf_efficientnet_l2_ns_47583.40016.60095.4534.547480.314750.936bicubic-15.100-4.377+2
4beit_large_patch16_51281.64018.36094.8935.107305.675121.000bicubic-16.920-4.947-2
5beit_large_patch16_38479.13320.86794.2805.720305.003841.000bicubic-19.387-5.540-1
6vit_large_patch16_38471.22728.77389.85310.147304.723841.000bicubic-26.983-9.947+2
7convnext_xlarge_384_in22ft1k70.81329.18790.3879.613350.203841.000bicubic-27.537-9.413-1
8swin_large_patch4_window12_38469.61330.38789.57310.427196.743841.000bicubic-28.427-10.117+2
9beit_large_patch16_22468.52031.48089.56010.440304.432240.900bicubic-29.660-10.2000
10convnext_large_384_in22ft1k68.00032.00089.22710.773197.773841.000bicubic-30.220-10.503-3
11tf_efficientnet_b7_ns67.04032.96088.66711.33366.356000.949bicubic-30.870-11.053+2
12tf_efficientnetv2_xl_in21ft1k67.00033.00086.86713.133208.125121.000bicubic-30.650-12.623+9
13tf_efficientnetv2_l_in21ft1k66.32033.68087.84012.160118.524801.000bicubic-31.380-11.830+6
14beit_base_patch16_38465.89334.10788.50711.49386.743841.000bicubic-31.917-11.193+4
15convnext_base_384_in22ft1k64.96035.04087.82712.17388.593841.000bicubic-32.990-11.823-4
16swin_base_patch4_window12_38464.44035.56087.49312.50787.903841.000bicubic-33.450-12.217-2
17vit_base_patch16_38463.68036.32086.70713.29386.863841.000bicubic-34.160-12.963-1
18convnext_xlarge_in22ft1k62.61337.38786.00014.000350.202240.875bicubic-35.307-13.680-6
19cait_m48_44862.33337.66786.45313.547356.464481.000bicubic-35.147-13.097+14
20tf_efficientnet_b6_ns62.26737.73385.17314.82743.045280.942bicubic-35.363-14.407+3
21vit_large_r50_s32_38461.49338.50783.96016.040329.093841.000bicubic-36.367-15.710-6
22tf_efficientnetv2_m_in21ft1k61.37338.62785.40014.60054.144801.000bicubic-36.107-14.130+12
23ig_resnext101_32x48d61.02738.97383.32016.680828.412240.875bilinear-36.593-16.390+1
24swin_large_patch4_window7_22460.92039.08085.86714.133196.532240.900bicubic-36.730-13.713-4
25resnetv2_152x4_bitm60.78739.21383.56016.440936.534801.000bilinear-36.703-16.050+7
26tf_efficientnet_b5_ns60.32039.68084.46715.53330.394560.934bicubic-37.180-15.163+5
27xcit_large_24_p8_384_dist59.88040.12085.48014.520188.933841.000bicubic-37.640-14.060+2
28convnext_large_in22ft1k59.77340.22784.00016.000197.772240.875bicubic-38.057-15.690-11
29dm_nfnet_f659.17340.82782.33317.667438.365760.956bicubic-38.427-17.217-4
30vit_base_patch8_22458.93341.06782.73317.26786.582240.900bicubic-38.647-16.937-3
31dm_nfnet_f558.57341.42782.77317.227377.215440.954bicubic-38.967-16.797-3
32dm_nfnet_f458.12041.88081.97318.027316.075120.951bicubic-39.460-17.537-6
33ig_resnext101_32x32d58.05341.94780.60019.400468.532240.875bilinear-39.317-19.080+4
34cait_m36_38457.81342.18784.81315.187271.223841.000bicubic-39.587-14.697+2
35xcit_medium_24_p8_384_dist56.70743.29383.40016.60084.323841.000bicubic-40.583-16.110+5
36dm_nfnet_f355.81344.18780.94719.053254.924160.940bicubic-41.537-18.613+2
37vit_large_patch16_22455.61344.38780.08019.920304.332240.900bicubic-42.027-19.510-15
38vit_base_r50_s16_38454.64045.36081.22718.77398.953841.000bicubic-42.540-18.333+12
39convnext_base_in22ft1k54.54745.45382.14717.85388.592240.875bicubic-42.923-17.463-4
40cait_s36_38454.40045.60081.36018.64068.373841.000bicubic-42.930-18.170-1
41xcit_small_24_p8_384_dist54.25345.74781.53318.46747.633841.000bicubic-42.987-18.077+3
42resnetv2_101x3_bitm54.02745.97381.02718.973387.934481.000bilinear-42.963-18.463+21
43resnetv2_152x2_bitm54.01345.98782.01317.987236.344481.000bilinear-42.997-17.577+18
44tf_efficientnetv2_l53.17346.82779.14720.853118.524801.000bicubic-44.107-20.403-3
45ig_resnext101_32x16d53.09346.90776.93323.067194.032240.875bilinear-43.717-22.667+29
46xcit_large_24_p16_384_dist52.84047.16081.82718.173189.103841.000bicubic-44.680-17.653-16
47swin_base_patch4_window7_22451.42748.57379.98720.01387.772240.900bicubic-45.823-19.543-4
48swsl_resnext101_32x8d51.22748.77378.24021.76088.792240.875bilinear-45.973-21.260-2
49tf_efficientnet_b4_ns51.22748.77379.18720.81319.343800.922bicubic-45.723-20.393+17
50resnetv2_152x2_bit_teacher_38451.18748.81378.48021.520236.343841.000bicubic-45.643-20.970+23
51beit_base_patch16_22450.68049.32079.69320.30786.532240.900bicubic-46.410-19.817+4
52xcit_small_12_p8_384_dist50.57349.42779.58720.41326.213841.000bicubic-46.657-19.893-7
53cait_s24_38449.72050.28078.74721.25347.063841.000bicubic-47.350-20.683+5
54xcit_medium_24_p16_384_dist49.33350.66779.82720.17384.403841.000bicubic-47.947-19.633-13
55deit_base_distilled_patch16_38449.33350.66779.24020.76087.633841.000bicubic-47.627-20.240+11
56tf_efficientnet_b848.94751.05377.24022.76087.416720.954bicubic-48.253-22.300-8
57dm_nfnet_f248.92051.08077.13322.867193.783520.920bicubic-48.100-22.307+3
58tf_efficientnetv2_s_in21ft1k48.50751.49377.89322.10721.463841.000bicubic-48.213-21.527+23
59resnest269e48.20051.80074.33325.667110.934160.928bicubic-48.320-25.017+44
60xcit_large_24_p8_224_dist48.12051.88079.10720.893188.932241.000bicubic-48.950-20.313-1
61regnetz_e847.82752.17376.20023.80057.703201.000bicubic-49.373-23.300-12
62resnetv2_50x3_bitm47.28052.72077.33322.667217.324481.000bilinear-49.430-22.217+20
63xcit_large_24_p8_22447.16052.84074.40025.600188.932241.000bicubic-49.250-24.580+46
64xcit_small_24_p16_384_dist46.96053.04077.18722.81347.673841.000bicubic-50.160-22.273-12
65tf_efficientnet_b8_ap46.89353.10776.50723.49387.416720.954bicubic-50.217-23.153-12
66efficientnetv2_rw_m46.28053.72075.72024.28053.244161.000bicubic-50.700-23.810-2
67swsl_resnext101_32x16d46.14753.85372.25327.747194.032240.875bilinear-50.453-27.277+28
68vit_small_patch16_38445.92054.08076.70723.29322.203841.000bicubic-50.770-22.773+18
69ecaresnet269d45.88054.12075.13324.867102.093521.000bicubic-51.200-24.337-13
70vit_small_r26_s32_38445.73354.26776.08023.92036.473841.000bicubic-50.947-23.490+17
71tf_efficientnetv2_m45.53354.46774.54725.45354.144801.000bicubic-51.607-24.863-20
72tf_efficientnet_b7_ap45.37354.62774.21325.78766.356000.949bicubic-51.827-25.357-25
73dm_nfnet_f145.32054.68074.10725.893132.633200.910bicubic-51.590-25.303-3
74ig_resnext101_32x8d45.29354.70770.85329.14788.792240.875bilinear-51.017-28.577+44
75xcit_medium_24_p8_224_dist45.21354.78776.72023.28084.322241.000bicubic-51.707-22.670-6
76eca_nfnet_l244.96055.04075.89324.10756.723841.000bicubic-52.130-23.717-22
77crossvit_18_dagger_40844.30755.69373.84026.16044.614081.000bicubic-52.223-25.420+24
78resnest200e44.13355.86773.46726.53370.203200.909bicubic-52.477-25.883+15
79cait_xs24_38443.94756.05375.17324.82726.673841.000bicubic-52.603-24.247+19
80tresnet_xl_44843.46756.53372.44027.56078.444480.875bilinear-52.503-26.590+59
81xcit_small_12_p16_384_dist43.29356.70773.86726.13326.253841.000bicubic-53.637-25.533-14
82vit_base_patch16_22443.25356.74772.90727.09386.572240.900bicubic-53.627-26.623-11
83resnetrs42043.14756.85370.44029.560191.894161.000bicubic-53.773-29.020-15
84xcit_medium_24_p8_22443.09356.90770.36029.64084.322241.000bicubic-53.017-28.530+48
85tf_efficientnet_b742.94757.05373.13326.86766.356000.949bicubic-54.063-26.387-23
86xcit_tiny_24_p8_384_dist42.45357.54772.86727.13312.113841.000bicubic-54.087-26.453+14
87crossvit_15_dagger_40841.90758.09372.08027.92028.504081.000bicubic-54.483-27.080+24
88xcit_small_24_p8_224_dist41.89358.10773.68026.32047.632241.000bicubic-54.977-25.800-16
89xcit_small_24_p8_22441.74758.25371.01328.98747.632241.000bicubic-54.653-28.137+21
90vit_large_r50_s32_22441.65358.34770.24029.760328.992240.900bicubic-55.137-29.110-14
91swsl_resnext101_32x4d41.54758.45371.76028.24044.182240.875bilinear-54.893-27.540+17
92convnext_large41.41358.58773.29326.707197.772240.875bicubic-55.357-26.017-15
93tf_efficientnet_b6_ap40.80059.20071.62728.37343.045280.942bicubic-56.280-27.993-36
94resmlp_big_24_224_in22ft1k40.37359.62774.77325.227129.142240.875bicubic-56.247-24.737-2
95tresnet_l_44840.21359.78769.89330.10755.994480.875bilinear-55.647-29.317+53
96deit_base_patch16_38440.17359.82770.76029.24086.863841.000bicubic-55.977-28.380+30
97resnetrs35039.94760.05368.92031.080163.963841.000bicubic-56.813-30.450-18
98regnetz_d839.93360.06771.64028.36023.373201.000bicubic-56.687-27.810-7
99resnetv2_101x1_bitm38.93361.06771.04028.96044.544481.000bilinear-57.167-28.240+35
100vit_large_patch32_38438.93361.06768.92031.080306.633841.000bicubic-56.897-30.230+52
101xcit_small_12_p8_224_dist38.21361.78771.29328.70726.212241.000bicubic-58.487-28.097-17
102resnet200d38.14761.85368.61331.38764.693201.000bicubic-58.573-30.717-22
103xcit_large_24_p16_224_dist37.68062.32071.58728.413189.102241.000bicubic-59.120-27.763-28
104seresnet152d37.65362.34769.48030.52066.843201.000bicubic-59.117-29.970-26
105xcit_small_12_p8_22437.53362.46768.21331.78726.212241.000bicubic-58.577-30.947+27
106eca_nfnet_l137.53362.46770.94729.05341.413201.000bicubic-59.167-28.343-22
107twins_svt_large37.21362.78769.25330.74799.272240.900bicubic-59.057-29.917+13
108regnetz_d3237.14762.85370.48029.52027.583200.950bicubic-59.453-28.900-14
109vit_base_patch32_38437.09362.90769.77330.22788.303841.000bicubic-59.397-29.637-5
110efficientnetv2_rw_s36.78763.21368.32031.68023.943841.000bicubic-59.753-31.040-11
111regnety_16036.78763.21369.09330.90783.592881.000bicubic-59.563-30.237+4
112convnext_base36.69363.30770.30729.69388.592240.875bicubic-59.747-29.163-5
113cait_xxs36_38436.24063.76067.81332.18717.373841.000bicubic-59.610-31.277+38
114jx_nest_base36.06763.93366.77333.22767.722240.875bicubic-60.173-32.437+7
115pit_b_distilled_22435.62764.37369.12030.88074.792240.900bicubic-61.043-30.250-25
116tf_efficientnet_b3_ns35.52064.48067.76032.24012.233000.904bicubic-60.870-31.590-4
117tf_efficientnet_b635.21364.78767.73332.26743.045280.942bicubic-61.457-31.617-29
118resnetrs27035.04064.96065.48034.520129.863521.000bicubic-61.650-33.870-33
119tf_efficientnet_b5_ap34.80065.20067.48032.52030.394560.934bicubic-61.870-31.980-30
120xcit_tiny_12_p8_384_dist34.64065.36066.29333.7076.713841.000bicubic-61.440-32.847+17
121vit_base_patch16_224_miil34.52065.48064.98735.01386.542240.875bilinear-61.920-34.243-15
122xcit_medium_24_p16_224_dist34.33365.66767.89332.10784.402241.000bicubic-62.257-31.377-26
123resnet152d34.32065.68065.90734.09360.213201.000bicubic-62.040-33.483-9
124tresnet_m_44834.10765.89364.50735.49331.394480.875bilinear-60.883-34.473+102
125resmlp_big_24_distilled_22434.06765.93369.58730.413129.142240.875bicubic-62.383-29.723-20
126xcit_tiny_24_p16_384_dist33.82766.17365.34734.65312.123841.000bicubic-62.103-33.873+17
127twins_pcpvt_large33.41366.58767.94732.05360.992240.900bicubic-62.737-31.233+2
128twins_svt_base33.17366.82765.77334.22756.072240.900bicubic-62.987-33.287-3
129pit_b_22433.14766.85362.33337.66773.762240.900bicubic-62.493-36.857+38
130resnetv2_152x2_bit_teacher33.05366.94764.26735.733236.342240.875bicubic-63.047-35.003+5
131swsl_resnext50_32x4d33.02766.97365.06734.93325.032240.875bilinear-62.833-34.183+18
132xcit_large_24_p16_22432.77367.22762.13337.867189.102241.000bicubic-62.647-36.487+57
133ssl_resnext101_32x16d32.65367.34764.02735.973194.032240.875bilinear-63.137-35.153+22
134swin_small_patch4_window7_22432.60067.40065.46734.53349.612240.900bicubic-63.310-33.553+10
135jx_nest_small32.26767.73363.72036.28038.352240.875bicubic-63.703-35.410+6
136tf_efficientnet_b531.82768.17365.28034.72030.394560.934bicubic-64.523-34.030-20
137resnest101e31.40068.60064.36035.64048.282560.875bilinear-64.460-34.760+13
138crossvit_base_24031.33368.66761.28038.720105.032400.875bicubic-64.187-37.540+40
139convnext_small31.24068.76066.09333.90750.222240.875bicubic-64.930-33.187-15
140cait_s24_22431.21368.78764.56035.44046.922241.000bicubic-65.167-34.590-27
141efficientnet_b430.84069.16064.60035.40019.343841.000bicubic-65.310-34.590-13
142resnetrs20030.77369.22763.32036.68093.213201.000bicubic-65.757-36.030-40
143crossvit_18_24030.58769.41361.96038.04043.272400.875bicubic-64.853-36.830+40
144dm_nfnet_f030.54769.45362.86737.13371.492560.900bicubic-65.603-36.383-17
145crossvit_18_dagger_24030.52069.48061.82738.17344.272400.875bicubic-65.050-37.233+25
146xcit_small_24_p16_224_dist30.42769.57364.70735.29347.672241.000bicubic-65.783-34.503-24
147xcit_medium_24_p16_22430.18769.81359.33340.66784.402241.000bicubic-65.343-39.797+27
148cait_xxs24_38430.02769.97363.92036.08012.033841.000bicubic-65.253-35.040+49
149twins_pcpvt_base29.96070.04064.58735.41343.832240.900bicubic-65.830-34.543+7
150swsl_resnet5029.84070.16063.85336.14725.562240.875bilinear-65.560-35.437+41
151deit_base_distilled_patch16_22429.60070.40064.44035.56087.342240.900bicubic-66.490-34.750-15
152convit_base29.54770.45361.78738.21386.542240.875bicubic-66.003-37.083+19
153ssl_resnext101_32x8d29.12070.88061.01338.98788.792240.875bilinear-66.370-38.107+28
154tf_efficientnetv2_s29.04070.96061.22738.77321.463841.000bicubic-67.300-37.973-37
155resnet101d28.98771.01362.04037.96044.573201.000bicubic-67.313-37.190-36
156resnetrs15228.92071.08060.50739.49386.623201.000bicubic-67.660-38.733-59
157regnetz_c1628.90771.09363.34736.65313.463200.940bicubic-66.893-35.753-3
158xcit_tiny_24_p8_224_dist28.73371.26761.40038.60012.112241.000bicubic-67.077-37.810-5
159xcit_tiny_24_p8_22428.70771.29360.44039.56012.112241.000bicubic-66.963-38.610+6
160crossvit_15_dagger_24028.53371.46760.32039.68028.212400.875bicubic-67.157-38.510+3
161xcit_small_24_p16_22428.34771.65358.82741.17347.672241.000bicubic-67.183-40.223+14
162coat_lite_small27.54772.45358.54741.45319.842240.900bicubic-67.993-40.313+11
163deit_base_patch16_22427.45372.54758.89341.10786.572240.900bicubic-67.987-39.947+21
164resnetv2_50x1_bitm27.29372.70762.86737.13325.554481.000bilinear-67.717-36.193+60
165xcit_small_12_p16_224_dist27.12072.88059.81340.18726.252241.000bicubic-68.910-39.327-27
166vit_small_patch16_22427.02772.97359.17340.82722.052240.900bicubic-68.343-39.977+26
167tf_efficientnet_b426.29373.70760.10739.89319.343800.922bicubic-69.607-39.063-21
168tf_efficientnet_b4_ap26.25373.74760.21339.78719.343800.922bicubic-69.917-38.897-45
169nfnet_l026.22773.77361.76038.24035.072881.000bicubic-69.893-37.480-39
170regnety_03226.21373.78760.98739.01319.442881.000bicubic-69.757-38.203-30
171ecaresnet50t26.10773.89360.04039.96025.573200.950bicubic-69.403-39.080+8
172fbnetv3_g26.09373.90761.04038.96016.622880.950bilinear-69.417-37.950+8
173ecaresnet101d26.02773.97359.00041.00044.572240.875bicubic-69.503-39.740+3
174visformer_small25.84074.16058.88041.12040.222240.900bicubic-69.640-40.020+8
175halo2botnet50ts_25625.57374.42756.84043.16022.642560.950bicubic-69.847-42.170+13
176coat_mini25.49374.50757.69342.30710.342240.900bicubic-69.477-41.087+51
177crossvit_15_24025.46774.53357.57342.42727.532400.875bicubic-69.673-41.357+30
178xcit_small_12_p16_22425.13374.86756.04043.96026.252241.000bicubic-70.287-42.800+12
179resnetv2_50x1_bit_distilled25.10774.89359.64040.36025.552240.875bicubic-71.013-39.640-48
180convit_small25.09374.90757.28042.72027.782240.875bicubic-70.107-41.620+21
181gc_efficientnetv2_rw_t25.04074.96057.70742.29313.682881.000bicubic-70.700-41.313-22
182eca_nfnet_l024.82775.17360.09339.90724.142881.000bicubic-71.123-39.117-40
183tnt_s_patch16_22424.74775.25358.17341.82723.762240.900bicubic-70.293-40.667+37
184xcit_tiny_12_p16_384_dist24.44075.56057.08042.9206.723841.000bicubic-70.690-41.770+24
185efficientnetv2_rw_t24.33375.66757.40042.60013.652881.000bicubic-71.277-41.670-16
186convnext_tiny24.25375.74759.18740.81328.592240.875bicubic-71.297-39.833-14
187ssl_resnext101_32x4d24.18775.81357.40042.60044.182240.875bilinear-71.253-41.730-2
188twins_svt_small24.12075.88057.14742.85324.062240.900bicubic-71.080-41.733+14
189vit_small_r26_s32_22424.06775.93356.18743.81336.432240.900bicubic-71.573-42.483-23
190tf_efficientnet_b2_ns24.01375.98757.29342.7079.112600.890bicubic-71.757-41.827-32
191vit_small_patch32_38423.77376.22757.29342.70722.923841.000bicubic-71.277-41.697+27
192lamhalobotnet50ts_25623.58776.41355.29344.70722.572560.950bicubic-71.563-43.587+14
193resnet15223.53376.46753.68046.32060.192240.950bicubic-72.367-45.400-48
194nasnetalarge23.48076.52055.01344.98788.753310.911bicubic-72.200-43.917-30
195crossvit_small_24023.44076.56056.82743.17326.862400.875bicubic-71.390-42.193+44
196levit_38423.41376.58756.37343.62739.132240.900bicubic-72.117-42.387-19
197pnasnet5large23.33376.66753.64046.36086.063310.911bicubic-72.377-45.280-35
198efficientnet_b323.21376.78755.93344.06712.233201.000bicubic-72.497-43.107-37
199jx_nest_tiny23.17376.82756.22743.77317.062240.875bicubic-72.077-42.753-1
200resnet61q22.98777.01355.76044.24036.852881.000bicubic-72.793-43.230-43
201halonet50ts22.89377.10753.98746.01322.732560.940bicubic-72.267-44.783+3
202resmlp_big_24_22422.85377.14754.30745.693129.142240.875bicubic-71.817-44.173+47
203twins_pcpvt_small22.70777.29356.86743.13324.112240.900bicubic-72.503-42.013-3
204vit_base_patch32_22422.38777.61354.01345.98788.222240.900bicubic-72.613-45.017+21
205pit_s_distilled_22422.34777.65357.08042.92024.042240.900bicubic-72.893-41.970-6
206xcit_tiny_12_p8_224_dist22.06777.93354.30745.6936.712241.000bicubic-73.023-44.603+6
207tresnet_m21.68078.32053.85346.14731.392240.875bilinear-74.040-45.177-47
208convmixer_1536_2021.20078.80055.52044.48051.632240.960bicubic-73.860-43.510+9
209swin_tiny_patch4_window7_22421.14778.85355.98744.01328.292240.900bicubic-73.983-43.0330
210pit_s_22421.10778.89353.56046.44023.462240.900bicubic-73.483-45.140+46
211xcit_tiny_12_p8_22421.01378.98752.44047.5606.712241.000bicubic-73.677-46.390+37
212resnet51q20.96079.04055.69344.30735.702881.000bilinear-74.910-43.427-65
213regnetz_b1620.94779.05353.84046.1609.722880.940bicubic-74.123-45.210+2
214resnetrs10120.86779.13352.81347.18763.622880.940bicubic-74.563-46.217-27
215sebotnet33ts_25620.76079.24048.80051.20013.702560.940bicubic-73.810-49.700+43
216deit_small_distilled_patch16_22420.70779.29355.13344.86722.442240.900bicubic-74.003-43.897+30
217resnest50d_4s2x40d20.37379.62752.82747.17330.422240.875bicubic-74.587-46.243+11
218ssl_resnext50_32x4d20.02779.97353.61346.38725.032240.875bilinear-74.843-45.277+17
219haloregnetz_b20.00080.00050.00050.00011.682240.940bicubic-74.700-48.660+28
220resnetv2_10119.90780.09349.18750.81344.542240.950bicubic-75.723-49.803-52
221xcit_nano_12_p8_384_dist19.81380.18750.54749.4533.053841.000bicubic-73.707-47.993+143
222tresnet_xl19.64080.36053.14746.85378.442240.875bilinear-75.800-45.903-36
223gluon_senet15419.33380.66747.56052.440115.092240.875bicubic-75.587-51.200+7
224resnet10119.33380.66749.61350.38744.552240.950bicubic-76.027-49.247-31
225levit_25619.20080.80050.06749.93318.892240.900bicubic-75.820-48.823-3
226rexnet_20019.20080.80052.72047.28016.372240.875bicubic-75.750-46.290+3
227repvgg_b319.13380.86750.29349.707123.092240.875bilinear-75.437-48.487+30
228lambda_resnet50ts19.12080.88049.30750.69321.542560.950bicubic-75.670-49.153+12
229legacy_senet15419.04080.96047.96052.040115.092240.875bilinear-76.030-50.870-15
230mixer_b16_224_miil19.02780.97351.25348.74759.882240.875bilinear-76.273-47.627-35
231gluon_seresnext101_64x4d18.93381.06749.16050.84088.232240.875bicubic-75.987-49.670+1
232deit_small_patch16_22418.92081.08051.41348.58722.052240.900bicubic-75.470-47.277+49
233tf_efficientnet_b1_ns18.69381.30751.69348.3077.792400.882bicubic-76.477-47.427-30
234seresnext50_32x4d18.37381.62750.97349.02727.562240.875bicubic-76.657-47.907-13
235cait_xxs36_22418.25381.74749.44050.56017.302241.000bicubic-76.007-49.280+57
236ecaresnet50d18.24081.76051.84048.16025.582240.875bicubic-76.390-46.920+17
237sehalonet33ts18.24081.76047.80052.20013.692560.940bicubic-76.530-50.770+5
238tf_efficientnet_lite418.14781.85350.72049.28013.013800.920bilinear-76.743-48.300-5
239vit_tiny_patch16_38418.02781.97350.33349.6675.793841.000bicubic-75.623-48.267+115
240resnest50d_1s4x24d17.69382.30749.78750.21325.682240.875bicubic-77.057-49.193+3
241gluon_seresnext101_32x4d17.37382.62746.37353.62748.962240.875bicubic-77.547-52.437-10
242resnest50d17.37382.62750.73349.26727.482240.875bilinear-77.477-48.147-5
243efficientnet_el17.33382.66750.01349.98710.593000.904bicubic-77.787-48.967-33
244inception_v417.26782.73345.93354.06742.682990.875bicubic-77.113-52.647+38
245tf_efficientnet_b3_ap17.21382.78749.68050.32012.233000.904bicubic-78.107-49.220-51
246xcit_tiny_24_p16_224_dist17.17382.82747.48052.52012.122241.000bicubic-77.357-51.300+19
247xception7117.00083.00045.53354.46742.342990.903bicubic-77.280-53.107+44
248tf_efficientnet_b316.98783.01349.26750.73312.233000.904bicubic-78.033-49.643-25
249gluon_resnext101_64x4d16.88083.12044.17355.82783.462240.875bicubic-77.780-54.477+2
250resmlp_36_distilled_22416.88083.12051.48048.52044.692240.875bicubic-78.000-47.360-16
251tf_efficientnetv2_b316.65383.34748.68051.32014.363000.904bicubic-78.507-50.140-46
252tresnet_l16.60083.40049.92050.08055.992240.875bilinear-78.690-49.090-56
253inception_resnet_v216.57383.42744.94755.05355.842990.897bicubic-77.967-53.663+11
254gluon_resnet152_v1d16.56083.44044.26755.73360.212240.875bicubic-78.180-54.473-10
255gluon_resnet152_v1s16.56083.44044.52055.48060.322240.875bicubic-78.480-54.410-36
256gmlp_s16_22416.54783.45345.12054.88019.422240.875bicubic-77.603-53.380+53
257resmlp_24_distilled_22416.45383.54750.38749.61330.022240.875bicubic-78.007-48.383+18
258gluon_xception6516.42783.57346.05353.94739.922990.903bicubic-77.833-52.517+35
259gcresnet50t16.36083.64048.21351.78725.902560.900bicubic-78.500-50.587-23
260xcit_tiny_24_p16_22416.32083.68045.97354.02712.122241.000bicubic-77.750-52.537+58
261wide_resnet50_216.30783.69348.41351.58768.882240.875bicubic-78.763-50.557-46
262gernet_l16.30783.69347.20052.80031.082560.875bilinear-78.793-51.700-50
263ens_adv_inception_resnet_v216.24083.76043.65356.34755.842990.897bicubic-77.920-54.947+44
264repvgg_b3g416.24083.76047.64052.36083.832240.875bilinear-78.280-51.330+2
265gcresnext50ts16.21383.78746.53353.46715.672560.900bicubic-78.277-52.137+3
266xception6516.04083.96043.77356.22739.922990.903bicubic-77.720-54.597+78
267ssl_resnet5015.92084.08049.41350.58725.562240.875bilinear-78.530-49.507+9
268regnety_32015.62784.37344.82755.173145.052240.875bicubic-78.913-53.803-7
269ecaresnet101d_pruned15.60084.40048.02751.97324.882240.875bicubic-79.480-50.953-56
270convmixer_768_3215.53384.46747.96052.04021.112240.960bicubic-78.967-50.890-3
271ecaresnet26t15.46784.53347.93352.06716.013200.950bicubic-78.843-50.787+17
272coat_tiny15.40084.60045.64054.3605.502240.900bicubic-78.190-52.780+87
273skresnext50_32x4d15.36084.64044.50755.49327.482240.875bicubic-78.900-53.953+22
274cait_xxs24_22415.16084.84044.92055.08011.962241.000bicubic-78.440-53.520+83
275ecaresnetlight15.16084.84045.81354.18730.162240.875bicubic-79.610-52.987-34
276levit_19214.89385.10744.97355.02710.952240.900bicubic-79.277-53.707+30
277rexnet_15014.72085.28046.93353.0679.732240.875bicubic-79.760-51.857-6
278resnext50_32x4d14.53385.46744.17355.82725.032240.950bicubic-80.007-54.617-16
279coat_lite_mini14.48085.52044.52055.48011.012240.900bicubic-79.580-54.030+40
280efficientnet_el_pruned14.46785.53346.06753.93310.593000.904bicubic-79.933-52.673-1
281efficientnet_b214.44085.56046.08053.9209.112881.000bicubic-80.170-52.630-26
282seresnet33ts14.42785.57346.16053.84019.782560.900bicubic-80.423-52.630-44
283legacy_seresnext101_32x4d14.14785.85343.00057.00048.962240.875bilinear-80.213-55.6500
284seresnet5014.14785.85345.52054.48028.092240.875bicubic-80.403-53.230-24
285fbnetv3_d14.12085.88046.45353.54710.312560.950bilinear-79.810-52.287+44
286eca_resnet33ts14.10785.89347.38752.61319.682560.900bicubic-80.083-51.383+16
287gernet_m14.08085.92046.05353.94721.142240.875bilinear-80.540-52.807-33
288gluon_resnext101_32x4d13.86786.13341.66758.33344.182240.875bicubic-80.673-57.183-25
289gcresnet33ts13.76086.24045.04054.96019.882560.900bicubic-80.710-53.730-16
290gluon_seresnext50_32x4d13.61386.38743.73356.26727.562240.875bicubic-80.717-54.877-4
291resmlp_36_22413.50786.49346.69353.30744.692240.875bicubic-80.693-51.967+9
292resnet50_gn13.45386.54742.74757.25325.562240.940bicubic-80.907-55.963-8
293repvgg_b2g413.42786.57343.84056.16061.762240.875bilinear-80.413-54.750+43
294eca_botnext26ts_25613.36086.64042.17357.82710.592560.950bicubic-80.420-56.327+48
295regnetx_32013.33386.66740.70759.293107.812240.875bicubic-81.127-58.033-22
296ese_vovnet39b13.33386.66743.81356.18724.572240.875bicubic-80.757-54.847+21
297pit_xs_distilled_22413.26786.73344.56055.44011.002240.900bicubic-80.553-54.110+42
298efficientnet_b3_pruned13.17386.82745.21354.7879.863000.904bicubic-81.457-53.677-46
299gluon_resnet101_v1d13.17386.82741.50758.49344.572240.875bicubic-81.067-57.143-2
300mixnet_xl13.10786.89343.25356.74711.902240.875bicubic-81.083-55.087+3
301nf_regnet_b112.94787.05344.40055.60010.222880.900bicubic-81.173-54.340+13
302eca_halonext26ts12.93387.06742.76057.24010.762560.940bicubic-81.117-55.740+18
303pit_xs_22412.81387.18742.82757.17310.622240.900bicubic-80.297-55.493+93
304gluon_inception_v312.64087.36040.50759.49323.832990.875bicubic-80.820-58.063+67
305crossvit_9_dagger_24012.56087.44041.78758.2138.782400.875bicubic-80.330-56.443+103
306coat_lite_tiny12.54787.45341.14758.8535.722240.900bicubic-80.683-57.113+83
307resmlp_24_22412.49387.50743.42756.57330.022240.875bicubic-81.527-54.903+15
308regnety_12012.40087.60042.20057.80051.822240.875bicubic-82.080-56.610-38
309efficientnet_em12.36087.64043.86756.1336.902400.882bicubic-81.470-54.943+28
310cspdarknet5312.02787.97343.26756.73327.642560.887bilinear-82.633-55.533-60
311hrnet_w6412.01387.98740.80059.200128.062240.875bilinear-81.997-57.820+12
312xcit_tiny_12_p16_224_dist11.97388.02740.12059.8806.722241.000bicubic-81.427-58.370+65
313gluon_resnet101_v1s11.88088.12040.98759.01344.672240.875bicubic-82.840-57.833-68
314gmixer_24_22411.86788.13337.78762.21324.722240.875bicubic-80.963-60.093+96
315nf_resnet5011.76088.24045.94754.05325.562880.940bicubic-82.790-52.843-56
316fbnetv3_b11.74788.25344.38755.6138.602560.950bilinear-82.213-54.243+10
317resnet50d11.70788.29342.45357.54725.582240.875bicubic-82.553-56.267-23
318dpn9211.62788.37340.29359.70737.672240.875bicubic-82.603-58.437-20
319xception4111.60088.40039.14760.85326.972990.903bicubic-81.830-59.283+54
320botnet26t_25611.58788.41340.13359.86712.492560.950bicubic-81.913-58.227+46
321dla102x211.56088.44041.32058.68041.282240.875bilinear-82.400-57.160+4
322vit_small_patch32_22411.48088.52039.54760.45322.882240.900bicubic-80.560-58.683+134
323levit_12811.44088.56040.22759.7739.212240.900bicubic-81.890-58.153+57
324regnety_08011.41388.58740.61359.38739.182240.875bicubic-82.757-57.937-19
325lambda_resnet26t11.37388.62740.20059.80010.962560.940bicubic-82.457-58.450+13
326efficientnet_b2_pruned11.34788.65342.02757.9738.312600.890bicubic-82.793-56.503-16
327tf_efficientnet_el11.34788.65342.05357.94710.593000.904bicubic-83.053-56.657-47
328xcit_nano_12_p16_384_dist11.25388.74739.86760.1333.053841.000bicubic-80.577-58.153+142
329halonet26t11.13388.86738.80061.20012.482560.950bicubic-82.887-59.700-8
330gluon_resnet152_v1c11.09388.90737.12062.88060.212240.875bicubic-83.067-61.520-22
331vit_tiny_r_s16_p8_38411.08088.92040.00060.0006.363841.000bicubic-80.960-58.290+126
332hrnet_w4811.06788.93340.32059.68077.472240.875bilinear-82.853-58.290-2
333dpn10711.05388.94738.62761.37386.922240.875bicubic-83.247-59.843-44
334tf_efficientnetv2_b211.02788.97339.76060.24010.102600.890bicubic-83.393-58.810-56
335ecaresnet50d_pruned11.01388.98741.94758.05319.942240.875bicubic-83.207-56.783-36
336adv_inception_v311.00089.00036.72063.28023.832990.875bicubic-81.890-61.420+71
337xcit_tiny_12_p16_22410.97389.02737.02762.9736.722241.000bicubic-81.527-61.213+97
338resnetv2_5010.96089.04039.34760.65325.552240.950bicubic-83.480-59.393-61
339tf_efficientnet_b0_ns10.93389.06740.06759.9335.292240.875bicubic-82.697-58.573+16
340tf_inception_v310.82789.17336.84063.16023.832990.875bicubic-82.493-61.190+44
341xcit_nano_12_p8_224_dist10.78789.21338.13361.8673.052241.000bicubic-81.313-60.027+113
342dpn13110.72089.28037.18762.81379.252240.875bicubic-83.270-61.533-18
343tf_efficientnet_b2_ap10.53389.46740.10759.8939.112600.890bicubic-83.957-58.513-74
344resnext50d_32x4d10.40089.60039.73360.26725.052240.875bicubic-83.780-58.837-40
345rexnet_13010.40089.60041.56058.4407.562240.875bicubic-83.500-56.840-13
346hrnet_w4410.33389.66739.49360.50767.062240.875bilinear-83.217-59.207+14
347xcit_nano_12_p8_22410.28089.72037.00063.0003.052241.000bicubic-80.730-60.800+144
348lambda_resnet26rpt_25610.25389.74738.09361.90710.992560.940bicubic-83.457-60.417+2
349resnext101_32x8d10.17389.82737.80062.20088.792240.875bilinear-83.647-60.780-9
350dpn9810.14789.85336.61363.38761.572240.875bicubic-83.963-61.967-35
351regnetx_16010.14789.85338.00062.00054.282240.875bicubic-83.973-60.630-38
352cspresnext5010.13389.86740.30759.69320.572240.875bilinear-84.337-58.373-80
353resnet5010.12089.88037.94762.05325.562240.950bicubic-84.210-60.493-66
354legacy_seresnext50_32x4d10.09389.90739.18760.81327.562240.875bilinear-83.637-59.393-6
355resnetrs5010.05389.94737.50762.49335.692240.910bicubic-84.247-61.133-65
356inception_v310.02789.97335.21364.78723.832990.875bicubic-82.693-62.757+65
357efficientnet_b110.00090.00037.56062.4407.792561.000bicubic-83.250-60.730+31
358xception9.96090.04038.04061.96022.862990.897bicubic-83.510-60.490+12
359regnety_0649.94790.05339.09360.90730.582240.875bicubic-84.193-59.637-48
360dpn68b9.78790.21338.02761.97312.612240.875bicubic-83.903-60.493-9
361gluon_resnet152_v1b9.74790.25336.06763.93360.192240.875bicubic-84.333-62.393-44
362tf_efficientnet_lite39.66790.33338.98761.0138.203000.904bilinear-84.533-59.653-61
363tf_efficientnet_b29.65390.34738.88061.1209.112600.890bicubic-84.707-59.730-78
364tf_efficientnet_cc_b1_8e9.58790.41336.77363.22739.722400.882bicubic-84.323-61.487-33
365res2net101_26w_4s9.52090.48035.02764.97345.212240.875bilinear-84.230-63.283-19
366legacy_seresnet1529.33390.66737.41362.58766.822240.875bilinear-84.067-60.927+10
367cspresnet509.26790.73339.62760.37321.622560.887bilinear-84.473-59.013-20
368hrnet_w409.24090.76036.89363.10757.562240.875bilinear-84.250-61.8370
369resnet33ts9.24090.76038.68061.32019.682560.900bicubic-84.360-59.860-11
370regnetx_1209.18790.81337.18762.81346.112240.875bicubic-85.053-61.373-74
371seresnext26d_32x4d9.16090.84036.82763.17316.812240.875bicubic-83.530-61.323+52
372crossvit_tiny_2409.10790.89334.58765.4137.012400.875bicubic-81.143-63.003+136
373resnest26d9.08090.92037.84062.16017.072240.875bilinear-84.240-60.190+10
374vit_tiny_patch16_2249.06790.93334.60065.4005.722240.900bicubic-82.693-63.440+98
375regnety_0409.01390.98737.04062.96020.652240.875bicubic-84.847-61.610-40
376vit_base_patch16_224_sam8.98791.01336.16063.84086.572240.900bicubic-85.153-62.510-64
377gluon_resnext50_32x4d8.97391.02736.30763.69325.032240.875bicubic-84.837-62.103-36
378rexnet_1008.90791.09336.37363.6274.802240.875bicubic-84.123-62.017+21
379seresnext26t_32x4d8.89391.10736.92063.08016.812240.875bicubic-83.927-61.450+34
380bat_resnext26ts8.86791.13336.41363.58710.732560.900bicubic-84.463-61.937-1
381mobilenetv3_large_100_miil8.85391.14733.00067.0005.482240.875bilinear-83.407-64.640+66
382mixnet_l8.84091.16036.20063.8007.332240.875bicubic-84.610-62.020-10
383convit_tiny8.81391.18734.36065.6405.712240.875bicubic-81.827-63.380+120
384resnet32ts8.76091.24037.21362.78717.962560.900bicubic-84.710-61.277-15
385levit_128s8.72091.28033.12066.8807.782240.900bicubic-83.240-64.940+76
386gcresnext26ts8.69391.30735.72064.28010.482560.900bicubic-84.087-62.540+29
387dla1698.64091.36036.04063.96053.392240.875bilinear-84.700-62.550-9
388mixer_b16_2248.60091.40029.40070.60059.882240.875bicubic-83.260-67.850+79
389hrnet_w308.58791.41337.04062.96037.712240.875bilinear-84.603-61.370+1
390legacy_seresnet1018.54791.45336.00064.00049.332240.875bilinear-84.753-62.510-4
391tf_efficientnet_b1_ap8.45391.54735.25364.7477.792400.882bicubic-85.237-63.107-39
392repvgg_b28.42791.57336.45363.54789.022240.875bilinear-85.063-62.127-25
393resmlp_12_distilled_2248.30791.69336.85363.14715.352240.875bicubic-84.523-61.287+18
394crossvit_9_2408.26791.73334.10765.8938.552400.875bicubic-82.373-63.633+108
395resnetblur508.25391.74737.36062.64025.562240.875bicubic-85.697-61.220-68
396dla102x8.20091.80037.01362.98726.312240.875bilinear-85.320-61.497-33
397eca_resnext26ts8.08091.92035.96064.04010.302560.900bicubic-84.530-62.300+32
398hrnet_w328.04091.96037.50762.49341.232240.875bilinear-85.490-60.953-36
399gluon_resnet101_v1c7.98792.01333.37366.62744.572240.875bicubic-85.673-65.047-46
400gluon_resnet50_v1d7.93392.06735.00065.00025.582240.875bicubic-85.837-63.390-57
401res2net50_26w_8s7.85392.14733.74766.25348.402240.875bilinear-85.557-64.533-27
402dla60_res2next7.78792.21334.97365.02717.032240.875bilinear-85.393-63.437-10
403densenetblur121d7.73392.26734.74765.2538.002240.875bicubic-84.177-63.323+61
404deit_tiny_distilled_patch16_2247.69392.30733.56066.4405.912240.900bicubic-83.017-64.010+95
405tf_efficientnetv2_b17.69392.30734.62765.3738.142400.882bicubic-86.247-63.993-77
406dla60_res2net7.56092.44034.62765.37320.852240.875bilinear-85.620-63.793-15
407efficientnet_b1_pruned7.44092.56034.53365.4676.332400.882bicubic-85.330-63.507+9
408wide_resnet101_27.36092.64034.13365.867126.892240.875bilinear-86.360-64.407-59
409regnetx_0647.34792.65334.34765.65326.212240.875bicubic-86.543-64.283-76
410deit_tiny_patch16_2247.32092.68030.73369.2675.722240.900bicubic-82.350-66.707+109
411gluon_resnet101_v1b7.25392.74732.76067.24044.552240.875bicubic-86.497-65.620-66
412hardcorenas_e7.24092.76033.32066.6808.072240.875bilinear-85.330-64.790+19
413efficientnet_b07.21392.78734.01365.9875.292240.875bicubic-85.477-64.057+9
414gluon_resnet50_v1s7.21392.78733.50766.49325.682240.875bicubic-86.407-64.953-58
415tf_mixnet_l7.13392.86731.60068.4007.332240.875bicubic-86.187-67.030-34
416tf_efficientnet_b17.13392.86733.04066.9607.792400.882bicubic-86.367-65.260-50
417tf_efficientnet_cc_b0_8e7.12092.88031.78768.21324.012240.875bicubic-85.710-66.393-5
418convmixer_1024_20_ks9_p147.08092.92033.05366.94724.382240.960bicubic-85.340-65.217+21
419seresnext26ts7.05392.94734.92065.08010.392560.900bicubic-85.637-63.370+5
420resmlp_12_2247.00093.00033.93366.06715.352240.875bicubic-85.210-64.227+30
421hardcorenas_f6.82793.17334.12065.8808.202240.875bilinear-86.123-64.040-16
422ese_vovnet19b_dw6.73393.26733.40066.6006.542240.875bicubic-85.547-64.690+23
423selecsls60b6.72093.28033.29366.70732.772240.875bicubic-86.580-64.987-36
424res2net50_26w_6s6.70793.29331.64068.36037.052240.875bilinear-86.703-66.540-49
425efficientnet_es6.68093.32033.84066.1605.442240.875bicubic-86.460-64.580-32
426legacy_seresnext26_32x4d6.62793.37333.24066.76016.792240.875bicubic-86.013-64.890+1
427mixnet_m6.62793.37332.05367.9475.012240.875bicubic-85.803-65.817+11
428pit_ti_distilled_2246.62793.37330.72069.2805.102240.900bicubic-84.273-66.990+68
429tinynet_a6.62793.37332.21367.7876.191920.875bicubic-85.813-65.867+8
430skresnet346.48093.52031.57368.42722.282240.875bicubic-85.910-66.577+12
431repvgg_b16.45393.54733.78766.21357.422240.875bilinear-86.877-64.723-50
432hardcorenas_d6.42793.57332.20067.8007.502240.875bilinear-85.973-65.870+8
433dla60x6.41393.58734.12065.88017.352240.875bilinear-86.707-64.390-39
434resnet34d6.40093.60031.48068.52021.822240.875bicubic-86.280-66.830-9
435regnetx_0806.30793.69332.30767.69339.572240.875bicubic-87.563-66.213-101
436swsl_resnet186.24093.76031.61368.38711.692240.875bilinear-84.450-66.087+65
437legacy_seresnet506.18793.81332.66767.33328.092240.875bilinear-86.773-65.523-33
438resnet26t6.12093.88032.24067.76016.012560.940bicubic-86.630-65.990-20
439pit_ti_2246.10793.89330.25369.7474.852240.900bicubic-83.843-67.197+75
440tv_resnet1526.02793.97332.05367.94760.192240.875bilinear-87.283-66.337-55
441regnetx_0405.97394.02731.58768.41322.122240.875bicubic-87.577-66.963-80
442tf_efficientnet_cc_b0_4e5.97394.02729.60070.40013.312240.875bicubic-86.627-68.480-12
443tf_efficientnetv2_b05.90794.09330.78769.2137.142240.875bicubic-87.203-67.603-46
444dla1025.88094.12032.76067.24033.272240.875bilinear-87.180-65.790-46
445mixer_l16_2245.86794.13318.53381.467208.202240.875bicubic-81.283-74.977+93
446regnety_0165.68094.32030.44069.56011.202240.875bicubic-87.350-67.920-46
447selecsls605.65394.34732.49367.50730.672240.875bicubic-87.367-65.817-45
448hardcorenas_c5.64094.36030.40069.6005.522240.875bilinear-86.380-67.440+11
449res2next505.64094.36030.86769.13324.672240.875bilinear-87.220-67.323-40
450hrnet_w185.48094.52030.94769.05321.302240.875bilinear-86.840-67.303-6
451resnest14d5.46794.53328.56071.44010.612240.875bilinear-86.253-69.310+23
452tf_efficientnet_lite25.36094.64030.89369.1076.092600.890bicubic-87.290-67.337-26
453tf_efficientnet_em5.34794.65331.09368.9076.902400.882bicubic-87.583-67.107-47
454gernet_s5.30794.69330.12069.8808.172240.875bilinear-86.833-68.070-1
455densenet1215.29394.70729.89370.1077.982240.875bicubic-86.287-68.137+20
456tf_efficientnet_b0_ap5.29394.70728.81371.1875.292240.875bicubic-86.907-69.207-5
457repvgg_b1g45.28094.72030.81369.18739.972240.875bilinear-87.700-67.617-54
458xcit_nano_12_p16_224_dist5.21394.78726.56073.4403.052241.000bicubic-84.467-70.530+60
459res2net50_26w_4s5.16094.84029.36070.64025.702240.875bilinear-87.330-68.700-23
460tf_mixnet_m5.08094.92028.13371.8675.012240.875bicubic-87.250-69.757-17
461vit_tiny_r_s16_p8_2245.08094.92027.04072.9606.342240.900bicubic-84.090-70.190+62
462mobilenetv3_large_1005.06794.93328.20071.8005.482240.875bicubic-86.263-69.510+18
463tf_efficientnet_b05.05394.94728.78771.2135.292240.875bicubic-87.207-69.213-15
464res2net50_14w_8s5.04094.96028.77371.22725.062240.875bilinear-87.700-69.407-44
465hardcorenas_b4.94795.05328.12071.8805.182240.875bilinear-86.833-69.660+6
466mixnet_s4.90795.09328.57371.4274.132240.875bicubic-86.923-69.117+3
467mobilenetv3_rw4.90795.09329.85370.1475.482240.875bicubic-86.303-67.807+16
468gluon_resnet50_v1c4.89395.10728.13371.86725.582240.875bicubic-88.137-70.057-67
469hardcorenas_a4.86795.13328.12071.8805.262240.875bilinear-86.483-69.740+10
470regnetx_0324.85395.14730.28069.72015.302240.875bicubic-88.267-68.110-75
471xcit_nano_12_p16_2244.85395.14725.45374.5473.052241.000bicubic-83.757-71.337+60
472tv_resnext50_32x4d4.84095.16030.30769.69325.032240.875bilinear-87.910-67.963-53
473densenet1614.72095.28029.53370.46728.682240.875bicubic-87.770-68.757-38
474tv_resnet1014.70795.29329.34770.65344.552240.875bilinear-88.113-68.903-60
475resnext26ts4.68095.32029.01370.98710.302560.900bicubic-87.190-68.907-9
476selecsls42b4.66795.33328.58771.41332.462240.875bicubic-87.613-69.553-30
477tf_efficientnet_lite14.61395.38728.38771.6135.422400.882bicubic-88.007-69.683-49
478mobilenetv2_120d4.53395.46729.28070.7205.832240.875bicubic-87.867-68.770-37
479vit_base_patch32_224_sam4.33395.66724.38775.61388.222240.900bicubic-85.417-72.613+37
480efficientnet_es_pruned4.21395.78726.53373.4675.442240.875bicubic-86.967-71.217+5
481tinynet_b4.18795.81326.70773.2933.731880.875bicubic-86.743-70.963+13
482fbnetc_1004.13395.86725.93374.0675.572240.875bilinear-86.577-71.277+18
483densenet2014.12095.88027.54772.45320.012240.875bicubic-88.630-70.683-66
484gluon_resnet50_v1b4.12095.88026.92073.08025.562240.875bicubic-88.420-71.250-52
485resnet26d4.04095.96028.50771.49316.012240.875bicubic-88.030-69.463-30
486semnasnet_1003.96096.04026.94773.0533.892240.875bicubic-87.310-70.613-5
487repvgg_a23.94796.05327.24072.76028.212240.875bilinear-87.993-70.910-25
488tf_mixnet_s3.88096.12025.26774.7334.132240.875bicubic-87.630-72.353-12
489dpn683.85396.14726.08073.92012.612240.875bicubic-88.177-71.970-31
490semnasnet_0753.85396.14727.01372.9872.912240.875bicubic-86.227-70.567+22
491regnety_0083.81396.18727.13372.8676.262240.875bicubic-87.907-71.047-18
492tf_efficientnet_es3.81396.18726.09373.9075.442240.875bicubic-88.167-71.777-32
493dla603.77396.22727.97372.02722.042240.875bilinear-88.457-70.137-44
494ssl_resnet183.74796.25325.44074.56011.692240.875bilinear-86.473-72.110+15
495mobilenetv2_1403.72096.28026.78773.2136.112240.875bicubic-88.120-71.063-27
496densenet1693.70796.29325.61374.38714.152240.875bicubic-88.213-72.487-33
497regnetx_0163.62796.37326.29373.7079.192240.875bicubic-88.533-71.917-45
498res2net50_48w_2s3.58796.41326.60073.40025.292240.875bilinear-88.953-71.490-65
499spnasnet_1003.54796.45324.29375.7074.422240.875bilinear-86.803-72.897+8
500tf_mobilenetv3_large_1003.54796.45325.05374.9475.482240.875bilinear-87.693-72.607-18
501regnety_0063.45396.54724.89375.1076.062240.875bicubic-87.927-72.817-23
502legacy_seresnet343.33396.66723.81376.18721.962240.875bilinear-87.567-73.767-7
503efficientnet_lite03.25396.74725.86774.1334.652240.875bicubic-87.877-71.753-17
504dla343.24096.76023.57376.42715.742240.875bilinear-87.530-74.087-6
505ghostnet_1003.21396.78724.85375.1475.182240.875bilinear-86.817-72.517+8
506regnety_0043.20096.80022.65377.3474.342240.875bicubic-87.290-74.887-1
507mobilenetv2_110d3.17396.82724.58775.4134.522240.875bicubic-87.787-72.973-14
508mnasnet_1003.12096.88024.22775.7734.382240.875bicubic-87.390-73.243-4
509tinynet_c3.10796.89321.52078.4802.461840.875bicubic-84.663-74.850+25
510tf_efficientnet_lite03.09396.90722.93377.0674.652240.875bicubic-87.957-74.657-20
511skresnet183.00097.00022.81377.18711.962240.875bicubic-86.660-74.417+9
512vgg19_bn2.94797.05323.48076.520143.682240.875bilinear-87.133-73.950-1
513resnet342.92097.08023.68076.32021.802240.875bilinear-88.210-73.940-26
514tf_mobilenetv3_large_0752.86797.13321.58778.4133.992240.875bilinear-86.813-75.623+3
515tinynet_d2.86797.13317.78782.2132.341520.875bicubic-81.883-77.393+30
516hrnet_w18_small_v22.70797.29323.70776.29315.602240.875bilinear-88.483-74.193-32
517gluon_resnet34_v1b2.66797.33321.66778.33321.802240.875bicubic-88.293-75.973-25
518regnetx_0082.65397.34722.46777.5337.262240.875bicubic-88.397-75.243-29
519vgg16_bn2.65397.34723.78776.213138.372240.875bilinear-87.437-73.583-9
520vgg162.62797.37320.42779.573138.362240.875bilinear-85.923-76.363+12
521lcnet_1002.61397.38720.88079.1202.952240.875bicubic-86.177-75.850+8
522resnet18d2.60097.40021.60078.40011.712240.875bicubic-86.670-75.5400
523tv_densenet1212.56097.44022.66777.3337.982240.875bicubic-88.330-75.043-26
524repvgg_b02.54797.45324.02775.97315.822240.875bilinear-88.873-73.963-47
525regnetx_0062.52097.48020.62779.3736.202240.875bicubic-87.830-76.803-19
526legacy_seresnet182.49397.50720.08079.92011.782240.875bicubic-86.387-76.900+2
527resnet262.48097.52023.02776.97316.002240.875bicubic-88.640-74.723-39
528lcnet_0752.32097.68017.14782.8532.362240.875bicubic-83.670-78.533+15
529regnety_0022.16097.84018.89381.1073.162240.875bicubic-85.220-77.697+8
530mobilenetv2_1002.14797.85319.90780.0933.502240.875bicubic-87.463-77.243-9
531vgg192.10797.89320.74779.253143.672240.875bilinear-86.933-76.123-6
532vgg13_bn2.09397.90720.30779.693133.052240.875bilinear-86.667-76.663-2
533mnasnet_small2.04097.96014.97385.0272.032240.875bicubic-81.950-79.947+14
534tf_mobilenetv3_small_1002.01397.98715.85384.1472.542240.875bilinear-83.197-79.917+10
535tf_mobilenetv3_small_0752.00098.00014.81385.1872.042240.875bilinear-81.510-79.987+15
536regnetx_0041.96098.04019.17380.8275.162240.875bicubic-86.940-77.947-9
537vgg131.86798.13317.96082.040133.052240.875bilinear-85.183-78.360+1
538tv_resnet341.86798.13320.00080.00021.802240.875bilinear-88.063-77.340-22
539tinynet_e1.85398.14714.01385.9872.041060.875bicubic-77.047-78.547+14
540lcnet_0501.81398.18713.88086.1201.882240.875bicubic-79.967-79.830+11
541dla46x_c1.76098.24016.48083.5201.072240.875bilinear-82.490-78.790+5
542vgg11_bn1.72098.28018.09381.907132.872240.875bilinear-85.780-78.727-7
543tf_mobilenetv3_large_minimal_1001.62798.37317.13382.8673.922240.875bilinear-87.333-79.727-17
544dla60x_c1.61398.38718.04081.9601.322240.875bilinear-84.677-78.120-3
545mobilenetv2_0501.61398.38714.20085.8001.972240.875bicubic-82.277-80.510+3
546vgg111.56098.44016.22783.773132.862240.875bilinear-84.990-80.053-6
547gluon_resnet18_v1b1.54798.45316.61383.38711.692240.875bicubic-86.853-80.067-14
548hrnet_w18_small1.54798.45318.14781.85313.192240.875bilinear-87.503-78.963-24
549dla46_c1.50798.49315.26784.7331.302240.875bilinear-82.143-79.6530
550regnetx_0021.37398.62715.02784.9732.682240.875bicubic-84.817-80.953-8
551resnet181.16098.84016.22783.77311.692240.875bilinear-86.230-80.063-15
552tf_mobilenetv3_small_minimal_1001.01398.98711.49388.5072.042240.875bilinear-80.367-82.1770
553tv_resnet500.000100.00014.45385.54725.562240.875bilinear-91.880-83.587-88