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

58 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_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_51281.65318.34794.8805.120305.675121.000bicubic-16.907-4.960-2
5deit3_large_patch16_384_in21ft1k79.21320.78793.6276.373304.763841.000bicubic-19.247-6.133+1
6beit_large_patch16_38479.12020.88094.2805.720305.003841.000bicubic-19.400-5.540-2
7swinv2_large_window12to24_192to384_22kft1k73.86726.13391.7478.253196.743841.000bicubic-24.283-7.943+6
8deit3_base_patch16_384_in21ft1k71.28028.72089.94710.05386.883841.000bicubic-26.550-9.743+15
9swinv2_base_window12to24_192to384_22kft1k71.26728.73391.2808.72087.923841.000bicubic-26.873-8.500+5
10vit_large_patch16_38471.22728.77389.85310.147304.723841.000bicubic-26.993-9.947-1
11convnext_xlarge_384_in22ft1k70.78729.21390.4009.600350.203841.000bicubic-27.563-9.400-4
12deit3_huge_patch14_224_in21ft1k70.22729.77390.7209.280632.132241.000bicubic-27.943-9.010-1
13volo_d5_51269.65330.34790.4139.587296.095121.150bicubic-28.117-9.257+13
14swin_large_patch4_window12_38469.61330.38789.57310.427196.743841.000bicubic-28.427-10.117+1
15deit3_large_patch16_224_in21ft1k68.70731.29390.0139.987304.372241.000bicubic-29.463-9.747-3
16beit_large_patch16_22468.50731.49389.57310.427304.432240.900bicubic-29.673-10.187-6
17volo_d5_44868.10731.89389.70710.293295.914481.150bicubic-29.653-9.913+10
18convnext_large_384_in22ft1k67.94732.05389.20010.800197.773841.000bicubic-30.273-10.530-10
19swinv2_large_window12to16_192to256_22kft1k67.28032.72088.01311.987196.742560.900bicubic-30.580-11.637+1
20tf_efficientnet_b7_ns67.08032.92088.64011.36066.356000.949bicubic-30.840-11.080-2
21tf_efficientnetv2_xl_in21ft1k67.00033.00086.86713.133208.125121.000bicubic-30.660-12.623+9
22volo_d4_44866.68033.32088.98711.013193.414481.150bicubic-30.990-10.623+7
23tf_efficientnetv2_l_in21ft1k66.32033.68087.84012.160118.524801.000bicubic-31.380-11.830+5
24beit_base_patch16_38465.88034.12088.50711.49386.743841.000bicubic-31.940-11.193+1
25volo_d3_44865.42734.57387.56012.44086.634481.000bicubic-32.123-11.990+14
26convnext_base_384_in22ft1k65.00035.00087.86712.13388.593841.000bicubic-32.950-11.783-10
27swin_base_patch4_window12_38464.46735.53387.49312.50787.903841.000bicubic-33.423-12.217-8
28vit_base_patch16_38463.69336.30786.70713.29386.863841.000bicubic-34.147-12.963-6
29swinv2_base_window12to16_192to256_22kft1k63.22736.77387.49312.50787.922560.900bicubic-34.423-12.227+3
30convnext_xlarge_in22ft1k62.62737.37386.00014.000350.202240.875bicubic-35.293-13.680-13
31cait_m48_44862.34737.65386.45313.547356.464481.000bicubic-35.133-13.097+15
32tf_efficientnet_b6_ns62.26737.73385.17314.82743.045280.942bicubic-35.363-14.407+2
33vit_large_r50_s32_38461.49338.50783.96016.040329.093841.000bicubic-36.367-15.710-12
34tf_efficientnetv2_m_in21ft1k61.38738.61385.41314.58754.144801.000bicubic-36.093-14.117+13
35ig_resnext101_32x48d61.01338.98783.33316.667828.412240.875bilinear-36.607-16.3670
36swin_large_patch4_window7_22460.90739.09385.86714.133196.532240.900bicubic-36.743-13.713-5
37resnetv2_152x4_bitm60.78739.21383.56016.440936.534801.000bilinear-36.703-16.040+7
38deit3_large_patch16_38460.50739.49385.70714.293304.763841.000bicubic-36.913-13.913+12
39tf_efficientnet_b5_ns60.29339.70784.48015.52030.394560.934bicubic-37.207-15.150+4
40xcit_large_24_p8_384_dist59.88040.12085.48014.520188.933841.000bicubic-37.640-14.060+1
41convnext_large_in22ft1k59.77340.22784.04015.960197.772240.875bicubic-38.057-15.640-17
42dm_nfnet_f659.17340.82782.33317.667438.365760.956bicubic-38.427-17.217-6
43vit_base_patch8_22458.92041.08082.73317.26786.582240.900bicubic-38.660-16.937-5
44volo_d2_38458.60041.40084.25315.74758.873841.000bicubic-38.710-15.347+12
45dm_nfnet_f558.56041.44082.77317.227377.215440.954bicubic-38.980-16.797-5
46dm_nfnet_f458.13341.86781.97318.027316.075120.951bicubic-39.447-17.537-9
47ig_resnext101_32x32d58.04041.96080.61319.387468.532240.875bilinear-39.330-19.067+6
48cait_m36_38457.81342.18784.82715.173271.223841.000bicubic-39.587-14.683+3
49deit3_base_patch16_224_in21ft1k57.25342.74783.52016.48086.592241.000bicubic-40.237-16.090-4
50volo_d5_22457.12042.88082.72017.280295.462240.960bicubic-40.270-16.850+2
51deit3_small_patch16_384_in21ft1k57.06742.93383.08016.92022.213841.000bicubic-40.063-16.420+19
52xcit_medium_24_p8_384_dist56.69343.30783.40016.60084.323841.000bicubic-40.597-16.110+6
53convnext_small_384_in22ft1k56.18743.81383.76016.24050.223841.000bicubic-41.273-15.820-4
54dm_nfnet_f355.82744.17380.94719.053254.924160.940bicubic-41.523-18.6130
55vit_large_patch16_22455.62744.37380.08019.920304.332240.900bicubic-42.013-19.510-22
56convnext_base_in22ft1k54.62745.37382.17317.82788.592240.875bicubic-42.843-17.427-8
57vit_base_r50_s16_38454.62745.37381.21318.78798.953841.000bicubic-42.553-18.347+11
58cait_s36_38454.38745.61381.36018.64068.373841.000bicubic-42.943-18.170-3
59volo_d1_38454.33345.66780.97319.02726.783841.000bicubic-42.577-18.437+35
60deit3_huge_patch14_22454.32045.68082.09317.907632.132240.900bicubic-42.570-17.387+37
61xcit_small_24_p8_384_dist54.26745.73381.53318.46747.633841.000bicubic-42.973-18.077+1
62resnetv2_101x3_bitm54.02745.97381.04018.960387.934481.000bilinear-42.963-18.370+23
63resnetv2_152x2_bitm54.01345.98782.01317.987236.344481.000bilinear-42.997-17.577+19
64deit3_base_patch16_38453.42746.57380.57319.42786.883841.000bicubic-43.593-18.817+16
65tf_efficientnetv2_l53.17346.82779.14720.853118.524801.000bicubic-44.107-20.403-6
66ig_resnext101_32x16d53.09346.90776.93323.067194.032240.875bilinear-43.717-22.667+36
67volo_d4_22452.93347.06780.44019.560192.962240.960bicubic-44.367-19.080-10
68xcit_large_24_p16_384_dist52.84047.16081.82718.173189.103841.000bicubic-44.680-17.653-26
69swin_base_patch4_window7_22451.42748.57379.97320.02787.772240.900bicubic-45.823-19.557-8
70tf_efficientnet_b4_ns51.25348.74779.17320.82719.343800.922bicubic-45.697-20.407+20
71swsl_resnext101_32x8d51.22748.77378.24021.76088.792240.875bilinear-45.973-21.300-5
72resnetv2_152x2_bit_teacher_38451.17348.82778.48021.520236.343841.000bicubic-45.657-20.970+29
73beit_base_patch16_22450.70749.29379.69320.30786.532240.900bicubic-46.383-19.9170
74xcit_small_12_p8_384_dist50.58749.41379.60020.40026.213841.000bicubic-46.643-19.880-11
75volo_d3_22450.25349.74778.17321.82786.332240.960bicubic-46.837-21.2970
76cait_s24_38449.73350.26778.73321.26747.063841.000bicubic-47.337-20.697+2
77xcit_medium_24_p16_384_dist49.33350.66779.85320.14784.403841.000bicubic-47.947-19.607-17
78deit_base_distilled_patch16_38449.32050.68079.25320.74787.633841.000bicubic-47.640-20.227+10
79tf_efficientnet_b848.96051.04077.24022.76087.416720.954bicubic-48.240-22.330-14
80dm_nfnet_f248.92051.08077.14722.853193.783520.920bicubic-48.100-22.293+1
81deit3_large_patch16_22448.62751.37378.13321.867304.372240.900bicubic-48.313-21.207+10
82tf_efficientnetv2_s_in21ft1k48.50751.49377.89322.10721.463841.000bicubic-48.213-21.527+29
83resnest269e48.20051.80074.33325.667110.934160.928bicubic-48.320-25.017+57
84xcit_large_24_p8_224_dist48.12051.88079.10720.893188.932241.000bicubic-48.950-20.313-5
85regnetz_e847.82752.17376.20023.80057.703201.000bicubic-49.373-23.300-18
86resnetv2_50x3_bitm47.28052.72077.33322.667217.324481.000bilinear-49.430-22.217+27
87xcit_large_24_p8_22447.16052.84074.40025.600188.932241.000bicubic-49.250-24.960+61
88xcit_small_24_p16_384_dist46.94753.05377.16022.84047.673841.000bicubic-50.173-22.290-17
89tf_efficientnet_b8_ap46.89353.10776.50723.49387.416720.954bicubic-50.217-23.153-17
90efficientnetv2_rw_m46.28053.72075.68024.32053.244161.000bicubic-50.700-23.860-3
91swinv2_base_window16_25646.26753.73375.18724.81387.922560.900bicubic-50.493-24.183+17
92swsl_resnext101_32x16d46.13353.86772.25327.747194.032240.875bilinear-50.467-27.277+39
93volo_d2_22446.08053.92075.25324.74758.682240.960bicubic-50.920-24.137-9
94vit_small_patch16_38445.92054.08076.70723.29322.203841.000bicubic-50.780-22.663+22
95ecaresnet269d45.88054.12075.13324.867102.093521.000bicubic-51.200-24.487-18
96vit_small_r26_s32_38445.73354.26776.05323.94736.473841.000bicubic-50.947-23.527+25
97tf_efficientnetv2_m45.53354.46774.53325.46754.144801.000bicubic-51.607-24.877-28
98tf_efficientnet_b7_ap45.37354.62774.21325.78766.356000.949bicubic-51.827-25.287-34
99dm_nfnet_f145.32054.68074.10725.893132.633200.910bicubic-51.590-25.413-3
100ig_resnext101_32x8d45.29354.70770.85329.14788.792240.875bilinear-51.017-28.577+60
101xcit_medium_24_p8_224_dist45.21354.78776.72023.28084.322241.000bicubic-51.707-22.670-8
102eca_nfnet_l244.96055.04075.89324.10756.723841.000bicubic-52.130-23.617-28
103convnext_tiny_384_in22ft1k44.84055.16076.68023.32028.593841.000bicubic-52.040-22.790-5
104convnext_small_in22ft1k44.81355.18777.37322.62750.222240.875bicubic-52.177-22.117-18
105crossvit_18_dagger_40844.29355.70773.82726.17344.614081.000bicubic-52.237-25.433+33
106resnest200e44.13355.86773.46726.53370.203200.909bicubic-52.477-25.973+22
107cait_xs24_38443.94756.05375.16024.84026.673841.000bicubic-52.593-24.110+29
108seresnextaa101d_32x8d43.94756.05373.40026.60093.592881.000bicubic-53.003-25.990-19
109resnetrs20043.74756.25372.81327.18793.213201.000bicubic-52.953-26.477+8
110tresnet_xl_44843.46756.53372.45327.54778.444480.875bilinear-52.503-26.737+88
111xcit_small_12_p16_384_dist43.26756.73373.88026.12026.253841.000bicubic-53.663-25.520-19
112vit_base_patch16_22443.25356.74772.89327.10786.572240.900bicubic-53.627-26.637-13
113resnetrs42043.14756.85370.46729.533191.894161.000bicubic-53.763-28.993-18
114xcit_medium_24_p8_22443.09356.90770.34729.65384.322241.000bicubic-53.017-28.543+72
115tf_efficientnet_b742.96057.04073.13326.86766.356000.949bicubic-54.050-26.387-32
116xcit_tiny_24_p8_384_dist42.46757.53372.86727.13312.113841.000bicubic-54.083-26.453+18
117swinv2_small_window16_25642.29357.70772.92027.08049.732560.900bicubic-54.167-26.280+26
118crossvit_15_dagger_40841.90758.09372.06727.93328.504081.000bicubic-54.483-27.093+33
119xcit_small_24_p8_224_dist41.89358.10773.68026.32047.632241.000bicubic-54.977-25.800-19
120xcit_small_24_p8_22441.77358.22771.01328.98747.632241.000bicubic-54.627-28.137+29
121vit_large_r50_s32_22441.65358.34770.25329.747328.992240.900bicubic-55.137-29.097-17
122swsl_resnext101_32x4d41.56058.44071.74728.25344.182240.875bilinear-54.870-27.723+24
123swinv2_base_window8_25641.50758.49372.44027.56087.922560.900bicubic-55.033-26.920+12
124convnext_large41.37358.62773.29326.707197.772240.875bicubic-55.387-26.057-15
125deit3_small_patch16_224_in21ft1k41.24058.76071.93328.06722.062241.000bicubic-55.420-27.3970
126seresnext101d_32x8d41.13358.86770.88029.12093.592881.000bicubic-55.577-28.480-14
127tf_efficientnet_b6_ap40.81359.18771.62728.37343.045280.942bicubic-56.267-27.843-51
128resmlp_big_24_224_in22ft1k40.37359.62774.78725.213129.142240.875bicubic-56.247-24.663-2
129deit3_small_patch16_38440.30759.69370.33329.66722.213841.000bicubic-55.893-28.957+42
130tresnet_l_44840.21359.78769.90730.09355.994480.875bilinear-55.647-29.343+78
131deit_base_patch16_38440.17359.82770.76029.24086.863841.000bicubic-55.977-28.420+49
132regnetz_d8_evos40.09359.90772.18727.81323.463200.950bicubic-56.517-27.163-3
133regnetz_040h40.00060.00071.33328.66728.943201.000bicubic-56.710-28.167-18
134resnetrs35039.94760.05368.93331.067163.963841.000bicubic-56.813-30.367-27
135regnetz_d839.93360.06771.64028.36023.373201.000bicubic-56.687-27.870-8
136swin_s3_base_22439.78760.21370.49329.50771.132240.900bicubic-56.463-28.647+30
137seresnext101_32x8d39.54760.45369.46730.53393.572881.000bicubic-57.223-29.983-32
138deit3_base_patch16_22439.20060.80071.02728.97386.592240.900bicubic-57.100-28.153+23
139volo_d1_22438.94761.05370.26729.73326.632240.960bicubic-57.383-29.043+20
140vit_large_patch32_38438.93361.06768.94731.053306.633841.000bicubic-56.897-30.203+73
141resnetv2_101x1_bitm38.93361.06771.04028.96044.544481.000bilinear-57.167-28.230+48
142regnetz_04038.73361.26770.41329.58727.123201.000bicubic-57.977-29.057-28
143xcit_small_12_p8_224_dist38.21361.78771.28028.72026.212241.000bicubic-58.477-28.110-24
144resnet200d38.14761.85368.62731.37364.693201.000bicubic-58.573-30.703-34
145swinv2_small_window8_25637.78762.21369.86730.13349.732560.900bicubic-58.503-29.343+18
146xcit_large_24_p16_224_dist37.68062.32071.58728.413189.102241.000bicubic-59.120-27.763-43
147seresnet152d37.65362.34769.48030.52066.843201.000bicubic-59.117-29.870-41
148eca_nfnet_l137.53362.46770.96029.04041.413201.000bicubic-59.167-28.520-30
149xcit_small_12_p8_22437.53362.46768.21331.78726.212241.000bicubic-58.577-30.947+38
150twins_svt_large37.21362.78769.22730.77399.272240.900bicubic-59.057-29.943+14
151regnetz_d3237.13362.86770.48029.52027.583200.950bicubic-59.467-28.900-21
152vit_base_patch32_38437.10762.89369.78730.21388.303841.000bicubic-59.383-29.623-11
153regnety_06437.00063.00068.18731.81330.582881.000bicubic-59.360-31.0430
154swin_s3_small_22436.86763.13368.21331.78749.742240.900bicubic-59.363-30.877+13
155efficientnetv2_rw_s36.81363.18768.32031.68023.943841.000bicubic-59.727-31.100-18
156regnety_16036.78763.21369.10730.89383.592881.000bicubic-59.563-30.223-1
157convnext_base36.74763.25370.41329.58788.592240.875bicubic-59.723-28.817-15
158resnext101_64x4d36.72063.28066.65333.34783.462881.000bicubic-59.360-32.587+33
159convnext_tiny_in22ft1k36.26763.73369.56030.44028.592240.875bicubic-59.953-29.780+9
160cait_xxs36_38436.25363.74767.80032.20017.373841.000bicubic-59.587-31.290+52
161jx_nest_base36.06763.93366.76033.24067.722240.875bicubic-60.183-32.450+4
162pit_b_distilled_22435.62764.37369.12030.88074.792240.900bicubic-61.043-30.230-39
163regnety_08035.56064.44067.24032.76039.182881.000bicubic-60.970-32.080-24
164sequencer2d_l35.56064.44067.33332.66754.302240.875bicubic-60.580-31.827+18
165tf_efficientnet_b3_ns35.50764.49367.74732.25312.233000.904bicubic-60.883-31.603-15
166tf_efficientnet_b635.22764.77367.72032.28043.045280.942bicubic-61.443-31.650-42
167resnetrs27035.00065.00065.48034.520129.863521.000bicubic-61.690-33.870-47
168tf_efficientnet_b5_ap34.80065.20067.46732.53330.394560.934bicubic-61.880-31.993-46
169xcit_tiny_12_p8_384_dist34.65365.34766.28033.7206.713841.000bicubic-61.427-32.860+23
170vit_base_patch16_224_miil34.52065.48065.00035.00086.542240.875bilinear-61.930-34.300-26
171xcit_medium_24_p16_224_dist34.32065.68067.89332.10784.402241.000bicubic-62.270-31.377-39
172resnet152d34.30765.69365.90734.09360.213201.000bicubic-62.053-33.483-18
173tresnet_m_44834.10765.89364.50735.49331.394480.875bilinear-60.883-34.473+144
174resmlp_big_24_distilled_22434.06765.93369.60030.400129.142240.875bicubic-62.383-29.710-29
175regnetv_06433.98766.01367.86732.13330.582881.000bicubic-62.423-31.113-28
176xcit_tiny_24_p16_384_dist33.82766.17365.38734.61312.123841.000bicubic-62.093-33.833+27
177twins_pcpvt_large33.41366.58767.93332.06760.992240.900bicubic-62.737-31.207+1
178twins_svt_base33.17366.82765.77334.22756.072240.900bicubic-62.987-33.287-2
179pit_b_22433.16066.84062.34737.65373.762240.900bicubic-62.480-36.843+51
180resnetv2_152x2_bit_teacher33.05366.94764.25335.747236.342240.875bicubic-63.047-35.027+8
181swsl_resnext50_32x4d33.02766.97365.08034.92025.032240.875bilinear-62.833-34.040+30
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194resnest101e31.40068.60064.34735.65348.282560.875bilinear-64.460-34.833+16
195crossvit_base_24031.34768.65361.29338.707105.032400.875bicubic-64.173-37.527+50
196regnetv_04031.33368.66764.66735.33320.642881.000bicubic-64.857-34.663-24
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202sequencer2d_m30.60069.40062.93337.06738.312240.875bicubic-65.210-36.177+12
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206xcit_medium_24_p16_22430.18769.81359.33340.66784.402241.000bicubic-65.343-39.797+35
207cait_xxs24_38430.04069.96063.92036.08012.033841.000bicubic-65.240-35.040+69
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212deit_base_distilled_patch16_22429.60070.40064.44035.56087.342240.900bicubic-66.490-34.750-22
213convit_base29.50770.49361.76038.24086.542240.875bicubic-66.043-37.110+25
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217xception65p28.98771.01359.92040.08039.822990.940bicubic-67.223-39.260-48
218resnet101d28.98771.01362.04037.96044.573201.000bicubic-67.313-37.190-56
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226coat_lite_small27.54772.45358.56041.44019.842240.900bicubic-67.993-40.300+14
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228vit_relpos_base_patch16_22427.34772.65361.14738.85386.432240.900bicubic-68.223-37.883+8
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231vit_small_patch16_22427.01372.98759.18740.81322.052240.900bicubic-68.357-39.963+39
232sequencer2d_s26.81373.18760.61339.38727.652240.875bicubic-69.177-38.437-35
233mobilevitv2_200_in22ft1k26.68073.32059.37340.62718.452560.888bicubic-68.480-39.577+55
234swin_s3_tiny_22426.52073.48060.32039.68028.332240.900bicubic-68.640-38.620+53
235swinv2_tiny_window8_25626.41373.58760.56039.44028.352560.900bicubic-69.087-38.560+16
236tf_efficientnet_b426.32073.68060.10739.89319.343800.922bicubic-69.580-39.063-30
237tf_efficientnet_b4_ap26.24073.76060.21339.78719.343800.922bicubic-69.920-39.067-60
238deit3_small_patch16_22426.21373.78754.41345.58722.062240.900bicubic-68.787-44.047+77
239nfnet_l026.21373.78761.72038.28035.072881.000bicubic-69.907-37.520-55
240regnety_03226.20073.80060.97339.02719.442881.000bicubic-69.770-38.157-41
241fbnetv3_g26.12073.88061.06738.93316.622880.950bilinear-69.390-37.923+6
242ecaresnet50t26.12073.88059.98740.01325.573200.950bicubic-69.390-39.133+7
243mobilevitv2_175_in22ft1k26.04073.96058.45341.54714.252560.888bicubic-69.190-40.337+37
244ecaresnet101d26.04073.96059.00041.00044.572240.875bicubic-69.490-39.7700
245visformer_small25.84074.16058.90741.09340.222240.900bicubic-69.630-39.993+9
246halo2botnet50ts_25625.58774.41356.85343.14722.642560.950bicubic-69.833-41.767+16
247coat_mini25.49374.50757.70742.29310.342240.900bicubic-69.477-41.073+71
248crossvit_15_24025.45374.54757.54742.45327.532400.875bicubic-69.697-41.383+44
249vit_relpos_medium_patch16_rpn_22425.45374.54758.62741.37338.732240.900bicubic-70.057-40.453-1
250vit_srelpos_medium_patch16_22425.38774.61358.48041.52038.742240.900bicubic-69.843-40.510+29
251xcit_small_12_p16_22425.17374.82756.08043.92026.252241.000bicubic-70.247-42.760+12
252resnetv2_50x1_bit_distilled25.13374.86759.65340.34725.552240.875bicubic-70.987-39.627-67
253convit_small25.10774.89357.28042.72027.782240.875bicubic-70.093-41.600+31
254vit_base_patch16_rpn_22425.08074.92058.65341.34786.542240.900bicubic-70.300-40.277+14
255gc_efficientnetv2_rw_t25.05374.94757.72042.28013.682881.000bicubic-70.687-41.300-33
256eca_nfnet_l024.81375.18760.09339.90724.142881.000bicubic-71.137-39.117-55
257xception41p24.80075.20055.17344.82726.912990.940bicubic-70.710-43.737-11
258tnt_s_patch16_22424.72075.28058.18741.81323.762240.900bicubic-70.320-40.643+51
259resnetv2_50d_evos24.46775.53356.38743.61325.592880.950bicubic-71.143-42.643-25
260xcit_tiny_12_p16_384_dist24.44075.56057.06742.9336.723841.000bicubic-70.690-41.783+35
261cs3darknet_x24.36075.64057.81342.18735.052881.000bicubic-71.500-41.397-52
262efficientnetv2_rw_t24.28075.72057.36042.64013.652881.000bicubic-71.320-41.710-27
263convnext_tiny24.26775.73359.33340.66728.592240.875bicubic-71.283-39.667-24
264ssl_resnext101_32x4d24.17375.82757.41342.58744.182240.875bilinear-71.267-41.717-6
265swinv2_cr_tiny_ns_22424.12075.88058.22741.77328.332240.900bicubic-71.250-40.713+4
266twins_svt_small24.10775.89357.13342.86724.062240.900bicubic-71.093-41.767+17
267vit_small_r26_s32_22424.08075.92056.17343.82736.432240.900bicubic-71.560-42.497-35
268mobilevitv2_150_in22ft1k24.05375.94755.98744.01310.592560.888bicubic-71.087-42.783+25
269poolformer_m4824.02775.97357.28042.72073.472240.950bicubic-71.613-41.660-38
270vit_relpos_small_patch16_22424.02775.97358.20041.80021.982240.900bicubic-71.133-40.750+20
271tf_efficientnet_b2_ns24.01375.98757.28042.7209.112600.890bicubic-71.747-41.760-50
272cs3sedarknet_l23.96076.04058.70741.29321.912880.950bicubic-71.350-40.423+1
273resnetv2_50d_gn23.92076.08056.30743.69325.572880.950bicubic-71.510-42.733-13
274vit_small_patch32_38423.76076.24057.29342.70722.923841.000bicubic-71.290-41.697+33
275lamhalobotnet50ts_25623.57376.42755.33344.66722.572560.950bicubic-71.577-43.547+16
276resnet15223.56076.44053.68046.32060.192240.950bicubic-72.340-45.400-71
277nasnetalarge23.46776.53355.01344.98788.753310.911bicubic-72.213-43.917-49
278crossvit_small_24023.44076.56056.81343.18726.862400.875bicubic-71.390-42.207+53
279levit_38423.42776.57356.37343.62739.132240.900bicubic-72.103-42.367-36
280pnasnet5large23.32076.68053.64046.36086.063310.911bicubic-72.390-45.280-56
281convnext_tiny_hnf23.22776.77355.20044.80028.592240.950bicubic-72.283-43.820-31
282efficientnet_b323.21376.78755.96044.04012.233201.000bicubic-72.497-43.080-59
283jx_nest_tiny23.17376.82756.21343.78717.062240.875bicubic-72.067-42.767-6
284resnet61q22.98777.01355.74744.25336.852881.000bicubic-72.793-43.243-65
285halonet50ts22.92077.08054.00046.00022.732560.940bicubic-72.220-44.860+9
286vit_srelpos_small_patch16_22422.90777.09355.73344.26721.972240.900bicubic-72.123-43.227+25
287resmlp_big_24_22422.85377.14754.29345.707129.142240.875bicubic-71.807-44.507+58
288twins_pcpvt_small22.70777.29356.85343.14724.112240.900bicubic-72.503-42.027-6
289poolformer_m3622.50777.49355.29344.70756.172240.950bicubic-72.873-43.557-22
290vit_base_patch32_22422.40077.60053.98746.01388.222240.900bicubic-72.600-45.043+26
291pit_s_distilled_22422.36077.64057.09342.90724.042240.900bicubic-72.880-41.957-13
292xcit_tiny_12_p8_224_dist22.06777.93354.28045.7206.712241.000bicubic-73.033-44.630+7
293tresnet_m21.66778.33353.84046.16031.392240.875bilinear-74.043-45.190-68
294convmixer_1536_2021.21378.78755.52044.48051.632240.960bicubic-73.857-43.510+10
295swin_tiny_patch4_window7_22421.14778.85355.97344.02728.292240.900bicubic-73.983-43.047+1
296pit_s_22421.09378.90753.58746.41323.462240.900bicubic-73.497-45.113+56
297xcit_tiny_12_p8_22421.02778.97352.46747.5336.712241.000bicubic-73.663-46.363+45
298resnet51q20.96079.04055.69344.30735.702881.000bilinear-74.910-43.437-91
299regnetz_b1620.93379.06753.85346.1479.722880.940bicubic-74.127-45.197+7
300resnetrs10120.86779.13352.81347.18763.622880.940bicubic-74.563-46.217-39
301sebotnet33ts_25620.73379.26748.78751.21313.702560.940bicubic-73.847-49.713+52
302deit_small_distilled_patch16_22420.70779.29355.14744.85322.442240.900bicubic-74.003-43.883+38
303resnest50d_4s2x40d20.37379.62752.82747.17330.422240.875bicubic-74.587-46.243+16
304resnetaa5020.09379.90752.00048.00025.562881.000bicubic-75.117-46.930-23
305ssl_resnext50_32x4d20.01379.98753.62746.37325.032240.875bilinear-74.857-45.263+22
306haloregnetz_b19.98780.01350.01349.98711.682240.940bicubic-74.713-48.647+35
307resnetv2_10119.96080.04049.22750.77344.542240.950bicubic-75.660-49.763-74
308xcit_nano_12_p8_384_dist19.80080.20050.57349.4273.053841.000bicubic-73.720-47.927+152
309tresnet_xl19.64080.36053.13346.86778.442240.875bilinear-75.800-45.917-53
310gluon_senet15419.33380.66747.57352.427115.092240.875bicubic-75.587-51.187+13
311resnet10119.32080.68049.58750.41344.552240.950bicubic-76.040-49.273-40
312rexnet_20019.22780.77352.72047.28016.372240.875bicubic-75.723-46.290+8
313levit_25619.18780.81350.09349.90718.892240.900bicubic-75.823-48.817+1
314lambda_resnet50ts19.13380.86749.30750.69321.542560.950bicubic-75.647-49.263+21
315repvgg_b319.13380.86750.28049.720123.092240.875bilinear-75.437-48.500+39
316mixer_b16_224_miil19.04080.96051.22748.77359.882240.875bilinear-76.260-47.653-42
317legacy_senet15419.02780.97347.96052.040115.092240.875bilinear-76.043-50.870-12
318gluon_seresnext101_64x4d18.93381.06749.16050.84088.232240.875bicubic-75.987-49.670+4
319deit_small_patch16_22418.92081.08051.40048.60022.052240.900bicubic-75.470-47.290+60
320mobilevitv2_20018.92081.08050.56049.44018.452560.888bicubic-75.910-48.150+13
321edgenext_small18.66781.33353.60046.4005.593201.000bicubic-76.743-45.500-56
322tf_efficientnet_b1_ns18.66781.33351.69348.3077.792400.882bicubic-76.513-47.417-37
323poolformer_s3618.40081.60051.86748.13330.862240.900bicubic-76.690-47.043-22
324seresnext50_32x4d18.36081.64050.96049.04027.562240.875bicubic-76.670-47.920-14
325cs3darknet_l18.30781.69351.86748.13321.162880.950bicubic-76.813-47.113-28
326ecaresnet50d18.26781.73351.84048.16025.582240.875bicubic-76.353-47.050+24
327cait_xxs36_22418.26781.73349.42750.57317.302241.000bicubic-75.993-49.293+65
328sehalonet33ts18.22781.77347.78752.21313.692560.940bicubic-76.553-50.673+6
329tf_efficientnet_lite418.13381.86750.72049.28013.013800.920bilinear-76.747-48.300-3
330vit_tiny_patch16_38418.01381.98750.33349.6675.793841.000bicubic-75.637-48.267+120
331mobilevitv2_17517.77382.22749.76050.24014.252560.888bicubic-77.117-49.100-7
332resnest50d_1s4x24d17.69382.30749.80050.20025.682240.875bicubic-77.057-49.180+5
333resnest50d17.36082.64050.73349.26727.482240.875bilinear-77.490-48.147-5
334gluon_seresnext101_32x4d17.36082.64046.37353.62748.962240.875bicubic-77.560-52.437-12
335efficientnet_el17.32082.68050.00050.00010.593000.904bicubic-77.800-48.980-37
336inception_v417.28082.72045.93354.06742.682990.875bicubic-77.100-52.647+44
337tf_efficientnet_b3_ap17.20082.80049.66750.33312.233000.904bicubic-78.120-49.233-65
338xcit_tiny_24_p16_224_dist17.18782.81347.48052.52012.122241.000bicubic-77.343-51.300+25
339tf_efficientnet_b317.00083.00049.26750.73312.233000.904bicubic-78.010-49.793-26
340xception7117.00083.00045.53354.46742.342990.903bicubic-77.280-53.107+49
341cs3darknet_focus_l16.97383.02750.48049.52021.152880.950bicubic-78.197-48.480-55
342resmlp_36_distilled_22416.88083.12051.48048.52044.692240.875bicubic-78.000-47.360-17
343gluon_resnext101_64x4d16.88083.12044.17355.82783.462240.875bicubic-77.780-54.617+3
344tf_efficientnetv2_b316.66783.33348.68051.32014.363000.904bicubic-78.493-50.140-55
345gluon_resnet152_v1d16.60083.40044.29355.70760.212240.875bicubic-78.140-54.447-7
346tresnet_l16.57383.42749.94750.05355.992240.875bilinear-78.717-49.063-72
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348gluon_resnet152_v1s16.56083.44044.50755.49360.322240.875bicubic-78.480-54.423-40
349gmlp_s16_22416.54783.45345.12054.88019.422240.875bicubic-77.613-53.380+57
350mobilevitv2_15016.48083.52048.45351.54710.592560.888bicubic-78.070-50.297+5
351gluon_xception6516.44083.56046.04053.96039.922990.903bicubic-77.820-52.530+39
352resmlp_24_distilled_22416.44083.56050.37349.62730.022240.875bicubic-78.020-48.397+20
353gcresnet50t16.37383.62748.22751.77325.902560.900bicubic-78.477-50.563-23
354gernet_l16.34783.65347.21352.78731.082560.875bilinear-78.743-51.687-54
355wide_resnet50_216.30783.69348.40051.60068.882240.875bicubic-78.773-50.570-52
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357gcresnext50ts16.24083.76046.53353.46715.672560.900bicubic-78.250-52.087+10
358repvgg_b3g416.22783.77347.64052.36083.832240.875bilinear-78.293-51.330+6
359ens_adv_inception_resnet_v216.21383.78743.61356.38755.842990.897bicubic-77.947-54.987+46
360edgenext_small_rw15.96084.04049.66750.3337.833201.000bicubic-78.700-48.813-16
361ssl_resnet5015.92084.08049.40050.60025.562240.875bilinear-78.520-49.520+13
362regnety_32015.65384.34744.82755.173145.052240.875bicubic-78.887-54.033-2
363ecaresnet101d_pruned15.60084.40048.05351.94724.882240.875bicubic-79.480-50.927-61
364convmixer_768_3215.53384.46747.96052.04021.112240.960bicubic-78.967-50.890+1
365ecaresnet26t15.46784.53347.90752.09316.013200.950bicubic-78.853-50.813+21
366coat_tiny15.38784.61345.64054.3605.502240.900bicubic-78.203-52.780+89
367skresnext50_32x4d15.34784.65344.50755.49327.482240.875bicubic-78.903-53.953+26
368vit_relpos_base_patch32_plus_rpn_25615.24084.76042.61357.387119.422560.900bicubic-78.490-55.457+75
369cait_xxs24_22415.16084.84044.94755.05311.962241.000bicubic-78.440-53.493+85
370ecaresnetlight15.14784.85345.80054.20030.162240.875bicubic-79.623-53.000-34
371levit_19214.89385.10744.92055.08010.952240.900bicubic-79.287-53.620+32
372rexnet_15014.70785.29346.92053.0809.732240.875bicubic-79.773-51.870-3
373darknet5314.68085.32047.12052.88041.612881.000bicubic-79.950-51.640-26
374darknetaa5314.57385.42745.45354.54736.022881.000bilinear-79.897-53.307-4
375resnext50_32x4d14.53385.46744.18755.81325.032240.950bicubic-80.007-54.423-14
376coat_lite_mini14.49385.50744.54755.45311.012240.900bicubic-79.557-54.013+39
377efficientnet_el_pruned14.48085.52046.08053.92010.593000.904bicubic-79.920-52.660+1
378efficientnet_b214.44085.56046.06753.9339.112881.000bicubic-80.170-52.643-27
379seresnet33ts14.42785.57346.13353.86719.782560.900bicubic-80.433-52.657-51
380poolformer_s2414.26785.73347.22752.77321.392240.900bicubic-80.283-51.483-23
381legacy_seresnext101_32x4d14.16085.84043.01356.98748.962240.875bilinear-80.210-55.6370
382seresnet5014.14785.85345.50754.49328.092240.875bicubic-80.403-53.283-24
383fbnetv3_d14.10785.89346.48053.52010.312560.950bilinear-79.823-52.260+43
384eca_resnet33ts14.08085.92047.36052.64019.682560.900bicubic-80.110-51.400+16
385gernet_m14.05385.94746.01353.98721.142240.875bilinear-80.567-52.847-36
386mobilevitv2_12514.00086.00044.98755.0137.482560.888bicubic-79.970-53.573+36
387gluon_resnext101_32x4d13.86786.13341.65358.34744.182240.875bicubic-80.673-56.977-28
388gcresnet33ts13.76086.24045.05354.94719.882560.900bicubic-80.710-53.717-17
389gluon_seresnext50_32x4d13.61386.38743.72056.28027.562240.875bicubic-80.717-54.890-4
390resmlp_36_22413.52086.48046.69353.30744.692240.875bicubic-80.680-51.967+9
391resnet50_gn13.46786.53342.74757.25325.562240.940bicubic-80.883-55.963-8
392repvgg_b2g413.42786.57343.82756.17361.762240.875bilinear-80.413-54.763+40
393eca_botnext26ts_25613.37386.62742.17357.82710.592560.950bicubic-80.407-56.327+45
394ese_vovnet39b13.33386.66743.81356.18724.572240.875bicubic-80.757-54.847+18
395regnetx_32013.32086.68040.72059.280107.812240.875bicubic-81.140-58.020-22
396pit_xs_distilled_22413.26786.73344.56055.44011.002240.900bicubic-80.553-54.110+39
397efficientnet_b3_pruned13.17386.82745.22754.7739.863000.904bicubic-81.457-53.663-50
398gluon_resnet101_v1d13.17386.82741.48058.52044.572240.875bicubic-81.057-57.070-1
399mixnet_xl13.12086.88043.24056.76011.902240.875bicubic-81.070-55.100+2
400cspresnext5013.05386.94745.00055.00020.572560.887bilinear-81.777-53.770-68
401nf_regnet_b112.94787.05344.38755.61310.222880.900bicubic-81.163-54.243+10
402eca_halonext26ts12.93387.06742.80057.20010.762560.940bicubic-81.107-55.690+14
403mobilevit_s12.88087.12040.78759.2135.582560.900bicubic-80.300-57.653+86
404pit_xs_22412.81387.18742.82757.17310.622240.900bicubic-80.307-55.503+90
405gluon_inception_v312.64087.36040.49359.50723.832990.875bicubic-80.810-58.077+63
406crossvit_9_dagger_24012.57387.42741.78758.2138.782400.875bicubic-80.317-56.463+101
407coat_lite_tiny12.54787.45341.13358.8675.722240.900bicubic-80.683-57.127+80
408resmlp_24_22412.50787.49343.42756.57330.022240.875bicubic-81.513-55.193+10
409regnety_12012.40087.60042.21357.78751.822240.875bicubic-82.080-56.597-41
410efficientnet_em12.36087.64043.85356.1476.902400.882bicubic-81.480-54.957+23
411cspdarknet5312.02787.97343.28056.72027.642560.887bilinear-82.633-55.370-68
412hrnet_w6412.00088.00040.81359.187128.062240.875bilinear-82.020-57.517+5
413xcit_tiny_12_p16_224_dist11.97388.02740.10759.8936.722241.000bicubic-81.427-58.373+59
414gluon_resnet101_v1s11.88088.12040.97359.02744.672240.875bicubic-82.840-57.847-75
415gmixer_24_22411.86788.13337.78762.21324.722240.875bicubic-80.963-60.393+96
416nf_resnet5011.76088.24045.93354.06725.562880.940bicubic-82.790-52.947-60
417fbnetv3_b11.73388.26744.38755.6138.602560.950bilinear-82.237-54.243+6
418resnet50d11.72088.28042.46757.53325.582240.875bicubic-82.540-56.253-27
419dpn9211.61388.38740.29359.70737.672240.875bicubic-82.617-58.437-24
420dla102x211.60088.40041.26758.73341.282240.875bilinear-82.370-57.233+1
421xception4111.60088.40039.14760.85326.972990.903bicubic-81.830-59.283+48
422botnet26t_25611.58788.41340.13359.86712.492560.950bicubic-81.923-58.167+39
423vit_small_patch32_22411.48088.52039.54760.45322.882240.900bicubic-80.550-58.683+136
424levit_12811.38788.61340.24059.7609.212240.900bicubic-81.943-58.140+52
425lambda_resnet26t11.37388.62740.17359.82710.962560.940bicubic-82.457-58.477+9
426tf_efficientnet_el11.37388.62742.04057.96010.593000.904bicubic-83.027-56.670-49
427efficientnet_b2_pruned11.34788.65342.01357.9878.312600.890bicubic-82.803-56.517-20
428xcit_nano_12_p16_384_dist11.22788.77339.85360.1473.053841.000bicubic-80.603-58.167+141
429halonet26t11.12088.88038.81361.18712.482560.950bicubic-82.890-59.687-10
430hrnet_w4811.09388.90740.29359.70777.472240.875bilinear-82.827-58.317-3
431vit_tiny_r_s16_p8_38411.09388.90739.97360.0276.363841.000bicubic-80.947-58.317+126
432gluon_resnet152_v1c11.09388.90737.12062.88060.212240.875bicubic-83.067-61.520-28
433dpn10711.05388.94738.64061.36086.922240.875bicubic-83.257-59.830-46
434mobilevitv2_10011.01388.98740.65359.3474.902560.888bicubic-82.287-57.627+49
435ecaresnet50d_pruned11.01388.98741.96058.04019.942240.875bicubic-83.207-56.770-38
436tf_efficientnetv2_b211.00089.00039.76060.24010.102600.890bicubic-83.420-58.810-60
437adv_inception_v311.00089.00036.72063.28023.832990.875bicubic-81.880-61.420+71
438xcit_tiny_12_p16_22410.97389.02737.02762.9736.722241.000bicubic-81.527-61.213+97
439tf_efficientnet_b0_ns10.97389.02740.06759.9335.292240.875bicubic-82.657-58.573+13
440resnetv2_5010.96089.04039.33360.66725.552240.950bicubic-83.470-59.397-65
441tf_inception_v310.81389.18736.84063.16023.832990.875bicubic-82.507-61.190+38
442xcit_nano_12_p8_224_dist10.80089.20038.12061.8803.052241.000bicubic-81.300-60.030+113
443dpn13110.72089.28037.18762.81379.252240.875bicubic-83.270-61.533-23
444tf_efficientnet_b2_ap10.53389.46740.10759.8939.112600.890bicubic-83.957-58.563-78
445resnext50d_32x4d10.41389.58739.73360.26725.052240.875bicubic-83.777-58.827-43
446rexnet_13010.40089.60041.54758.4537.562240.875bicubic-83.500-56.853-17
447hrnet_w4410.30789.69339.48060.52067.062240.875bilinear-83.243-59.220+10
448xcit_nano_12_p8_22410.29389.70737.00063.0003.052241.000bicubic-80.727-60.790+146
449lambda_resnet26rpt_25610.25389.74738.10761.89310.992560.940bicubic-83.467-60.413-4
450resnext101_32x8d10.17389.82737.80062.20088.792240.875bilinear-83.647-60.780-14
451regnetx_16010.14789.85338.00062.00054.282240.875bicubic-83.983-60.740-42
452dpn9810.13389.86736.58763.41361.572240.875bicubic-83.987-61.993-42
453resnet5010.12089.88037.90762.09325.562240.950bicubic-84.220-60.533-69
454legacy_seresnext50_32x4d10.09389.90739.20060.80027.562240.875bilinear-83.637-59.380-10
455resnetrs5010.06789.93337.50762.49335.692240.910bicubic-84.233-61.133-67
456inception_v310.02789.97335.22764.77323.832990.875bicubic-82.693-62.743+65
457efficientnet_b19.98790.01337.56062.4407.792561.000bicubic-83.253-60.740+29
458xception9.98790.01338.04061.96022.862990.897bicubic-83.483-60.490+7
459dpn68b9.78790.21338.02761.97312.612240.875bicubic-83.903-60.493-12
460gluon_resnet152_v1b9.74790.25336.08063.92060.192240.875bicubic-84.323-62.380-46
461tf_efficientnet_lite39.65390.34738.98761.0138.203000.904bilinear-84.557-59.653-63
462tf_efficientnet_b29.65390.34738.89361.1079.112600.890bicubic-84.707-59.717-80
463tf_efficientnet_cc_b1_8e9.60090.40036.78763.21339.722400.882bicubic-84.310-61.473-35
464res2net101_26w_4s9.52090.48035.02764.97345.212240.875bilinear-84.230-63.283-23
465legacy_seresnet1529.33390.66737.42762.57366.822240.875bilinear-84.057-60.913+8
466cspresnet509.29390.70739.61360.38721.622560.887bilinear-84.437-59.027-24
467resnet33ts9.24090.76038.66761.33319.682560.900bicubic-84.360-59.863-14
468hrnet_w409.22790.77336.88063.12057.562240.875bilinear-84.263-61.700-4
469regnetx_1209.18790.81337.18762.81346.112240.875bicubic-85.053-61.463-75
470seresnext26d_32x4d9.14790.85336.81363.18716.812240.875bicubic-83.543-61.257+54
471crossvit_tiny_2409.10790.89334.60065.4007.012400.875bicubic-81.133-62.990+141
472resnest26d9.06790.93337.84062.16017.072240.875bilinear-84.263-60.790+6
473vit_tiny_patch16_2249.05390.94734.62765.3735.722240.900bicubic-82.717-63.413+99
474vit_base_patch16_224_sam8.98791.01336.17363.82786.572240.900bicubic-85.153-62.497-66
475gluon_resnext50_32x4d8.97391.02736.30763.69325.032240.875bicubic-84.837-62.103-38
476rexnet_1008.90791.09336.37363.6274.802240.875bicubic-84.123-61.817+24
477seresnext26t_32x4d8.89391.10736.89363.10716.812240.875bicubic-83.927-61.477+37
478bat_resnext26ts8.86791.13336.41363.58710.732560.900bicubic-84.463-61.937-1
479mixnet_l8.85391.14736.21363.7877.332240.875bicubic-84.597-62.007-13
480mobilenetv3_large_100_miil8.85391.14733.08066.9205.482240.875bilinear-83.417-64.560+69
481convit_tiny8.81391.18734.36065.6405.712240.875bicubic-81.827-63.380+125
482resnet32ts8.76091.24037.22762.77317.962560.900bicubic-84.700-61.263-16
483gcresnext26ts8.70791.29335.73364.26710.482560.900bicubic-84.073-62.527+32
484levit_128s8.70791.29333.16066.8407.782240.900bicubic-83.223-64.910+79
485dla1698.65391.34735.94764.05353.392240.875bilinear-84.687-62.643-10
486mixer_b16_2248.60091.40029.44070.56059.882240.875bicubic-83.270-67.810+81
487hrnet_w308.60091.40037.02762.97337.712240.875bilinear-84.600-61.383+1
488legacy_seresnet1018.53391.46736.01363.98749.332240.875bilinear-84.757-62.497-4
489tf_efficientnet_b1_ap8.45391.54735.22764.7737.792400.882bicubic-85.227-63.133-41
490repvgg_b28.42791.57336.45363.54789.022240.875bilinear-85.063-62.277-27
491resmlp_12_distilled_2248.30791.69336.84063.16015.352240.875bicubic-84.533-61.300+19
492resnetblur508.25391.74737.37362.62725.562240.875bicubic-85.687-61.207-68
493crossvit_9_2408.25391.74734.10765.8938.552400.875bicubic-82.377-63.633+114
494dla102x8.21391.78737.04062.96026.312240.875bilinear-85.307-61.500-35
495eca_resnext26ts8.08091.92035.96064.04010.302560.900bicubic-84.530-62.300+35
496hrnet_w328.02791.97337.52062.48041.232240.875bilinear-85.503-60.940-38
497gluon_resnet101_v1c7.98792.01333.36066.64044.572240.875bicubic-85.683-65.060-48
498cs3darknet_m7.98792.01336.50763.4939.312880.950bicubic-85.373-62.093-24
499gluon_resnet50_v1d7.93392.06735.00065.00025.582240.875bicubic-85.837-63.390-60
500dla60_res2next7.82792.17334.98765.01317.032240.875bilinear-85.343-63.413-12
501res2net50_26w_8s7.82792.17333.72066.28048.402240.875bilinear-85.593-64.450-30
502mobilevitv2_0757.82792.17333.69366.3072.872560.888bicubic-83.933-64.087+72
503mobilevit_xs7.74792.25332.53367.4672.322560.900bicubic-83.073-65.387+98
504densenetblur121d7.73392.26734.77365.2278.002240.875bicubic-84.177-63.297+61
505tf_efficientnetv2_b17.70792.29334.65365.3478.142400.882bicubic-86.233-63.967-80
506deit_tiny_distilled_patch16_2247.69392.30733.54766.4535.912240.900bicubic-83.017-64.023+98
507dla60_res2net7.60092.40034.60065.40020.852240.875bilinear-85.560-63.800-16
508efficientnet_b1_pruned7.42792.57334.50765.4936.332400.882bicubic-85.343-63.533+8
509wide_resnet101_27.36092.64034.16065.840126.892240.875bilinear-86.350-64.380-63
510regnetx_0647.34792.65334.37365.62726.212240.875bicubic-86.543-64.257-80
511deit_tiny_patch16_2247.32092.68030.70769.2935.722240.900bicubic-82.340-66.743+112
512hardcorenas_e7.25392.74733.29366.7078.072240.875bilinear-85.317-64.807+20
513gluon_resnet101_v1b7.24092.76032.77367.22744.552240.875bicubic-86.510-65.607-73
514efficientnet_b07.22792.77334.01365.9875.292240.875bicubic-85.463-64.277+8
515gluon_resnet50_v1s7.21392.78733.49366.50725.682240.875bicubic-86.407-64.967-63
516tf_efficientnet_b17.14792.85333.05366.9477.792400.882bicubic-86.353-65.307-54
517tf_mixnet_l7.14792.85331.62768.3737.332240.875bicubic-86.173-66.883-36
518tf_efficientnet_cc_b0_8e7.12092.88031.82768.17324.012240.875bicubic-85.710-66.053-6
519convmixer_1024_20_ks9_p147.08092.92033.06766.93324.382240.960bicubic-85.350-65.203+20
520seresnext26ts7.05392.94734.92065.08010.392560.900bicubic-85.637-63.230+3
521resmlp_12_2247.01392.98733.94766.05315.352240.875bicubic-85.197-64.213+29
522cs3darknet_focus_m6.94793.05334.64065.3609.302880.950bicubic-86.023-63.550-19
523hardcorenas_f6.85393.14734.06765.9338.202240.875bilinear-86.107-64.093-18
524selecsls60b6.73393.26733.25366.74732.772240.875bicubic-86.557-65.027-39
525res2net50_26w_6s6.72093.28031.64068.36037.052240.875bilinear-86.690-66.640-54
526ese_vovnet19b_dw6.70793.29333.40066.6006.542240.875bicubic-85.573-64.690+21
527efficientnet_es6.68093.32033.82766.1735.442240.875bicubic-86.460-64.593-35
528mixnet_m6.64093.36032.05367.9475.012240.875bicubic-85.790-65.807+12
529tinynet_a6.64093.36032.22767.7736.191920.875bicubic-85.800-65.853+9
530pit_ti_distilled_2246.62793.37330.74769.2535.102240.900bicubic-84.273-66.973+68
531legacy_seresnext26_32x4d6.61393.38733.28066.72016.792240.875bicubic-86.027-64.850-4
532poolformer_s126.56093.44034.45365.54711.922240.900bicubic-86.070-63.747-4
533skresnet346.46793.53331.58768.41322.282240.875bicubic-85.923-66.493+9
534repvgg_b16.46793.53333.81366.18757.422240.875bilinear-86.853-64.217-53
535dla60x6.42793.57334.12065.88017.352240.875bilinear-86.693-64.390-42
536hardcorenas_d6.41393.58732.20067.8007.502240.875bilinear-85.977-65.950+6
537resnet34d6.40093.60031.50768.49321.822240.875bicubic-86.280-66.803-12
538edgenext_x_small6.37393.62729.72070.2802.342560.900bicubic-84.717-67.830+53
539regnetx_0806.30793.69332.33367.66739.572240.875bicubic-87.563-66.187-108
540swsl_resnet186.25393.74731.60068.40011.692240.875bilinear-84.437-66.100+65
541legacy_seresnet506.18793.81332.65367.34728.092240.875bilinear-86.783-65.737-37
542resnet26t6.13393.86732.22767.77316.012560.940bicubic-86.617-66.003-25
543pit_ti_2246.10793.89330.24069.7604.852240.900bicubic-83.843-67.200+75
544tv_resnet1526.02793.97332.06767.93360.192240.875bilinear-87.283-66.323-62
545tf_efficientnet_cc_b0_4e5.98794.01329.58770.41313.312240.875bicubic-86.603-68.493-14
546regnetx_0405.97394.02731.58768.41322.122240.875bicubic-87.587-66.963-90
547tf_efficientnetv2_b05.89394.10730.77369.2277.142240.875bicubic-87.217-67.617-51
548mixer_l16_2245.86794.13318.53381.467208.202240.875bicubic-81.273-74.987+98
549dla1025.85394.14732.72067.28033.272240.875bilinear-87.207-65.830-52
550selecsls605.66794.33332.49367.50730.672240.875bicubic-87.353-65.807-49
551regnety_0165.65394.34730.44069.56011.202240.875bicubic-87.377-67.910-53
552hardcorenas_c5.64094.36030.45369.5475.522240.875bilinear-86.390-67.387+8
553res2next505.64094.36030.86769.13324.672240.875bilinear-87.220-67.323-44
554hrnet_w185.49394.50730.98769.01321.302240.875bilinear-86.827-67.263-10
555resnest14d5.46794.53328.54771.45310.612240.875bilinear-86.253-69.323+20
556tf_efficientnet_lite25.36094.64030.92069.0806.092600.890bicubic-87.290-67.310-30
557tf_efficientnet_em5.34794.65331.10768.8936.902400.882bicubic-87.583-67.093-51
558tf_efficientnet_b0_ap5.30794.69328.82771.1735.292240.875bicubic-86.893-69.193-6
559gernet_s5.29394.70730.10769.8938.172240.875bilinear-86.847-68.093-5
560densenet1215.29394.70729.89370.1077.982240.875bicubic-86.287-68.137+17
561repvgg_b1g45.28094.72030.80069.20039.972240.875bilinear-87.700-67.630-59
562xcit_nano_12_p16_224_dist5.24094.76026.56073.4403.052241.000bicubic-84.450-70.540+59
563res2net50_26w_4s5.16094.84029.37370.62725.702240.875bilinear-87.330-68.687-26
564vit_tiny_r_s16_p8_2245.08094.92027.06772.9336.342240.900bicubic-84.100-70.163+63
565mobilenetv3_large_1005.06794.93328.18771.8135.482240.875bicubic-86.263-69.533+17
566tf_mixnet_m5.06794.93328.14771.8535.012240.875bicubic-87.253-69.743-21
567tf_efficientnet_b05.05394.94728.72071.2805.292240.875bicubic-87.197-69.270-18
568res2net50_14w_8s5.04094.96028.77371.22725.062240.875bilinear-87.700-69.407-48
569hardcorenas_b4.94795.05328.06771.9335.182240.875bilinear-86.813-69.793+5
570mixnet_s4.92095.08028.54771.4534.132240.875bicubic-86.900-69.143+1
571mobilenetv3_rw4.90795.09329.85370.1475.482240.875bicubic-86.303-67.807+14
572gluon_resnet50_v1c4.89395.10728.14771.85325.582240.875bicubic-88.137-70.243-73
573hardcorenas_a4.88095.12028.09371.9075.262240.875bilinear-86.470-69.767+8
574xcit_nano_12_p16_2244.85395.14725.45374.5473.052241.000bicubic-83.757-71.337+61
575regnetx_0324.85395.14730.25369.74715.302240.875bicubic-88.267-68.137-79
576tv_resnext50_32x4d4.84095.16030.28069.72025.032240.875bilinear-87.910-68.000-58
577tv_resnet1014.72095.28029.37370.62744.552240.875bilinear-88.100-68.877-64
578densenet1614.72095.28029.56070.44028.682240.875bicubic-87.780-68.730-43
579resnext26ts4.68095.32029.01370.98710.302560.900bicubic-87.190-68.907-11
580selecsls42b4.66795.33328.61371.38732.462240.875bicubic-87.613-69.527-34
581tf_efficientnet_lite14.61395.38728.41371.5875.422400.882bicubic-88.007-69.667-52
582mobilenetv2_120d4.53395.46729.29370.7075.832240.875bicubic-87.867-68.757-41
583vit_base_patch32_224_sam4.33395.66724.38775.61388.222240.900bicubic-85.417-72.613+37
584efficientnet_es_pruned4.18795.81326.54773.4535.442240.875bicubic-86.993-71.203+2
585tinynet_b4.18795.81326.72073.2803.731880.875bicubic-86.733-70.950+13
586fbnetc_1004.13395.86725.93374.0675.572240.875bilinear-86.577-71.277+17
587gluon_resnet50_v1b4.12095.88026.92073.08025.562240.875bicubic-88.420-71.160-54
588densenet2014.12095.88027.53372.46720.012240.875bicubic-88.620-70.697-69
589resnet26d4.04095.96028.50771.49316.012240.875bicubic-88.030-69.463-33
590semnasnet_1003.96096.04026.93373.0673.892240.875bicubic-87.320-70.627-7
591repvgg_a23.93396.06727.28072.72028.212240.875bilinear-88.007-70.870-29
592mobilevitv2_0503.93396.06723.86776.1331.372560.888bicubic-84.297-73.123+48
593tf_mixnet_s3.89396.10725.28074.7204.132240.875bicubic-87.617-72.330-15
594dpn683.86796.13326.06773.93312.612240.875bicubic-88.163-71.983-37
595semnasnet_0753.86796.13327.00073.0002.912240.875bicubic-86.193-70.430+22
596mobilevit_xxs3.82796.17321.70778.2931.272560.900bicubic-83.363-74.393+49
597tf_efficientnet_es3.81396.18726.12073.8805.442240.875bicubic-88.167-71.740-36
598regnety_0083.81396.18727.16072.8406.262240.875bicubic-87.907-71.020-22
599edgenext_xx_small3.78796.21323.69376.3071.332560.900bicubic-84.563-72.827+40
600dla603.77396.22727.97372.02722.042240.875bilinear-88.437-70.127-49
601ssl_resnet183.74796.25325.44074.56011.692240.875bilinear-86.463-72.110+12
602mobilenetv2_1403.72096.28026.74773.2536.112240.875bicubic-88.110-71.103-32
603densenet1693.69396.30725.60074.40014.152240.875bicubic-88.227-72.500-39
604regnetx_0163.61396.38726.25373.7479.192240.875bicubic-88.547-71.947-51
605res2net50_48w_2s3.58796.41326.61373.38725.292240.875bilinear-88.953-71.557-71
606spnasnet_1003.56096.44024.29375.7074.422240.875bilinear-86.780-72.897+5
607tf_mobilenetv3_large_1003.56096.44025.09374.9075.482240.875bilinear-87.660-72.567-23
608regnety_0063.46796.53324.89375.1076.062240.875bicubic-87.903-72.817-28
609legacy_seresnet343.33396.66723.81376.18721.962240.875bilinear-87.567-73.767-10
610dla343.25396.74723.61376.38715.742240.875bilinear-87.527-74.047-8
611efficientnet_lite03.25396.74725.88074.1204.652240.875bicubic-87.857-71.750-21
612ghostnet_1003.22796.77324.86775.1335.182240.875bilinear-86.803-72.503+5
613regnety_0043.20096.80022.66777.3334.342240.875bicubic-87.310-74.873-5
614mobilenetv2_110d3.18796.81324.57375.4274.522240.875bicubic-87.773-73.067-19
615tinynet_c3.10796.89321.53378.4672.461840.875bicubic-84.673-74.837+25
616mnasnet_1003.10796.89324.20075.8004.382240.875bicubic-87.403-73.270-6
617tf_efficientnet_lite03.09396.90722.92077.0804.652240.875bicubic-87.947-74.670-24
618skresnet183.00097.00022.77377.22711.962240.875bicubic-86.660-74.467+6
619vgg19_bn2.94797.05323.48076.520143.682240.875bilinear-87.133-74.100-4
620resnet342.92097.08023.69376.30721.802240.875bilinear-88.210-73.927-32
621tf_mobilenetv3_large_0752.86797.13321.56078.4403.992240.875bilinear-86.813-75.650+1
622tinynet_d2.86797.13317.78782.2132.341520.875bicubic-81.893-77.393+33
623resnet14t2.76097.24019.28080.72010.082240.950bilinear-86.280-77.320+6
624hrnet_w18_small_v22.70797.29323.70776.29315.602240.875bilinear-88.483-74.193-38
625gluon_resnet34_v1b2.66797.33321.66778.33321.802240.875bicubic-88.293-75.893-30
626regnetx_0082.66797.33322.46777.5337.262240.875bicubic-88.383-75.243-33
627vgg16_bn2.65397.34723.78776.213138.372240.875bilinear-87.437-73.583-13
628vgg162.62797.37320.42779.573138.362240.875bilinear-85.923-76.363+9
629lcnet_1002.61397.38720.86779.1332.952240.875bicubic-86.177-75.863+5
630resnet18d2.60097.40021.60078.40011.712240.875bicubic-86.680-75.540-4
631tv_densenet1212.56097.44022.66777.3337.982240.875bicubic-88.330-75.043-31
632repvgg_b02.54797.45324.00076.00015.822240.875bilinear-88.853-73.990-53
633regnetx_0062.50797.49320.62779.3736.202240.875bicubic-87.853-76.803-23
634legacy_seresnet182.49397.50720.08079.92011.782240.875bicubic-86.387-76.900-1
635resnet262.48097.52023.05376.94716.002240.875bicubic-88.640-74.697-46
636lcnet_0752.30797.69317.16082.8402.362240.875bicubic-83.683-78.530+16
637mobilenetv3_small_0752.29397.70715.90784.0932.042240.875bicubic-80.747-78.193+24
638regnety_0022.16097.84018.89381.1073.162240.875bicubic-85.220-77.697+6
639mobilenetv2_1002.14797.85319.90780.0933.502240.875bicubic-87.463-77.243-14
640vgg192.10797.89320.74779.253143.672240.875bilinear-86.933-76.123-12
641vgg13_bn2.09397.90720.30779.693133.052240.875bilinear-86.667-76.663-6
642tf_mobilenetv3_small_1002.01397.98715.85384.1472.542240.875bilinear-83.177-79.917+12
643mobilenetv3_small_1002.00098.00017.08082.9202.542240.875bicubic-83.220-78.550+10
644tf_mobilenetv3_small_0752.00098.00014.81385.1872.042240.875bilinear-81.520-79.987+16
645regnetx_0041.94798.05319.16080.8405.162240.875bicubic-86.953-77.960-13
646tv_resnet341.86798.13320.00080.00021.802240.875bilinear-88.063-77.340-28
647vgg131.86798.13317.96082.040133.052240.875bilinear-85.183-78.360+1
648tinynet_e1.85398.14714.01385.9872.041060.875bicubic-77.047-78.547+16
649mobilenetv3_small_0501.84098.16012.50787.4931.592240.875bicubic-75.150-78.793+16
650lcnet_0501.81398.18713.89386.1071.882240.875bicubic-79.967-79.827+12
651dla46x_c1.76098.24016.49383.5071.072240.875bilinear-82.490-78.767+6
652mnasnet_small1.76098.24015.09384.9072.032240.875bicubic-82.680-80.087+4
653resnet10t1.73398.26715.81384.1875.442240.950bilinear-84.477-79.847-3
654vgg11_bn1.72098.28018.08081.920132.872240.875bilinear-85.780-78.740-12
655dla60x_c1.62798.37318.05381.9471.322240.875bilinear-84.643-78.117-6
656mobilenetv2_0501.61398.38714.18785.8131.972240.875bicubic-82.277-80.533+1
657tf_mobilenetv3_large_minimal_1001.61398.38717.12082.8803.922240.875bilinear-87.357-79.730-25
658vgg111.56098.44016.22783.773132.862240.875bilinear-84.990-80.053-10
659gluon_resnet18_v1b1.54798.45316.61383.38711.692240.875bicubic-86.853-80.067-21
660hrnet_w18_small1.53398.46718.13381.86713.192240.875bilinear-87.497-78.977-30
661dla46_c1.52098.48015.25384.7471.302240.875bilinear-82.120-79.667-2
662regnetx_0021.37398.62715.02784.9732.682240.875bicubic-84.827-80.953-11
663resnet181.16098.84016.22783.77311.692240.875bilinear-86.230-80.063-20
664tf_mobilenetv3_small_minimal_1001.01398.98711.45388.5472.042240.875bilinear-80.387-82.227-1
665tv_resnet500.000100.00014.45385.54725.562240.875bilinear-91.900-83.587-99