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pytorch-image-models/results/results-sketch.csv

48 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolationtop1_difftop5_diffrank_diff
2ig_resnext101_32x48d58.81241.18881.09418.906828.412240.875bilinear-26.624-16.482+38
3ig_resnext101_32x32d58.38241.61880.38719.613468.532240.875bilinear-26.720-17.047+47
4ig_resnext101_32x16d57.68242.31879.90920.091194.032240.875bilinear-26.490-17.289+84
5swsl_resnext101_32x16d57.46042.54080.37319.627194.032240.875bilinear-25.896-16.469+117
6beit_large_patch16_38456.89143.10979.22920.771305.003841.000bicubic-31.513-19.379-3
7beit_large_patch16_51256.75343.24778.89721.103305.675121.000bicubic-31.849-19.759-5
8swsl_resnext101_32x8d56.43143.56978.93921.06188.792240.875bilinear-27.859-18.242+74
9beit_large_patch16_22454.95745.04377.61022.390304.432240.900bicubic-32.521-20.696-2
10ig_resnext101_32x8d54.93145.06977.53522.46588.792240.875bilinear-27.767-19.097+137
11convnext_xlarge_384_in22ft1k53.68946.31175.88924.111350.203841.000bicubic-33.855-22.601-5
12swsl_resnext101_32x4d53.60346.39776.34323.65744.182240.875bilinear-29.633-20.421+115
13vit_large_patch16_38452.76047.24074.69825.302304.723841.000bicubic-34.320-23.604-3
14convnext_xlarge_in22ft1k52.56247.43874.40725.593350.202240.875bicubic-34.446-23.801-3
15vit_large_r50_s32_38452.03947.96173.56226.438329.093841.000bicubic-34.143-24.356+7
16vit_large_patch16_22451.83248.16873.69226.308304.332240.900bicubic-34.012-24.132+12
17convnext_large_384_in22ft1k51.74848.25273.90626.094197.773841.000bicubic-35.650-24.460-9
18tf_efficientnet_l2_ns_47551.49048.51073.93026.070480.314750.936bicubic-36.742-24.617-13
19convnext_base_384_in22ft1k50.44349.55773.55426.44688.593841.000bicubic-36.123-24.644-4
20swsl_resnext50_32x4d50.43349.56773.35426.64625.032240.875bilinear-31.741-22.878+156
21swin_large_patch4_window12_38450.40649.59472.57227.428196.743841.000bicubic-36.742-25.668-12
22convnext_large_in22ft1k49.95450.04672.20827.792197.772240.875bicubic-36.672-25.824-8
23swsl_resnet5049.52050.48072.33027.67025.562240.875bilinear-31.651-23.648+198
24swin_large_patch4_window7_22448.99751.00371.38528.615196.532240.900bicubic-37.321-26.507-4
25convnext_base_in22ft1k48.76551.23571.91328.08788.592240.875bicubic-37.031-25.953+6
26beit_base_patch16_38448.66951.33172.08627.91486.743841.000bicubic-38.129-26.050-13
27swin_base_patch4_window12_38448.54551.45571.82128.17987.903841.000bicubic-37.887-26.235-9
28vit_large_r50_s32_22448.20551.79570.87229.128328.992240.900bicubic-36.225-26.294+48
29tf_efficientnet_b7_ns47.80852.19269.64030.36066.356000.949bicubic-39.032-28.454-17
30tf_efficientnet_b6_ns47.75752.24369.97030.03043.045280.942bicubic-38.693-27.912-13
31tf_efficientnetv2_xl_in21ft1k47.74552.25570.11729.883208.125121.000bicubic-38.673-27.749-12
32vit_base_patch8_22447.74552.25570.93329.06786.582240.900bicubic-38.047-26.8590
33tf_efficientnet_l2_ns47.57052.43070.02129.979480.318000.960bicubic-40.778-28.627-29
34tf_efficientnetv2_l_in21ft1k46.93853.06270.31029.690118.524801.000bicubic-39.367-27.668-13
35beit_base_patch16_22446.23653.76469.89130.10986.532240.900bicubic-38.992-27.765+12
36vit_base_patch16_38445.90454.09668.56131.43986.863841.000bicubic-40.102-29.441-10
37tf_efficientnet_b8_ap45.76854.23267.91232.08787.416720.954bicubic-39.602-29.380+7
38tf_efficientnet_b5_ns45.61554.38567.84232.15830.394560.934bicubic-40.475-29.908-14
39tf_efficientnetv2_m_in21ft1k45.57854.42269.14330.85754.144801.000bicubic-40.014-28.603-4
40swin_base_patch4_window7_22445.56054.44068.51231.48887.772240.900bicubic-39.690-29.048+6
41cait_m48_44844.24555.75564.65435.346356.464481.000bicubic-42.239-33.098-25
42vit_base_r50_s16_38443.52056.48066.78133.21998.953841.000bicubic-41.452-30.509+18
43tf_efficientnet_b4_ns43.44456.55665.51134.48919.343800.922bicubic-41.718-31.959+5
44vit_base_patch16_22443.22756.77365.71234.28886.572240.900bicubic-41.299-31.586+27
45xcit_large_24_p8_384_dist42.82757.17363.40136.599188.933841.000bicubic-43.173-34.283-18
46xcit_large_24_p8_224_dist42.56557.43563.10036.900188.932241.000bicubic-42.833-34.310-3
47tf_efficientnet_b842.50657.49464.86335.13787.416720.954bicubic-42.860-32.529-2
48cait_m36_38442.39657.60463.32236.678271.223841.000bicubic-43.656-34.408-23
49tf_efficientnet_b741.43158.56963.02236.97866.356000.949bicubic-43.503-34.184+12
50tf_efficientnet_b7_ap41.43158.56962.87637.12466.356000.949bicubic-43.689-34.376-1
51tf_efficientnet_b5_ap41.41658.58462.08037.92030.394560.934bicubic-42.840-34.898+34
52resnetv2_152x4_bitm41.30458.69664.30335.697936.534801.000bilinear-43.612-33.139+11
53tf_efficientnet_b6_ap41.09558.90562.35737.64343.045280.942bicubic-43.693-34.781+13
54xcit_large_24_p16_384_dist41.03158.96961.24138.759189.103841.000bicubic-44.725-36.297-21
55xcit_large_24_p16_224_dist40.95659.04461.32038.680189.102241.000bicubic-43.962-35.812+7
56tf_efficientnetv2_s_in21ft1k40.95459.04663.84736.15321.463841.000bicubic-43.344-33.407+24
57xcit_medium_24_p8_224_dist40.49259.50860.50039.50084.322241.000bicubic-44.576-36.778-4
58tf_efficientnet_b4_ap40.48459.51661.71738.28319.343800.922bicubic-42.768-34.677+68
59vit_small_r26_s32_38440.47459.52662.74437.25636.473841.000bicubic-43.572-34.586+36
60vit_base_patch16_224_miil40.17059.83060.88939.11186.542240.875bilinear-44.100-35.913+24
61regnetz_e840.14459.85661.32038.68057.703201.000bicubic-44.886-35.944-4
62convnext_large40.11559.88560.11139.889197.772240.875bicubic-44.181-36.783+19
63xcit_medium_24_p8_384_dist40.04059.96060.45539.54584.323841.000bicubic-45.774-37.137-33
64xcit_medium_24_p16_384_dist39.90360.09760.11739.88384.403841.000bicubic-45.517-37.289-22
65tf_efficientnetv2_l39.82860.17260.80739.193118.524801.000bicubic-45.662-36.565-27
66dm_nfnet_f339.81860.18260.61039.390254.924160.940bicubic-45.706-36.852-29
67cait_s36_38439.75760.24360.47739.52368.373841.000bicubic-45.705-37.003-28
68efficientnetv2_rw_m39.67560.32559.68340.31753.244161.000bicubic-45.135-37.463-3
69ecaresnet269d39.59060.41060.34139.659102.093521.000bicubic-45.386-36.885-10
70tf_efficientnet_b3_ns39.58260.41861.45338.54712.233000.904bicubic-44.466-35.455+24
71dm_nfnet_f639.58060.42060.91139.089438.365760.956bicubic-46.564-36.819-48
72dm_nfnet_f539.50260.49860.22539.775377.215440.954bicubic-46.312-37.261-43
73xcit_small_24_p8_224_dist39.30960.69159.41240.58847.632241.000bicubic-45.565-37.776-9
74xcit_medium_24_p16_224_dist39.26060.74059.46740.53384.402241.000bicubic-45.020-37.473+9
75efficientnet_b439.07360.92759.60840.39219.343841.000bicubic-44.351-36.988+44
76xcit_small_24_p8_384_dist38.99761.00359.17640.82447.633841.000bicubic-46.555-38.396-40
77resnetv2_152x2_bit_teacher_38438.97161.02962.44237.558236.343841.000bicubic-44.873-34.676+25
78vit_base_patch32_38438.79461.20660.33339.66788.303841.000bicubic-44.554-36.081+46
79eca_nfnet_l238.66361.33759.43940.56156.723841.000bicubic-46.033-37.825-10
80xcit_small_12_p8_384_dist38.54361.45758.80041.20026.213841.000bicubic-46.539-38.480-28
81xcit_small_24_p16_384_dist38.49961.50158.38241.61847.673841.000bicubic-46.594-38.928-30
82xcit_small_12_p8_224_dist38.37261.62858.79941.20126.212241.000bicubic-45.860-38.073+4
83tf_efficientnet_b538.35261.64859.91140.08930.394560.934bicubic-45.460-36.837+24
84deit_base_distilled_patch16_38438.25661.74457.79142.20987.633841.000bicubic-47.166-39.541-43
85convnext_base38.25461.74658.20341.79788.592240.875bicubic-45.562-38.565+21
86dm_nfnet_f438.23061.77058.62841.372316.075120.951bicubic-47.484-38.894-52
87xcit_large_24_p8_22438.11661.88457.88342.117188.932241.000bicubic-46.276-38.775-9
88resnetv2_152x2_bitm37.98562.01561.13138.869236.344481.000bilinear-46.523-36.303-15
89cait_s24_38437.86562.13558.07941.92147.063841.000bicubic-47.183-39.269-34
90resnet152d37.85362.14758.35841.64260.213201.000bicubic-45.821-38.380+25
91tf_efficientnetv2_m37.82562.17558.70841.29254.144801.000bicubic-47.211-38.570-35
92resnetrs42037.75162.24958.20941.791191.894161.000bicubic-47.259-38.915-34
93xcit_small_24_p16_224_dist37.71562.28557.36242.63847.672241.000bicubic-46.147-39.362+8
94resnetrs35037.67862.32258.08741.913163.963841.000bicubic-47.042-38.901-27
95pit_b_distilled_22437.58262.41857.23242.76874.792240.900bicubic-46.560-39.624-6
96xcit_small_12_p16_384_dist37.57862.42257.76742.23326.253841.000bicubic-47.128-39.351-28
97resnet200d37.50362.49758.29741.70364.693201.000bicubic-46.459-38.526+2
98resnetv2_152x2_bit_teacher37.32462.67659.39440.606236.342240.875bicubic-45.548-37.176+42
99resnest269e37.31562.68557.47042.530110.934160.928bicubic-47.202-39.516-27
100resmlp_big_24_224_in22ft1k37.24262.75858.18141.819129.142240.875bicubic-47.152-38.939-23
101vit_small_r26_s32_22437.22662.77459.05640.94436.432240.900bicubic-44.630-36.964+89
102cait_s24_22437.15562.84556.73343.26746.922241.000bicubic-46.303-39.831+16
103vit_base_patch32_22437.08362.91759.29240.70888.222240.900bicubic-43.639-36.274+144
104tf_efficientnet_b3_ap37.05362.94757.23642.76412.233000.904bicubic-44.773-38.388+88
105efficientnetv2_rw_s37.04562.95556.81243.18823.943841.000bicubic-46.765-39.910+3
106convnext_small37.03862.96257.09342.90750.222240.875bicubic-46.089-39.331+25
107xcit_small_12_p16_224_dist36.97763.02356.73143.26926.252241.000bicubic-46.371-40.105+16
108seresnet152d36.78863.21256.71943.28166.843201.000bicubic-47.570-40.323-29
109resnetrs20036.64263.35856.83143.16993.213201.000bicubic-47.424-40.042-18
110regnetz_d3236.44263.55857.37642.62427.583200.950bicubic-47.580-39.490-14
111efficientnet_b336.41963.58156.84343.15712.233201.000bicubic-45.824-39.271+62
112cait_xs24_38436.41163.58956.94443.05626.673841.000bicubic-47.651-39.945-20
113deit_base_distilled_patch16_22436.39763.60356.61743.38387.342240.900bicubic-46.993-39.869+7
114resnetv2_101x3_bitm36.38563.61559.06440.936387.934481.000bilinear-48.057-38.318-40
115resnetrs27036.32663.67456.56843.432129.863521.000bicubic-48.108-40.404-40
116tresnet_m36.27763.72355.79244.20831.392240.875bilinear-46.795-40.326+18
117mixer_b16_224_miil36.26363.73755.96944.03159.882240.875bilinear-46.041-39.747+52
118tf_efficientnet_b2_ns36.18763.81357.54942.4519.112600.890bicubic-46.193-38.699+44
119resnet15236.08163.91955.54844.45260.192240.950bicubic-46.743-40.586+23
120ecaresnet101d36.01463.98656.15743.84344.572240.875bicubic-46.158-39.891+57
121dm_nfnet_f236.00663.99455.45844.542193.783520.920bicubic-49.058-41.782-67
122resnest200e35.93364.06755.85144.14970.203200.909bicubic-47.897-41.043-17
123swsl_resnet1835.86464.13658.45941.54111.692240.875bilinear-37.410-33.279+390
124eca_nfnet_l135.81964.18155.95144.04941.413201.000bicubic-48.193-41.077-26
125xcit_small_24_p8_22435.55064.45054.78845.21247.632241.000bicubic-48.292-41.848-22
126xcit_large_24_p16_22435.52264.47854.76445.236189.102241.000bicubic-47.370-41.114+12
127xcit_small_12_p8_22435.52064.48055.50544.49526.212241.000bicubic-47.824-40.975-2
128vit_small_patch16_38435.47564.52557.54142.45922.203841.000bicubic-48.331-39.559-19
129xcit_medium_24_p8_22435.44864.55254.82545.17584.322241.000bicubic-48.288-41.569-18
130resnest101e35.37364.62755.78444.21648.282560.875bilinear-47.515-40.536+9
131convit_base35.30864.69254.93745.06386.542240.875bicubic-46.986-40.997+39
132xcit_tiny_24_p8_224_dist35.25164.74955.25644.74412.112241.000bicubic-47.311-40.912+22
133twins_svt_large35.09064.91054.72145.27999.272240.900bicubic-48.590-41.873-19
134repvgg_b335.05164.94954.55845.442123.092240.875bilinear-45.445-40.706+121
135repvgg_b3g435.04164.95954.77045.23083.832240.875bilinear-45.171-40.336+144
136regnetz_d834.99665.00455.94544.05523.373201.000bicubic-49.056-41.049-43
137dm_nfnet_f134.98665.01454.11245.888132.633200.910bicubic-49.638-42.986-67
138xcit_tiny_24_p8_384_dist34.92565.07555.15144.84912.113841.000bicubic-48.823-41.559-28
139resnet101d34.87665.12454.19645.80444.573201.000bicubic-48.146-42.250-2
140resmlp_big_24_distilled_22434.78565.21554.63945.361129.142240.875bicubic-48.802-42.009-24
141vit_large_patch32_38434.67065.33055.72744.273306.633841.000bicubic-46.840-40.367+62
142resnet10134.66665.33454.29945.70144.552240.950bicubic-47.266-41.467+46
143dm_nfnet_f034.62065.38054.67245.32871.492560.900bicubic-48.766-41.902-22
144ssl_resnext101_32x16d34.60765.39355.93144.069194.032240.875bilinear-47.247-40.162+47
145repvgg_b2g434.58165.41954.77445.22661.762240.875bilinear-44.789-39.912+182
146resnetv2_10134.58165.41953.14546.85544.542240.950bicubic-47.461-42.717+37
147resnest50d_4s2x40d34.35965.64154.73145.26930.422240.875bicubic-46.751-40.833+78
148resnetrs15234.35965.64153.56446.43686.623201.000bicubic-49.353-43.050-36
149crossvit_18_dagger_40834.25365.74753.08446.91644.614081.000bicubic-49.939-43.734-62
150xcit_medium_24_p16_22434.24165.75953.17546.82584.402241.000bicubic-48.397-42.801-2
151tf_efficientnet_b1_ns34.16565.83555.48944.5117.792400.882bicubic-47.221-40.247+59
152efficientnetv2_rw_t34.15365.84753.12746.87313.652881.000bicubic-48.191-43.069+13
153twins_pcpvt_large34.10865.89254.12445.87660.992240.900bicubic-49.028-42.478-24
154tf_efficientnet_b434.06065.94054.19645.80419.343800.922bicubic-48.964-42.104-18
155ssl_resnext101_32x8d34.02965.97155.60144.39988.792240.875bilinear-47.579-40.441+43
156tf_efficientnet_b634.00365.99754.54245.45843.045280.942bicubic-50.105-42.344-66
157nfnet_l033.99966.00154.35945.64135.072881.000bicubic-48.752-42.159-13
158efficientnet_b3_pruned33.99866.00254.10845.8929.863000.904bicubic-46.858-41.136+84
159xcit_small_24_p16_22433.99666.00453.28846.71247.672241.000bicubic-48.586-42.716-8
160regnety_16033.97266.02853.54046.46083.592881.000bicubic-49.714-43.236-47
161gc_efficientnetv2_rw_t33.95066.05053.22046.78013.682881.000bicubic-48.516-43.076-3
162pit_s_distilled_22433.93566.06553.26946.73124.042240.900bicubic-48.061-42.527+22
163convnext_tiny33.83166.16953.59346.40728.592240.875bicubic-48.233-42.241+16
164xcit_small_12_p16_22433.77066.23053.23646.76426.252241.000bicubic-48.206-42.582+22
165resnetv2_50x3_bitm33.66366.33755.88044.120217.324481.000bilinear-50.350-41.244-68
166resnet51q33.56166.43953.01946.98135.702881.000bilinear-48.801-43.161-3
167xcit_tiny_24_p16_384_dist33.51066.49052.76647.23412.123841.000bicubic-49.060-43.518-14
168convmixer_1536_2033.42466.57653.03146.96951.632240.960bicubic-47.942-42.583+44
169regnety_03233.40866.59252.76647.23419.442881.000bicubic-49.318-43.658-24
170crossvit_18_24033.40266.59852.24547.75543.272400.875bicubic-48.998-43.809-10
171gernet_l33.35766.64351.91348.08731.082560.875bilinear-47.989-43.619+42
172crossvit_15_dagger_40833.32566.67452.18647.81428.504081.000bicubic-50.506-44.598-68
173crossvit_18_dagger_24033.27866.72252.20047.80044.272400.875bicubic-49.242-43.872-17
174tresnet_xl33.25966.74152.29447.70678.442240.875bilinear-48.799-43.642+7
175jx_nest_base33.21566.78551.80948.19167.722240.875bicubic-50.339-44.555-58
176resnest50d_1s4x24d33.15166.84952.85047.15025.682240.875bicubic-47.835-42.470+57
177resnet61q33.10966.89151.75848.24236.852881.000bicubic-49.417-44.376-22
178jx_nest_small33.05066.95051.06648.93438.352240.875bicubic-50.070-45.262-46
179crossvit_base_24033.03566.96551.38448.616105.032400.875bicubic-49.179-44.448-5
180twins_pcpvt_base33.02766.97352.48347.51743.832240.900bicubic-49.677-43.865-34
181rexnet_20032.98667.01452.93547.06516.372240.875bicubic-48.642-42.733+16
182xcit_tiny_24_p16_224_dist32.98667.01452.05847.94212.122241.000bicubic-47.462-43.158+79
183resnest50d32.97267.02852.71147.28927.482240.875bilinear-48.006-42.667+51
184convit_small32.91767.08352.11747.88327.782240.875bicubic-48.507-43.625+23
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202gmlp_s16_22432.42067.58051.81948.18119.422240.875bicubic-47.222-42.805+113
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222inception_v431.37668.62449.24450.75642.682990.875bicubic-48.794-45.726+60
223rexnet_15031.36868.63251.28648.7149.732240.875bicubic-48.942-43.880+47
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225pit_s_22431.32568.67549.66750.33323.462240.900bicubic-49.773-45.663+2
226cait_xxs36_22431.27868.72250.61249.38817.302241.000bicubic-48.472-44.258+80
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228cspresnet5031.26868.73251.22348.77721.622560.887bilinear-48.312-43.481+89
229convmixer_768_3231.25068.75050.95049.05021.112240.960bicubic-48.914-44.122+54
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231xcit_tiny_12_p8_384_dist31.18468.81650.52649.4746.713841.000bicubic-51.208-45.696-70
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234tf_efficientnet_cc_b0_8e31.08768.91350.76149.23924.012240.875bicubic-46.821-42.895+174
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236ecaresnet50d31.05868.94250.85449.14625.582240.875bicubic-49.544-44.466+16
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240gcresnet50t31.01168.98950.12749.87325.902560.900bicubic-49.927-45.325-2
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242gluon_resnet152_v1c30.98969.01148.92851.07260.212240.875bicubic-48.923-45.920+53
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245resmlp_24_distilled_22430.90369.09750.17649.82430.022240.875bicubic-49.861-45.0480
246tf_efficientnet_cc_b1_8e30.90169.09950.07649.92439.722400.882bicubic-48.405-44.294+86
247ecaresnet101d_pruned30.89969.10150.01349.98724.882240.875bicubic-49.917-45.621-4
248gluon_resnext101_32x4d30.87769.12348.53951.46144.182240.875bicubic-49.463-46.387+20
249tf_efficientnetv2_b330.86169.13949.81450.18614.363000.904bicubic-51.107-45.966-62
250tf_efficientnet_lite430.83069.17050.39049.61013.013800.920bilinear-50.706-45.278-49
251nf_resnet5030.70669.29449.96250.03825.562880.940bicubic-49.948-45.372-2
252dpn10730.67869.32248.80851.19286.922240.875bicubic-49.493-46.098+29
253xcit_tiny_24_p16_22430.67869.32250.41049.59012.122241.000bicubic-48.769-44.476+72
254ese_vovnet39b30.66569.33549.87750.12324.572240.875bicubic-48.645-44.839+76
255gluon_resnet152_v1b30.61869.38248.52351.47760.192240.875bicubic-49.058-46.215+57
256tresnet_xl_44830.61669.38449.07250.92878.444480.875bilinear-52.438-47.100-121
257haloregnetz_b30.60269.39849.00350.99711.682240.940bicubic-50.450-46.191-28
258ssl_resnext50_32x4d30.59869.40250.65949.34125.032240.875bilinear-49.718-44.751+11
259gluon_resnet101_v1d30.51969.48147.95352.04744.572240.875bicubic-49.897-47.063+4
260dpn68b30.51769.48349.16650.83412.612240.875bicubic-48.697-45.248+83
261resnest26d30.48869.51250.66749.33317.072240.875bilinear-47.996-43.627+115
262efficientnet_b230.43769.56349.68850.3129.112881.000bicubic-50.175-45.625-12
263tf_efficientnet_b1_ap30.41969.58149.55350.4477.792400.882bicubic-48.859-44.753+74
264xcit_tiny_12_p16_384_dist30.40569.59550.13149.8696.723841.000bicubic-50.539-45.279-27
265resnetv2_5030.38469.61648.83651.16425.552240.950bicubic-50.036-46.238-3
266twins_pcpvt_small30.38469.61649.39050.61024.112240.900bicubic-50.704-46.250-38
267visformer_small30.33169.66948.29151.70940.222240.900bicubic-51.775-47.583-89
268pit_xs_distilled_22430.27869.72249.83850.16211.002240.900bicubic-49.026-44.528+66
269convmixer_1024_20_ks9_p1430.09769.90349.93450.06624.382240.960bicubic-46.845-43.422+177
270seresnet5030.07369.92749.28250.71828.092240.875bicubic-50.191-45.790+4
271dpn9830.06169.93948.24451.75661.572240.875bicubic-49.583-46.354+43
272tf_efficientnet_b230.02669.97449.58250.4189.112600.890bicubic-50.054-45.326+15
273dpn13130.02269.97848.12451.87679.252240.875bicubic-49.802-46.584+30
274efficientnet_el30.02069.98048.84051.16010.593000.904bicubic-51.286-46.686-59
275legacy_senet15430.00369.99748.04451.956115.092240.875bilinear-51.307-47.446-61
276xcit_tiny_12_p16_224_dist30.00169.99949.64950.3516.722241.000bicubic-48.573-44.549+95
277halo2botnet50ts_25629.98170.01948.37651.62422.642560.950bicubic-52.081-47.266-97
278dpn9229.95370.04749.17450.82637.672240.875bicubic-50.063-45.654+13
279resnetv2_101x1_bitm29.89670.10451.12548.87544.544481.000bilinear-52.438-45.391-113
280gluon_senet15429.87770.12347.89452.106115.092240.875bicubic-51.355-47.454-62
281xception29.85770.14348.67851.32222.862990.897bicubic-49.191-45.713+73
282adv_inception_v329.81870.18247.84352.15723.832990.875bicubic-47.764-45.895+141
283gluon_xception6529.78270.21847.75952.24139.922990.903bicubic-49.933-47.101+25
284lamhalobotnet50ts_25629.74570.25548.33351.66722.572560.950bicubic-51.805-47.169-85
285fbnetv3_d29.74370.25749.47450.52610.312560.950bilinear-49.939-45.476+26
286resmlp_36_22429.69470.30648.97151.02944.692240.875bicubic-50.074-45.915+19
287resnet5029.63970.36146.74553.25525.562240.950bicubic-50.733-47.865-23
288resnetblur5029.61070.39148.25451.74625.562240.875bicubic-49.699-46.380+43
289jx_nest_tiny29.54370.45746.99053.01017.062240.875bicubic-51.879-48.626-81
290resnet50_gn29.53170.46948.29951.70125.562240.940bicubic-50.521-46.647-1
291efficientnet_em29.47870.52248.94051.0606.902400.882bicubic-49.772-45.856+49
292resnext101_32x8d29.43970.56148.48851.51288.792240.875bilinear-49.877-46.030+37
293gcresnext50ts29.43370.56747.89652.10415.672560.900bicubic-51.145-47.274-40
294coat_lite_mini29.42770.57347.72952.27111.012240.900bicubic-49.665-46.877+56
295sebotnet33ts_25629.42570.57547.15052.85013.702560.940bicubic-51.729-48.018-73
296deit_small_patch16_22429.42570.57548.25651.74422.052240.900bicubic-50.441-46.790+4
297ssl_resnet5029.41570.58549.80850.19225.562240.875bilinear-49.805-45.024+44
298nf_regnet_b129.39370.60749.41950.58110.222880.900bicubic-49.895-45.331+38
299cait_xxs24_38429.38470.61648.75151.24912.033841.000bicubic-51.580-46.895-63
300resnet34d29.33270.66848.41551.58521.822240.875bicubic-47.782-44.965+139
301swin_tiny_patch4_window7_22429.33170.66947.60452.39628.292240.900bicubic-52.043-47.938-90
302cait_xxs24_22429.29970.70148.53351.46711.962241.000bicubic-49.085-45.777+83
303ecaresnet50d_pruned29.21670.78448.43951.56119.942240.875bicubic-50.493-46.441+6
304tresnet_l_44829.16270.83847.22452.77655.994480.875bilinear-53.108-48.754-132
305gluon_inception_v329.12470.87646.95753.04323.832990.875bicubic-49.682-47.415+58
306eca_resnet33ts29.09970.90148.79151.20919.682560.900bicubic-50.985-46.179-21
307lambda_resnet50ts29.09570.90546.98153.01921.542560.950bicubic-52.055-48.123-83
308xception7129.03670.96447.40552.59542.342990.903bicubic-50.836-47.517-10
309hrnet_w6428.98771.01347.13852.862128.062240.875bilinear-50.481-47.516+13
310xcit_tiny_12_p8_22428.96371.03747.51952.4816.712241.000bicubic-50.731-47.5350
311regnetz_b1628.94171.05947.24852.7529.722880.940bicubic-51.775-48.230-63
312tf_efficientnet_b0_ns28.90471.09649.01150.9895.292240.875bicubic-49.754-45.365+57
313xception6528.89471.10647.16552.83539.922990.903bicubic-50.654-47.491+5
314tf_efficientnet_b128.88471.11647.50352.4977.792400.882bicubic-49.936-46.693+48
315vit_small_patch32_38428.87771.12348.89151.10922.923841.000bicubic-51.607-46.707-59
316gluon_resnet101_v1b28.87171.12946.37953.62144.552240.875bicubic-50.433-48.143+17
317skresnext50_32x4d28.83171.16946.48753.51327.482240.875bicubic-51.321-48.157-33
318sehalonet33ts28.77271.22846.57853.42213.692560.940bicubic-52.194-48.694-83
319levit_25628.74771.25346.71753.28318.892240.900bicubic-52.759-48.775-115
320tf_efficientnet_lite328.66271.33847.35252.6488.203000.904bilinear-51.156-47.562-16
321skresnet3428.65471.34647.94652.05422.282240.875bicubic-48.249-45.374+128
322gluon_seresnext50_32x4d28.64971.35146.43853.56227.562240.875bicubic-51.267-48.396-28
323hrnet_w4028.63571.36547.45652.54457.562240.875bilinear-50.281-47.018+36
324halonet50ts28.57271.42846.17953.82122.732560.940bicubic-53.086-49.431-129
325tf_efficientnetv2_b028.57271.42847.07952.9217.142240.875bicubic-49.788-46.945+62
326tv_resnet15228.53171.46947.11852.88260.192240.875bilinear-49.789-46.918+62
327xcit_tiny_12_p16_22428.51971.48147.41352.5876.722241.000bicubic-48.607-46.301+111
328repvgg_b228.43071.57047.03852.96289.022240.875bilinear-50.362-47.380+36
329hrnet_w4828.41371.58747.58252.41877.472240.875bilinear-50.887-46.930+6
330gluon_resnext50_32x4d28.37971.62145.31454.68625.032240.875bicubic-50.989-49.112-2
331efficientnet_b2_pruned28.36071.64047.05352.9478.312600.890bicubic-51.556-47.801-38
332seresnet33ts28.35071.65047.74752.25319.782560.900bicubic-52.006-47.361-66
333tf_efficientnet_b0_ap28.35071.65047.52952.4715.292240.875bicubic-48.740-45.729+108
334dla102x228.31571.68546.76153.23941.282240.875bilinear-51.135-47.873-10
335dla16928.31371.68747.39152.60953.392240.875bilinear-50.381-46.945+33
336tf_efficientnet_cc_b0_4e28.31171.68947.36852.63213.312240.875bicubic-48.993-45.966+97
337mixnet_xl28.28771.71346.69653.30411.902240.875bicubic-52.189-48.238-79
338gluon_resnet50_v1d28.24671.75445.87854.12225.582240.875bicubic-50.830-48.592+13
339gluon_resnet101_v1c28.10471.89645.96554.03544.572240.875bicubic-51.428-48.615-20
340wide_resnet101_228.10271.89846.41153.589126.892240.875bilinear-50.750-47.877+21
341regnetx_32028.09171.90945.12654.874107.812240.875bicubic-52.149-49.896-64
342densenet16128.08371.91746.64353.35728.682240.875bicubic-49.269-46.995+90
343regnety_32028.06171.93945.45254.548145.052240.875bicubic-52.747-49.792-99
344levit_19228.03271.96845.88254.11810.952240.900bicubic-51.800-48.904-42
345gernet_s28.03071.97046.73353.2678.172240.875bilinear-48.882-46.401+103
346efficientnet_el_pruned28.00471.99646.78453.21610.593000.904bicubic-52.298-48.434-75
347xception4127.88672.11445.88654.11426.972990.903bicubic-50.622-48.394+27
348regnetx_16027.82372.17745.62554.37554.282240.875bicubic-52.025-49.205-47
349tf_inception_v327.77872.22245.71954.28123.832990.875bicubic-50.076-47.919+63
350res2net101_26w_4s27.77272.22845.16954.83145.212240.875bilinear-51.426-49.269-4
351tf_efficientnetv2_b127.75672.24346.57853.4228.142400.882bicubic-51.706-48.148-28
352vit_base_patch16_sam_22427.71172.28945.10654.89486.572240.900bicubic-52.531-49.650-76
353fbnetv3_b27.66872.33246.98353.0178.602560.950bilinear-51.482-47.763-6
354repvgg_b127.65272.34846.52153.47957.422240.875bilinear-50.716-47.575+32
355hrnet_w4427.61572.38545.83754.16367.062240.875bilinear-51.285-48.535+5
356gcresnet33ts27.58772.41246.19753.80319.882560.900bicubic-52.497-48.803-70
357inception_v327.55272.44845.27354.72723.832990.875bicubic-49.886-48.203+72
358resmlp_24_22427.52372.47745.70054.30030.022240.875bicubic-51.859-48.847-32
359pit_xs_22427.49372.50745.90654.09410.622240.900bicubic-50.695-48.260+35
360regnetx_08027.39372.60745.00654.99439.572240.875bicubic-51.807-49.546-15
361hrnet_w3027.38772.61346.54453.45637.712240.875bilinear-50.811-47.680+32
362hrnet_w3227.36372.63645.98454.01641.232240.875bilinear-51.082-48.204+17
363gluon_resnet50_v1s27.32472.67645.22654.77425.682240.875bicubic-51.384-49.014+4
364res2net50_26w_8s27.32072.68044.83355.16748.402240.875bilinear-51.656-49.345-8
365densenet20127.26172.73946.22053.78020.012240.875bicubic-50.029-47.258+70
366densenetblur121d27.22872.77246.29553.7058.002240.875bicubic-49.354-46.893+93
367regnety_06427.22272.77844.85555.14530.582240.875bicubic-52.498-49.909-60
368efficientnet_b1_pruned27.17972.82145.86754.1336.332400.882bicubic-51.061-47.965+24
369tf_efficientnetv2_b227.16372.83744.57255.42810.102600.890bicubic-53.043-50.471-89
370resnet33ts27.13272.86845.33254.66819.682560.900bicubic-52.080-49.240-26
371resnetrs5027.10472.89645.02254.97835.692240.910bicubic-52.786-49.944-75
372rexnet_13027.10272.89845.93354.0677.562240.875bicubic-52.398-48.749-52
373dla102x27.05972.94145.47954.52126.312240.875bilinear-51.455-48.7450
374resnet32ts27.05172.94945.26354.73717.962560.900bicubic-51.963-49.093-19
375gmixer_24_22427.03372.96744.36155.63924.722240.875bicubic-51.005-49.309+25
376tv_resnet10126.96373.03745.23454.76644.552240.875bilinear-50.415-48.308+55
377regnetx_12026.87073.13044.67655.32446.112240.875bicubic-52.722-50.058-61
378resnext50d_32x4d26.86473.13644.45055.55025.052240.875bicubic-52.806-50.414-65
379rexnet_10026.83973.16145.37554.6254.802240.875bicubic-51.019-48.495+32
380densenet16926.82773.17345.37554.62514.152240.875bicubic-49.073-47.655+92
381legacy_seresnext101_32x4d26.81773.18343.49956.50148.962240.875bilinear-53.411-51.515-103
382tinynet_a26.80573.19545.10454.8966.191920.875bicubic-50.847-48.434+36
383regnetx_06426.79273.20844.92155.07926.212240.875bicubic-52.274-49.537-30
384regnety_12026.78673.21444.44855.55251.822240.875bicubic-53.584-50.676-119
385regnetx_03226.70573.29545.23854.76215.302240.875bicubic-51.467-48.850+10
386densenet12126.67273.32845.88854.1127.982240.875bicubic-48.910-46.764+90
387legacy_seresnet15226.66873.33243.95356.04766.822240.875bilinear-51.988-50.415-17
388efficientnet_es26.60973.39145.12254.8785.442240.875bicubic-51.451-48.816+11
389res2net50_26w_6s26.59773.40344.00056.00037.052240.875bilinear-51.969-50.134-17
390repvgg_b1g426.57973.42145.08854.91239.972240.875bilinear-51.007-48.742+32
391dla60x26.55873.44245.02554.97517.352240.875bilinear-51.688-48.9950
392coat_lite_tiny26.51773.48444.64255.3585.722240.900bicubic-50.994-49.270+34
393regnety_08026.51773.48444.34955.65139.182240.875bicubic-53.363-50.480-96
394res2net50_14w_8s26.48773.51344.36555.63525.062240.875bilinear-51.657-49.485+2
395tf_efficientnet_b026.48773.51345.64454.3565.292240.875bicubic-50.359-47.582+55
396mobilenetv3_large_100_miil26.48573.51544.47755.5235.482240.875bilinear-51.433-48.429+11
397gluon_resnet50_v1b26.43673.56444.03755.96325.562240.875bicubic-51.144-49.685+27
398tf_efficientnet_el26.35973.64144.18155.81910.593000.904bicubic-53.891-50.949-123
399lambda_resnet26t26.33873.66244.41455.58610.962560.940bicubic-52.758-50.174-50
400levit_12826.32473.67644.11655.8849.212240.900bicubic-52.162-49.890-25
401resmlp_big_24_22426.31673.68443.55756.443129.142240.875bicubic-54.716-51.462-171
402resmlp_12_distilled_22426.31473.68644.87055.13015.352240.875bicubic-51.628-48.688+4
403regnetx_04026.23973.76044.43855.56222.122240.875bicubic-52.242-49.806-26
404crossvit_9_dagger_24026.17873.82244.53855.4628.782400.875bicubic-50.799-49.074+40
405vit_small_patch32_22426.16573.83545.11054.89022.882240.900bicubic-49.833-48.162+63
406dpn6826.12873.87344.22455.77612.612240.875bicubic-50.178-48.750+60
407efficientnet_b126.05773.94344.07855.9227.792561.000bicubic-52.733-50.264-42
408lambda_resnet26rpt_25626.01273.98944.18455.81610.992560.940bicubic-52.957-50.244-50
409hrnet_w1825.98874.01244.81355.18721.302240.875bilinear-50.764-48.629+44
410hardcorenas_f25.95374.04744.22055.7808.202240.875bilinear-52.145-49.584-12
411regnety_04025.91374.08743.85056.15020.652240.875bicubic-53.303-50.806-69
412resnet3425.89074.11043.98656.01421.802240.875bilinear-49.224-48.298+76
413res2net50_26w_4s25.86274.13843.15756.84325.702240.875bilinear-52.094-50.695-8
414tresnet_m_44825.86274.13842.87457.12631.394480.875bilinear-55.842-52.700-221
415resnet26t25.86074.14043.95356.04716.012560.940bicubic-52.004-49.894-6
416coat_tiny25.84874.15243.27656.7245.502240.900bicubic-52.580-50.761-34
417hardcorenas_c25.82174.17944.76455.2365.522240.875bilinear-51.227-48.392+25
418gluon_resnet50_v1c25.78274.21843.02756.97325.582240.875bicubic-52.228-50.961-16
419halonet26t25.76874.23243.22556.77512.482560.950bicubic-53.348-51.087-71
420selecsls6025.72974.27244.06655.93430.672240.875bicubic-52.246-49.765-16
421hardcorenas_e25.66474.33643.41456.5868.072240.875bilinear-52.128-50.284-5
422dla60_res2net25.65874.34243.59156.40920.852240.875bilinear-52.804-50.615-44
423dla60_res2next25.63874.36243.66856.33217.032240.875bilinear-52.804-50.482-43
424ecaresnet26t25.54074.46043.66456.33616.013200.950bicubic-54.308-51.420-124
425resmlp_12_22425.52074.48044.34055.66015.352240.875bicubic-51.136-48.840+30
426mixnet_l25.51474.48643.45956.5417.332240.875bicubic-53.462-50.835-69
427tf_efficientnet_lite125.50974.49243.58156.4195.422400.882bicubic-51.127-49.641+29
428eca_halonext26ts25.47574.52543.18856.81210.762560.940bicubic-54.013-51.408-107
429bat_resnext26ts25.47374.52743.20656.79410.732560.900bicubic-52.777-50.892-40
430botnet26t_25625.45374.54742.63657.36412.492560.950bicubic-53.799-51.892-91
431tv_resnext50_32x4d25.45374.54742.78157.21925.032240.875bilinear-52.165-50.915-11
432repvgg_a225.43674.56443.94756.05328.212240.875bilinear-51.024-49.059+31
433tf_mixnet_l25.42274.57842.53657.4647.332240.875bicubic-53.352-51.460-67
434hardcorenas_b25.40074.60044.18155.8195.182240.875bilinear-51.132-48.574+26
435res2next5025.39174.60942.50657.49424.672240.875bilinear-52.859-51.380-45
436selecsls60b25.33774.66243.56256.43832.772240.875bicubic-53.075-50.608-53
437legacy_seresnet10125.33474.66642.82857.17249.332240.875bilinear-53.054-51.438-53
438resnetv2_50x1_bitm25.31874.68245.35854.64225.554481.000bilinear-55.024-50.323-171
439dla10225.31474.68643.82556.17533.272240.875bilinear-52.714-50.125-38
440hardcorenas_d25.30874.69243.12556.8757.502240.875bilinear-52.124-50.359-10
441resnest14d25.26774.73344.09255.90810.612240.875bilinear-50.239-48.428+37
442legacy_seresnext50_32x4d25.21474.78641.94058.06027.562240.875bilinear-53.856-52.492-90
443mixer_b16_22425.12974.87141.22558.77559.882240.875bicubic-51.481-51.005+14
444res2net50_48w_2s25.03574.96542.19657.80425.292240.875bilinear-52.487-51.356-19
445efficientnet_b025.01174.98942.79357.2075.292240.875bicubic-52.683-50.741-28
446mobilenetv2_120d24.93975.06143.06256.9385.832240.875bicubic-52.357-50.434-12
447gluon_resnet34_v1b24.93775.06342.23957.76121.802240.875bicubic-49.655-49.749+51
448dla6024.93375.06743.30456.69622.042240.875bilinear-52.103-50.014-5
449eca_botnext26ts_25624.86875.13242.95857.04210.592560.950bicubic-54.404-51.658-111
450regnety_01624.82375.17742.61857.38211.202240.875bicubic-53.037-51.104-40
451xcit_nano_12_p8_224_dist24.80175.19943.07856.9223.052241.000bicubic-51.519-50.008+13
452seresnext26ts24.68975.31143.10656.89410.392560.900bicubic-53.163-50.684-39
453eca_resnext26ts24.66375.33742.84657.15410.302560.900bicubic-52.788-50.720-25
454tf_efficientnet_lite224.53275.46842.28857.7126.092600.890bicubic-52.936-51.468-27
455skresnet1824.48975.51142.54057.46011.962240.875bicubic-48.547-48.628+60
456regnetx_01624.47775.52342.50657.4949.192240.875bicubic-52.473-50.916-11
457pit_ti_distilled_22424.41075.59042.73657.2645.102240.900bicubic-50.122-49.362+42
458tf_efficientnet_lite024.38175.62042.49057.5104.652240.875bicubic-50.451-49.686+35
459hardcorenas_a24.36175.63943.28256.7185.262240.875bilinear-51.561-49.234+12
460tv_resnet5024.08275.91841.31258.68825.562240.875bilinear-52.056-51.550+7
461levit_128s24.06075.94041.00358.9977.782240.900bicubic-52.460-51.8630
462legacy_seresnet3424.02775.97341.90358.09721.962240.875bilinear-50.783-50.223+32
463xcit_nano_12_p16_384_dist24.00775.99342.32257.6783.053841.000bicubic-51.443-50.370+19
464xcit_nano_12_p8_384_dist23.96276.03841.94058.0603.053841.000bicubic-53.856-52.104-49
465gcresnext26ts23.94476.05641.35758.64310.482560.900bicubic-53.876-52.475-51
466resnet18d23.93076.07042.30057.70011.712240.875bicubic-48.320-48.388+58
467efficientnet_lite023.90576.09542.08057.9204.652240.875bicubic-51.571-50.432+12
468resnext26ts23.86476.13641.10558.89510.302560.900bicubic-52.916-52.023-16
469tv_densenet12123.84476.15641.92558.0757.982240.875bicubic-50.900-50.225+26
470efficientnet_es_pruned23.83076.17041.99958.0015.442240.875bicubic-51.168-50.439+21
471mobilenetv2_14023.72076.28041.48058.5206.112240.875bicubic-52.788-51.518-9
472mixnet_m23.71076.29041.14258.8585.012240.875bicubic-53.554-52.282-36
473dla3423.66976.33141.55158.44915.742240.875bilinear-50.951-50.521+24
474legacy_seresnet5023.65176.34940.08959.91128.092240.875bilinear-53.981-53.663-55
475ese_vovnet19b_dw23.53476.46641.28658.7146.542240.875bicubic-53.266-51.986-24
476tf_mixnet_m23.48376.51740.98959.0115.012240.875bicubic-53.459-52.163-29
477tv_resnet3423.46976.53141.36758.63321.802240.875bilinear-49.839-50.058+35
478selecsls42b23.36176.63940.66959.33132.462240.875bicubic-53.813-52.725-41
479tf_efficientnet_em23.35976.64140.40259.5986.902400.882bicubic-54.773-53.644-82
480repvgg_b023.31776.68341.17858.82215.822240.875bilinear-51.839-51.240+5
481xcit_nano_12_p16_224_dist23.25576.74641.37058.6303.052241.000bicubic-49.048-49.492+42
482mobilenetv2_110d23.07476.92640.72659.2744.522240.875bicubic-51.966-51.458+7
483vit_base_patch32_sam_22423.04876.95239.57260.42888.222240.900bicubic-50.644-51.440+25
484tinynet_b23.01576.98540.97159.0293.731880.875bicubic-51.965-51.215+8
485deit_tiny_distilled_patch16_22422.72677.27440.77159.2295.912240.900bicubic-51.786-51.117+15
486mobilenetv3_large_10022.65577.34540.77759.2235.482240.875bicubic-53.107-51.763-13
487mobilenetv3_rw22.63477.36640.37259.6285.482240.875bicubic-52.996-52.336-12
488tf_mobilenetv3_large_10022.56377.43739.75960.2415.482240.875bilinear-52.955-52.845-11
489tf_efficientnet_es22.41377.58739.09160.9095.442240.875bicubic-54.184-54.113-31
490xcit_nano_12_p8_22422.40277.59840.65359.3473.052241.000bicubic-51.516-51.517+16
491hrnet_w18_small_v222.34177.65939.87760.12315.602240.875bilinear-52.777-52.539-4
492convit_tiny22.27477.72639.66560.3355.712240.875bicubic-50.846-52.055+22
493regnety_00822.11777.88338.89661.1046.262240.875bicubic-54.195-54.174-28
494seresnext26t_32x4d21.98378.01738.49061.51016.812240.875bicubic-55.993-55.254-91
495regnety_00621.97178.02938.95561.0456.062240.875bicubic-53.275-53.579-11
496vit_tiny_r_s16_p8_38421.96378.03739.40160.5996.363841.000bicubic-53.993-53.861-26
497regnetx_00821.94278.05838.92661.0747.262240.875bicubic-53.094-53.414-7
498resnet26d21.90478.09638.61561.38516.012240.875bicubic-54.796-54.531-44
499semnasnet_10021.89978.10138.60061.4003.892240.875bicubic-53.551-54.000-18
500pit_ti_22421.87378.12739.54160.4594.852240.900bicubic-51.037-51.865+18
501regnetx_00621.73878.26338.90461.0966.202240.875bicubic-52.115-52.770+6
502vit_tiny_patch16_38421.72278.27839.32960.6715.793841.000bicubic-56.710-55.213-121
503crossvit_9_24021.68678.31439.27860.7228.552400.875bicubic-52.284-52.686+2
504vgg19_bn21.62878.37339.28060.720143.682240.875bilinear-52.587-52.568-3
505ghostnet_10021.62078.38038.69261.3085.182240.875bilinear-52.358-52.766-1
506semnasnet_07521.57678.42438.92861.0722.912240.875bicubic-51.398-52.208+10
507gluon_resnet18_v1b21.55178.44938.88761.11311.692240.875bicubic-49.287-50.875+27
508fbnetc_10021.49078.51038.16161.8395.572240.875bilinear-53.636-54.221-22
509xcit_nano_12_p16_22421.42978.57139.79660.2043.052241.000bicubic-48.535-49.964+28
510mnasnet_10021.35678.64437.71962.2814.382240.875bicubic-53.298-54.391-14
511lcnet_10021.28578.71538.85161.1492.952240.875bicubic-50.823-51.527+16
512resnet2621.28578.71538.02061.98016.002240.875bicubic-54.017-54.556-29
513ssl_resnet1821.28478.71639.10960.89111.692240.875bilinear-51.322-52.315+6
514mixnet_s21.25478.74638.18961.8114.132240.875bicubic-54.738-54.609-45
515seresnext26d_32x4d21.25078.75037.31662.68416.812240.875bicubic-56.352-56.292-94
516legacy_seresnext26_32x4d21.09178.90937.63562.36516.792240.875bicubic-56.011-55.681-76
517crossvit_tiny_24021.05278.94838.05561.9457.012400.875bicubic-52.284-53.861-6
518regnetx_00420.89579.10637.56462.4365.162240.875bicubic-51.495-53.266+2
519spnasnet_10020.86379.13737.89662.1044.422240.875bilinear-53.223-53.922-17
520legacy_seresnet1820.84179.15937.61562.38511.782240.875bicubic-50.901-52.717+10
521mobilenetv2_10020.76979.23137.76162.2393.502240.875bicubic-52.197-53.257-4
522tf_mixnet_s20.47479.52636.60563.3954.132240.875bicubic-55.176-56.023-48
523vit_tiny_patch16_22420.44879.55237.59962.4015.722240.900bicubic-55.008-55.247-43
524regnety_00420.41179.58936.99663.0044.342240.875bicubic-53.613-54.758-21
525hrnet_w18_small20.37079.63037.08962.91113.192240.875bilinear-51.970-53.589-3
526tf_mobilenetv3_large_07520.36679.63436.77063.2303.992240.875bilinear-53.074-54.578-17
527resnet1820.22479.77637.25862.74211.692240.875bilinear-49.520-51.824+12
528mixer_l16_22420.16379.83732.94267.058208.202240.875bicubic-51.885-54.7220
529deit_tiny_patch16_22420.15679.84437.55662.4445.722240.900bicubic-52.010-53.564-3
530tf_mobilenetv3_large_minimal_10020.12479.87636.90263.0983.922240.875bilinear-52.126-53.728-5
531vgg16_bn19.95780.04336.30363.697138.372240.875bilinear-53.393-55.202-21
532vit_tiny_r_s16_p8_22419.33080.67036.04963.9516.342240.900bicubic-52.458-54.773-3
533tinynet_c19.25480.74635.99464.0062.461840.875bicubic-51.974-53.7560
534lcnet_07518.16381.83734.41665.5842.362240.875bicubic-50.655-53.958+7
535vgg1917.92982.07133.05466.946143.672240.875bilinear-54.437-57.816-14
536vgg13_bn17.80282.19834.03965.961133.052240.875bilinear-53.792-56.337-5
537vgg1617.54082.46032.76967.231138.362240.875bilinear-54.050-57.613-5
538regnety_00217.46082.54032.44767.5533.162240.875bicubic-52.794-57.093-2
539vgg11_bn17.40382.59733.00966.991132.872240.875bilinear-52.957-56.793-4
540regnetx_00216.95383.04732.22767.7732.682240.875bicubic-51.797-56.329+2
541tinynet_d16.67783.32332.45567.5452.341520.875bicubic-50.281-54.609+4
542mobilenetv2_05016.67083.33031.95268.0481.972240.875bicubic-49.272-54.130+5
543mnasnet_small16.57383.42732.10767.8932.032240.875bicubic-49.023-54.081+6
544dla60x_c16.31083.69031.76168.2391.322240.875bilinear-51.582-56.6650
545tf_mobilenetv3_small_10016.22783.77231.22568.7752.542240.875bilinear-51.697-56.439-2
546vgg1316.10483.89630.98369.017133.052240.875bilinear-53.822-58.263-8
547vgg1115.73084.27030.45369.547132.862240.875bilinear-53.298-58.173-7
548tf_mobilenetv3_small_07514.94485.05629.57070.4302.042240.875bilinear-50.770-56.5640
549dla46_c14.65785.34329.37870.6221.302240.875bilinear-50.209-56.916+1
550dla46x_c14.38285.61829.19170.8091.072240.875bilinear-51.588-57.789-4
551lcnet_05014.31085.69028.64571.3551.882240.875bicubic-48.790-55.7370
552tf_mobilenetv3_small_minimal_10013.96286.03827.98672.0142.042240.875bilinear-48.946-56.2480
553tinynet_e12.66987.33126.38973.6112.041060.875bicubic-47.187-55.3770