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

37 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2beit_large_patch16_51288.60211.39898.6561.344305.675121.000bicubic
3beit_large_patch16_38488.40411.59698.6081.392305.003841.000bicubic
4tf_efficientnet_l2_ns88.34811.65298.6481.352480.318000.960bicubic
5tf_efficientnet_l2_ns_47588.23211.76898.5461.454480.314750.936bicubic
6convnext_xlarge_384_in22ft1k87.54412.45698.4901.510350.203841.000bicubic
7beit_large_patch16_22487.47812.52298.3061.694304.432240.900bicubic
8convnext_large_384_in22ft1k87.39812.60298.3661.634197.773841.000bicubic
9swin_large_patch4_window12_38487.14812.85298.2401.760196.743841.000bicubic
10vit_large_patch16_38487.08012.92098.3021.698304.723841.000bicubic
11convnext_xlarge_in22ft1k87.00812.99298.2081.792350.202240.875bicubic
12tf_efficientnet_b7_ns86.84013.16098.0941.90666.356000.949bicubic
13beit_base_patch16_38486.79813.20298.1361.86486.743841.000bicubic
14convnext_large_in22ft1k86.62613.37498.0321.968197.772240.875bicubic
15convnext_base_384_in22ft1k86.56613.43498.1981.80288.593841.000bicubic
16cait_m48_44886.48413.51697.7522.248356.464481.000bicubic
17tf_efficientnet_b6_ns86.45013.55097.8822.11843.045280.942bicubic
18swin_base_patch4_window12_38486.43213.56898.0561.94487.903841.000bicubic
19tf_efficientnetv2_xl_in21ft1k86.41813.58297.8662.134208.125121.000bicubic
20swin_large_patch4_window7_22486.31813.68297.8922.108196.532240.900bicubic
21tf_efficientnetv2_l_in21ft1k86.30413.69697.9782.022118.524801.000bicubic
22vit_large_r50_s32_38486.18213.81897.9182.082329.093841.000bicubic
23dm_nfnet_f686.14413.85697.7302.270438.365760.956bicubic
24tf_efficientnet_b5_ns86.09013.91097.7502.25030.394560.934bicubic
25cait_m36_38486.05213.94897.7302.270271.223841.000bicubic
26vit_base_patch16_38486.00613.99498.0021.99886.863841.000bicubic
27xcit_large_24_p8_384_dist86.00014.00097.6842.316188.933841.000bicubic
28vit_large_patch16_22485.84414.15697.8242.176304.332240.900bicubic
29dm_nfnet_f585.81414.18697.4862.514377.215440.954bicubic
30xcit_medium_24_p8_384_dist85.81414.18697.5922.40884.323841.000bicubic
31convnext_base_in22ft1k85.79614.20497.8662.13488.592240.875bicubic
32vit_base_patch8_22485.79214.20897.7922.20886.582240.900bicubic
33xcit_large_24_p16_384_dist85.75614.24497.5382.462189.103841.000bicubic
34dm_nfnet_f485.71414.28697.5222.478316.075120.951bicubic
35tf_efficientnetv2_m_in21ft1k85.59214.40897.7462.25454.144801.000bicubic
36xcit_small_24_p8_384_dist85.55214.44897.5722.42847.633841.000bicubic
37dm_nfnet_f385.52414.47697.4622.538254.924160.940bicubic
38tf_efficientnetv2_l85.49014.51097.3722.628118.524801.000bicubic
39cait_s36_38485.46214.53897.4802.52068.373841.000bicubic
40ig_resnext101_32x48d85.43614.56497.5762.424828.412240.875bilinear
41deit_base_distilled_patch16_38485.42214.57897.3322.66887.633841.000bicubic
42xcit_medium_24_p16_384_dist85.42014.58097.4062.59484.403841.000bicubic
43xcit_large_24_p8_224_dist85.39814.60297.4102.590188.932241.000bicubic
44tf_efficientnet_b8_ap85.37014.63097.2922.70887.416720.954bicubic
45tf_efficientnet_b885.36614.63497.3922.60887.416720.954bicubic
46swin_base_patch4_window7_22485.25014.75097.5602.44087.772240.900bicubic
47beit_base_patch16_22485.22814.77297.6562.34486.532240.900bicubic
48tf_efficientnet_b4_ns85.16214.83897.4702.53019.343800.922bicubic
49tf_efficientnet_b7_ap85.12014.88097.2522.74866.356000.949bicubic
50ig_resnext101_32x32d85.10214.89897.4342.566468.532240.875bilinear
51xcit_small_24_p16_384_dist85.09414.90697.3102.69047.673841.000bicubic
52xcit_small_12_p8_384_dist85.08214.91897.2802.72026.213841.000bicubic
53xcit_medium_24_p8_224_dist85.06814.93297.2782.72284.322241.000bicubic
54dm_nfnet_f285.06414.93697.2402.760193.783520.920bicubic
55cait_s24_38485.04814.95297.3482.65247.063841.000bicubic
56tf_efficientnetv2_m85.03614.96497.2782.72254.144801.000bicubic
57regnetz_e885.03014.97097.2642.73657.703201.000bicubic
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60vit_base_r50_s16_38484.97215.02897.2902.71098.953841.000bicubic
61tf_efficientnet_b784.93415.06697.2062.79466.356000.949bicubic
62xcit_large_24_p16_224_dist84.91815.08297.1322.868189.102241.000bicubic
63resnetv2_152x4_bitm84.91615.08497.4422.558936.534801.000bilinear
64xcit_small_24_p8_224_dist84.87415.12697.1882.81247.632241.000bicubic
65efficientnetv2_rw_m84.81015.19097.1462.85453.244161.000bicubic
66tf_efficientnet_b6_ap84.78815.21297.1382.86243.045280.942bicubic
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68xcit_small_12_p16_384_dist84.70615.29497.1182.88226.253841.000bicubic
69eca_nfnet_l284.69615.30497.2642.73656.723841.000bicubic
70dm_nfnet_f184.62415.37697.0982.902132.633200.910bicubic
71vit_base_patch16_22484.52615.47497.2982.70286.572240.900bicubic
72resnest269e84.51615.48496.9863.014110.934160.928bicubic
73resnetv2_152x2_bitm84.50815.49297.4342.566236.344481.000bilinear
74resnetv2_101x3_bitm84.44215.55897.3822.618387.934481.000bilinear
75resnetrs27084.43415.56696.9723.028129.863521.000bicubic
76vit_large_r50_s32_22484.43015.57097.1662.834328.992240.900bicubic
77resmlp_big_24_224_in22ft1k84.39415.60697.1202.880129.142240.875bicubic
78xcit_large_24_p8_22484.39215.60896.6583.342188.932241.000bicubic
79seresnet152d84.35815.64297.0422.95866.843201.000bicubic
80tf_efficientnetv2_s_in21ft1k84.29815.70297.2542.74621.463841.000bicubic
81convnext_large84.29615.70496.8943.106197.772240.875bicubic
82swsl_resnext101_32x8d84.29015.71097.1802.82088.792240.875bilinear
83xcit_medium_24_p16_224_dist84.28015.72096.9403.06084.402241.000bicubic
84vit_base_patch16_224_miil84.27015.73096.8023.19886.542240.875bilinear
85tf_efficientnet_b5_ap84.25615.74496.9783.02230.394560.934bicubic
86xcit_small_12_p8_224_dist84.23215.76896.8723.12826.212241.000bicubic
87crossvit_18_dagger_40884.19215.80896.8183.18244.614081.000bicubic
88ig_resnext101_32x16d84.17215.82897.1982.802194.032240.875bilinear
89pit_b_distilled_22484.14215.85896.8563.14474.792240.900bicubic
90tf_efficientnet_b684.10815.89296.8863.11443.045280.942bicubic
91resnetrs20084.06615.93496.8743.12693.213201.000bicubic
92cait_xs24_38484.06215.93896.8883.11226.673841.000bicubic
93regnetz_d884.05215.94896.9943.00623.373201.000bicubic
94tf_efficientnet_b3_ns84.04815.95296.9083.09212.233000.904bicubic
95vit_small_r26_s32_38484.04615.95497.3302.67036.473841.000bicubic
96regnetz_d3284.02215.97896.8663.13427.583200.950bicubic
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100tf_efficientnetv2_s83.88616.11496.6963.30421.463841.000bicubic
101xcit_small_24_p16_224_dist83.86216.13896.7243.27647.672241.000bicubic
102resnetv2_152x2_bit_teacher_38483.84416.15697.1182.882236.343841.000bicubic
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104crossvit_15_dagger_40883.83216.16896.7843.21628.504081.000bicubic
105resnest200e83.83016.17096.8943.10670.203200.909bicubic
106convnext_base83.81616.18496.7683.23288.592240.875bicubic
107tf_efficientnet_b583.81216.18896.7483.25230.394560.934bicubic
108efficientnetv2_rw_s83.81016.19096.7223.27823.943841.000bicubic
109vit_small_patch16_38483.80616.19497.1002.90022.203841.000bicubic
110xcit_tiny_24_p8_384_dist83.74816.25296.7103.29012.113841.000bicubic
111xcit_medium_24_p8_22483.73616.26496.3943.60684.322241.000bicubic
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113regnety_16083.68616.31496.7763.22483.592881.000bicubic
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116resmlp_big_24_distilled_22483.58816.41296.6483.352129.142240.875bicubic
117jx_nest_base83.55416.44696.3643.63667.722240.875bicubic
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120deit_base_distilled_patch16_22483.39016.61096.4863.51487.342240.900bicubic
121dm_nfnet_f083.38616.61496.5743.42671.492560.900bicubic
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125xcit_small_12_p8_22483.34416.65696.4803.52026.212241.000bicubic
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164ecaresnet50t82.34817.65296.1383.86225.573200.950bicubic
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200crossvit_15_24081.54418.45695.6884.31227.532400.875bicubic
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211swin_tiny_patch4_window7_22481.37418.62695.5424.45828.292240.900bicubic
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214legacy_senet15481.31018.69095.4904.510115.092240.875bilinear
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217seresnext50_32x4d81.25818.74295.6284.37227.562240.875bicubic
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223sebotnet33ts_25681.15418.84695.1684.83213.702560.940bicubic
224lambda_resnet50ts81.15018.85095.1044.89621.542560.950bicubic
225resnest50d_4s2x40d81.11018.89095.5644.43630.422240.875bicubic
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228twins_pcpvt_small81.08818.91295.6404.36024.112240.900bicubic
229haloregnetz_b81.05218.94895.1944.80611.682240.940bicubic
230resmlp_big_24_22481.03218.96895.0204.980129.142240.875bicubic
231crossvit_small_24081.02218.97895.4584.54226.862400.875bicubic
232gluon_resnet152_v1s81.02218.97895.4144.58660.322240.875bicubic
233resnest50d_1s4x24d80.98619.01495.3204.68025.682240.875bicubic
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237xcit_tiny_12_p16_384_dist80.94419.05695.4104.5906.723841.000bicubic
238gcresnet50t80.93819.06295.4524.54825.902560.900bicubic
239ssl_resnext101_32x4d80.92619.07495.7244.27644.182240.875bilinear
240gluon_seresnext101_32x4d80.90619.09495.2964.70448.962240.875bicubic
241gluon_seresnext101_64x4d80.87819.12295.2984.70288.232240.875bicubic
242efficientnet_b3_pruned80.85619.14495.2444.7569.863000.904bicubic
243ecaresnet101d_pruned80.81619.18495.6344.36624.882240.875bicubic
244regnety_32080.80819.19295.2444.756145.052240.875bicubic
245resmlp_24_distilled_22480.76419.23695.2244.77630.022240.875bicubic
246gernet_m80.74619.25495.1844.81621.142240.875bilinear
247vit_base_patch32_22480.72219.27895.5664.43488.222240.900bicubic
248regnetz_b1680.71619.28495.4784.5229.722880.940bicubic
249nf_resnet5080.65419.34695.3344.66625.562880.940bicubic
250efficientnet_b280.61219.38895.3144.6869.112881.000bicubic
251gluon_resnext101_64x4d80.60419.39694.9925.00883.462240.875bicubic
252ecaresnet50d80.60219.39895.3204.68025.582240.875bicubic
253gcresnext50ts80.57819.42295.1704.83015.672560.900bicubic
254resnet50d80.52619.47495.1624.83825.582240.875bicubic
255repvgg_b380.49619.50495.2644.736123.092240.875bilinear
256vit_small_patch32_38480.48419.51695.5984.40222.923841.000bicubic
257gluon_resnet152_v1d80.47619.52495.2084.79260.212240.875bicubic
258mixnet_xl80.47619.52494.9345.06611.902240.875bicubic
259ecaresnetlight80.46219.53895.2524.74830.162240.875bicubic
260inception_resnet_v280.46019.54095.3084.69255.842990.897bicubic
261xcit_tiny_24_p16_224_dist80.44819.55295.2164.78412.122241.000bicubic
262resnetv2_5080.42019.58095.0744.92625.552240.950bicubic
263gluon_resnet101_v1d80.41619.58495.0164.98444.572240.875bicubic
264resnet5080.37219.62894.6105.39025.562240.950bicubic
265regnety_12080.37019.63095.1244.87651.822240.875bicubic
266seresnet33ts80.35619.64495.1084.89219.782560.900bicubic
267resnetv2_50x1_bitm80.34219.65895.6804.32025.554481.000bilinear
268gluon_resnext101_32x4d80.34019.66094.9265.07444.182240.875bicubic
269ssl_resnext50_32x4d80.31619.68495.4104.59025.032240.875bilinear
270rexnet_15080.31019.69095.1664.8349.732240.875bicubic
271efficientnet_el_pruned80.30219.69895.2184.78210.593000.904bicubic
272gluon_resnet101_v1s80.30219.69895.1604.84044.672240.875bicubic
273tf_efficientnet_b2_ap80.30219.69895.0284.9729.112600.890bicubic
274seresnet5080.26419.73695.0724.92828.092240.875bicubic
275tf_efficientnet_el80.25019.75095.1304.87010.593000.904bicubic
276vit_base_patch16_sam_22480.24219.75894.7565.24486.572240.900bicubic
277regnetx_32080.24019.76095.0224.978107.812240.875bicubic
278legacy_seresnext101_32x4d80.22819.77295.0144.98648.962240.875bilinear
279repvgg_b3g480.21219.78895.1064.89483.832240.875bilinear
280tf_efficientnetv2_b280.20619.79495.0424.95810.102600.890bicubic
281dpn10780.17219.82894.9065.09486.922240.875bicubic
282inception_v480.17019.83094.9705.03042.682990.875bicubic
283convmixer_768_3280.16419.83695.0724.92821.112240.960bicubic
284skresnext50_32x4d80.15219.84894.6445.35627.482240.875bicubic
285eca_resnet33ts80.08419.91694.9705.03019.682560.900bicubic
286gcresnet33ts80.08419.91695.0005.00019.882560.900bicubic
287tf_efficientnet_b280.08019.92094.9085.0929.112600.890bicubic
288cspdarknet5380.06219.93895.0844.91627.642560.887bilinear
289resnet50_gn80.05219.94894.9465.05425.562240.940bicubic
290cspresnext5080.05019.95094.9465.05420.572240.875bilinear
291dpn9280.01619.98494.8285.17237.672240.875bicubic
292ens_adv_inception_resnet_v279.98020.02094.9385.06255.842990.897bicubic
293efficientnet_b2_pruned79.91620.08494.8545.1468.312600.890bicubic
294gluon_seresnext50_32x4d79.91620.08494.8345.16627.562240.875bicubic
295gluon_resnet152_v1c79.91220.08894.8485.15260.212240.875bicubic
296resnetrs5079.89020.11094.9665.03435.692240.910bicubic
297regnety_08079.88020.12094.8305.17039.182240.875bicubic
298xception7179.87220.12894.9225.07842.342990.903bicubic
299deit_small_patch16_22479.86620.13495.0464.95422.052240.900bicubic
300ecaresnet26t79.84820.15295.0844.91616.013200.950bicubic
301regnetx_16079.84820.15294.8305.17054.282240.875bicubic
302levit_19279.83220.16894.7865.21410.952240.900bicubic
303dpn13179.82420.17694.7085.29279.252240.875bicubic
304tf_efficientnet_lite379.81820.18294.9145.0868.203000.904bilinear
305resmlp_36_22479.76820.23294.8865.11444.692240.875bicubic
306cait_xxs36_22479.75020.25094.8705.13017.302241.000bicubic
307regnety_06479.72020.28094.7645.23630.582240.875bicubic
308gluon_xception6579.71620.28494.8605.14039.922990.903bicubic
309ecaresnet50d_pruned79.71020.29094.8805.12019.942240.875bicubic
310xcit_tiny_12_p8_22479.69420.30695.0544.9466.712241.000bicubic
311fbnetv3_d79.68220.31894.9505.05010.312560.950bilinear
312gluon_resnet152_v1b79.67620.32494.7385.26260.192240.875bicubic
313resnext50d_32x4d79.67020.33094.8645.13625.052240.875bicubic
314dpn9879.64420.35694.5985.40261.572240.875bicubic
315gmlp_s16_22479.64220.35894.6245.37619.422240.875bicubic
316regnetx_12079.59220.40894.7345.26646.112240.875bicubic
317cspresnet5079.58020.42094.7045.29621.622560.887bilinear
318xception6579.54820.45294.6565.34439.922990.903bicubic
319gluon_resnet101_v1c79.53220.46894.5805.42044.572240.875bicubic
320rexnet_13079.50020.50094.6825.3187.562240.875bicubic
321eca_halonext26ts79.48820.51294.5965.40410.762560.940bicubic
322hrnet_w6479.46820.53294.6545.346128.062240.875bilinear
323tf_efficientnetv2_b179.46220.53894.7265.2748.142400.882bicubic
324dla102x279.45020.55094.6345.36641.282240.875bilinear
325xcit_tiny_24_p16_22479.44820.55294.8865.11412.122241.000bicubic
326resmlp_24_22479.38220.61894.5465.45430.022240.875bicubic
327repvgg_b2g479.37020.63094.6865.31461.762240.875bilinear
328gluon_resnext50_32x4d79.36820.63294.4265.57425.032240.875bicubic
329resnext101_32x8d79.31620.68494.5185.48288.792240.875bilinear
330ese_vovnet39b79.31020.69094.7165.28424.572240.875bicubic
331resnetblur5079.30820.69294.6345.36625.562240.875bicubic
332tf_efficientnet_cc_b1_8e79.30620.69494.3705.63039.722400.882bicubic
333gluon_resnet101_v1b79.30420.69694.5225.47844.552240.875bicubic
334pit_xs_distilled_22479.30420.69694.3665.63411.002240.900bicubic
335hrnet_w4879.30020.70094.5125.48877.472240.875bilinear
336nf_regnet_b179.28820.71294.7505.25010.222880.900bicubic
337tf_efficientnet_b1_ap79.27820.72294.3065.6947.792400.882bicubic
338eca_botnext26ts_25679.27220.72894.6165.38410.592560.950bicubic
339botnet26t_25679.25220.74894.5285.47212.492560.950bicubic
340efficientnet_em79.25020.75094.7965.2046.902400.882bicubic
341ssl_resnet5079.22020.78094.8325.16825.562240.875bilinear
342regnety_04079.21620.78494.6565.34420.652240.875bicubic
343dpn68b79.21420.78694.4145.58612.612240.875bicubic
344resnet33ts79.21220.78894.5725.42819.682560.900bicubic
345regnetx_08079.20020.80094.5525.44839.572240.875bicubic
346res2net101_26w_4s79.19820.80294.4385.56245.212240.875bilinear
347fbnetv3_b79.15020.85094.7465.2548.602560.950bilinear
348halonet26t79.11620.88494.3125.68812.482560.950bicubic
349lambda_resnet26t79.09620.90494.5885.41210.962560.940bicubic
350coat_lite_mini79.09220.90894.6065.39411.012240.900bicubic
351gluon_resnet50_v1d79.07620.92494.4705.53025.582240.875bicubic
352legacy_seresnext50_32x4d79.07020.93094.4325.56827.562240.875bilinear
353regnetx_06479.06620.93494.4585.54226.212240.875bicubic
354xception79.04820.95294.3925.60822.862990.897bicubic
355resnet32ts79.01420.98694.3565.64417.962560.900bicubic
356res2net50_26w_8s78.97621.02494.2945.70648.402240.875bilinear
357mixnet_l78.97621.02494.1785.8227.332240.875bicubic
358lambda_resnet26rpt_25678.96821.03294.4285.57210.992560.940bicubic
359hrnet_w4078.91621.08494.4745.52657.562240.875bilinear
360hrnet_w4478.90021.10094.3725.62867.062240.875bilinear
361wide_resnet101_278.85221.14894.2885.712126.892240.875bilinear
362tf_efficientnet_b178.82021.18094.1965.8047.792400.882bicubic
363gluon_inception_v378.80621.19494.3725.62823.832990.875bicubic
364repvgg_b278.79221.20894.4185.58289.022240.875bilinear
365efficientnet_b178.79021.21094.3425.6587.792561.000bicubic
366tf_mixnet_l78.77421.22693.9966.0047.332240.875bicubic
367gluon_resnet50_v1s78.70821.29294.2405.76025.682240.875bicubic
368dla16978.69421.30694.3365.66453.392240.875bilinear
369tf_efficientnet_b0_ns78.65821.34294.3765.6245.292240.875bicubic
370legacy_seresnet15278.65621.34494.3685.63266.822240.875bilinear
371xcit_tiny_12_p16_224_dist78.57421.42694.1985.8026.722241.000bicubic
372res2net50_26w_6s78.56621.43494.1345.86637.052240.875bilinear
373dla102x78.51421.48694.2245.77626.312240.875bilinear
374xception4178.50821.49294.2805.72026.972990.903bicubic
375levit_12878.48621.51494.0065.9949.212240.900bicubic
376resnest26d78.48421.51694.2945.70617.072240.875bilinear
377regnetx_04078.48221.51894.2445.75622.122240.875bicubic
378dla60_res2net78.46221.53894.2065.79420.852240.875bilinear
379hrnet_w3278.44621.55494.1885.81241.232240.875bilinear
380dla60_res2next78.44221.55894.1505.85017.032240.875bilinear
381vit_tiny_patch16_38478.43221.56894.5425.4585.793841.000bicubic
382coat_tiny78.42821.57294.0385.9625.502240.900bicubic
383selecsls60b78.41221.58894.1705.83032.772240.875bicubic
384legacy_seresnet10178.38821.61294.2665.73449.332240.875bilinear
385cait_xxs24_22478.38421.61694.3105.69011.962241.000bicubic
386repvgg_b178.36821.63294.0965.90457.422240.875bilinear
387tf_efficientnetv2_b078.36021.64094.0245.9767.142240.875bicubic
388tv_resnet15278.32021.68094.0365.96460.192240.875bilinear
389bat_resnext26ts78.25021.75094.0985.90210.732560.900bicubic
390res2next5078.25021.75093.8866.11424.672240.875bilinear
391dla60x78.24621.75494.0205.98017.352240.875bilinear
392efficientnet_b1_pruned78.24021.76093.8326.1686.332400.882bicubic
393hrnet_w3078.19821.80294.2245.77637.712240.875bilinear
394pit_xs_22478.18821.81294.1665.83410.622240.900bicubic
395regnetx_03278.17221.82894.0885.91215.302240.875bicubic
396res2net50_14w_8s78.14421.85693.8506.15025.062240.875bilinear
397tf_efficientnet_em78.13221.86894.0465.9546.902400.882bicubic
398hardcorenas_f78.09821.90293.8046.1968.202240.875bilinear
399efficientnet_es78.06021.94093.9386.0625.442240.875bicubic
400gmixer_24_22478.03821.96293.6706.33024.722240.875bicubic
401dla10278.02821.97293.9506.05033.272240.875bilinear
402gluon_resnet50_v1c78.01021.99093.9886.01225.582240.875bicubic
403seresnext26t_32x4d77.97622.02493.7446.25616.812240.875bicubic
404selecsls6077.97422.02693.8326.16830.672240.875bicubic
405res2net50_26w_4s77.95622.04493.8526.14825.702240.875bilinear
406resmlp_12_distilled_22477.94222.05893.5586.44215.352240.875bicubic
407mobilenetv3_large_100_miil77.91822.08292.9067.0945.482240.875bilinear
408tf_efficientnet_cc_b0_8e77.90822.09293.6566.34424.012240.875bicubic
409resnet26t77.86422.13693.8466.15416.012560.940bicubic
410regnety_01677.86022.14093.7226.27811.202240.875bicubic
411rexnet_10077.85822.14293.8706.1304.802240.875bicubic
412tf_inception_v377.85422.14693.6386.36223.832990.875bicubic
413seresnext26ts77.85222.14893.7906.21010.392560.900bicubic
414gcresnext26ts77.82022.18093.8326.16810.482560.900bicubic
415xcit_nano_12_p8_384_dist77.81822.18294.0445.9563.053841.000bicubic
416hardcorenas_e77.79222.20893.6986.3028.072240.875bilinear
417efficientnet_b077.69422.30693.5346.4665.292240.875bicubic
418tinynet_a77.65222.34893.5386.4626.191920.875bicubic
419legacy_seresnet5077.63222.36893.7526.24828.092240.875bilinear
420tv_resnext50_32x4d77.61822.38293.6966.30425.032240.875bilinear
421seresnext26d_32x4d77.60222.39893.6086.39216.812240.875bicubic
422repvgg_b1g477.58622.41493.8306.17039.972240.875bilinear
423adv_inception_v377.58222.41893.7386.26223.832990.875bicubic
424gluon_resnet50_v1b77.58022.42093.7226.27825.562240.875bicubic
425res2net50_48w_2s77.52222.47893.5526.44825.292240.875bilinear
426coat_lite_tiny77.51022.49093.9126.0885.722240.900bicubic
427tf_efficientnet_lite277.46822.53293.7566.2446.092600.890bicubic
428eca_resnext26ts77.45222.54893.5666.43410.302560.900bicubic
429inception_v377.43822.56293.4766.52423.832990.875bicubic
430hardcorenas_d77.43222.56893.4846.5167.502240.875bilinear
431tv_resnet10177.37822.62293.5426.45844.552240.875bilinear
432densenet16177.35222.64893.6386.36228.682240.875bicubic
433tf_efficientnet_cc_b0_4e77.30422.69693.3346.66613.312240.875bicubic
434mobilenetv2_120d77.29622.70493.4966.5045.832240.875bicubic
435densenet20177.29022.71093.4786.52220.012240.875bicubic
436mixnet_m77.26422.73693.4246.5765.012240.875bicubic
437selecsls42b77.17422.82693.3946.60632.462240.875bicubic
438xcit_tiny_12_p16_22477.12622.87493.7146.2866.722241.000bicubic
439resnet34d77.11422.88693.3806.62021.822240.875bicubic
440legacy_seresnext26_32x4d77.10222.89893.3166.68416.792240.875bicubic
441tf_efficientnet_b0_ap77.09022.91093.2586.7425.292240.875bicubic
442hardcorenas_c77.04822.95293.1566.8445.522240.875bilinear
443dla6077.03622.96493.3186.68222.042240.875bilinear
444crossvit_9_dagger_24076.97823.02293.6126.3888.782400.875bicubic
445regnetx_01676.95023.05093.4226.5789.192240.875bicubic
446convmixer_1024_20_ks9_p1476.94223.05893.3566.64424.382240.960bicubic
447tf_mixnet_m76.94223.05893.1526.8485.012240.875bicubic
448gernet_s76.91223.08893.1346.8668.172240.875bilinear
449skresnet3476.90423.09693.3206.68022.282240.875bicubic
450tf_efficientnet_b076.84623.15493.2266.7745.292240.875bicubic
451ese_vovnet19b_dw76.80023.20093.2726.7286.542240.875bicubic
452resnext26ts76.78023.22093.1286.87210.302560.900bicubic
453hrnet_w1876.75223.24893.4426.55821.302240.875bilinear
454resnet26d76.70023.30093.1466.85416.012240.875bicubic
455resmlp_12_22476.65623.34493.1806.82015.352240.875bicubic
456tf_efficientnet_lite176.63623.36493.2226.7785.422400.882bicubic
457mixer_b16_22476.61023.39092.2307.77059.882240.875bicubic
458tf_efficientnet_es76.59823.40293.2046.7965.442240.875bicubic
459densenetblur121d76.58223.41893.1886.8128.002240.875bicubic
460hardcorenas_b76.53223.46892.7547.2465.182240.875bilinear
461levit_128s76.52023.48092.8667.1347.782240.900bicubic
462mobilenetv2_14076.50823.49292.9987.0026.112240.875bicubic
463repvgg_a276.46023.54093.0066.99428.212240.875bilinear
464xcit_nano_12_p8_224_dist76.32023.68093.0866.9143.052241.000bicubic
465regnety_00876.31223.68893.0706.9306.262240.875bicubic
466dpn6876.30623.69492.9747.02612.612240.875bicubic
467tv_resnet5076.13823.86292.8627.13825.562240.875bilinear
468vit_small_patch32_22475.99824.00293.2726.72822.882240.900bicubic
469mixnet_s75.99224.00892.7987.2024.132240.875bicubic
470vit_tiny_r_s16_p8_38475.95624.04493.2626.7386.363841.000bicubic
471hardcorenas_a75.92224.07892.5167.4845.262240.875bilinear
472densenet16975.90024.10093.0306.97014.152240.875bicubic
473mobilenetv3_large_10075.76224.23892.5407.4605.482240.875bicubic
474tf_mixnet_s75.65024.35092.6287.3724.132240.875bicubic
475mobilenetv3_rw75.63024.37092.7087.2925.482240.875bicubic
476densenet12175.58224.41892.6527.3487.982240.875bicubic
477tf_mobilenetv3_large_10075.51824.48292.6047.3965.482240.875bilinear
478resnest14d75.50624.49492.5207.48010.612240.875bilinear
479efficientnet_lite075.47624.52492.5127.4884.652240.875bicubic
480vit_tiny_patch16_22475.45624.54492.8467.1545.722240.900bicubic
481semnasnet_10075.45024.55092.6007.4003.892240.875bicubic
482xcit_nano_12_p16_384_dist75.45024.55092.6927.3083.053841.000bicubic
483resnet2675.30224.69892.5767.42416.002240.875bicubic
484regnety_00675.24624.75492.5347.4666.062240.875bicubic
485repvgg_b075.15624.84492.4187.58215.822240.875bilinear
486fbnetc_10075.12624.87492.3827.6185.572240.875bilinear
487hrnet_w18_small_v275.11824.88292.4167.58415.602240.875bilinear
488resnet3475.11424.88692.2847.71621.802240.875bilinear
489mobilenetv2_110d75.04024.96092.1847.8164.522240.875bicubic
490regnetx_00875.03624.96492.3407.6607.262240.875bicubic
491efficientnet_es_pruned74.99825.00292.4387.5625.442240.875bicubic
492tinynet_b74.98025.02092.1867.8143.731880.875bicubic
493tf_efficientnet_lite074.83225.16892.1767.8244.652240.875bicubic
494legacy_seresnet3474.81025.19092.1267.87421.962240.875bilinear
495tv_densenet12174.74425.25692.1507.8507.982240.875bicubic
496mnasnet_10074.65425.34692.1107.8904.382240.875bicubic
497dla3474.62025.38092.0727.92815.742240.875bilinear
498gluon_resnet34_v1b74.59225.40891.9888.01221.802240.875bicubic
499pit_ti_distilled_22474.53225.46892.0987.9025.102240.900bicubic
500deit_tiny_distilled_patch16_22474.51225.48891.8888.1125.912240.900bicubic
501vgg19_bn74.21425.78691.8488.152143.682240.875bilinear
502spnasnet_10074.08625.91491.8188.1824.422240.875bilinear
503regnety_00474.02425.97691.7548.2464.342240.875bicubic
504ghostnet_10073.97826.02291.4588.5425.182240.875bilinear
505crossvit_9_24073.97026.03091.9648.0368.552400.875bicubic
506xcit_nano_12_p8_22473.91826.08292.1707.8303.052241.000bicubic
507regnetx_00673.85226.14891.6748.3266.202240.875bicubic
508vit_base_patch32_sam_22473.69226.30891.0128.98888.222240.900bicubic
509tf_mobilenetv3_large_07573.44026.56091.3488.6523.992240.875bilinear
510vgg16_bn73.35026.65091.5048.496138.372240.875bilinear
511crossvit_tiny_24073.33626.66491.9168.0847.012400.875bicubic
512tv_resnet3473.30826.69291.4248.57621.802240.875bilinear
513swsl_resnet1873.27426.72691.7388.26211.692240.875bilinear
514convit_tiny73.12026.88091.7208.2805.712240.875bicubic
515skresnet1873.03626.96491.1688.83211.962240.875bicubic
516semnasnet_07572.97427.02691.1368.8642.912240.875bicubic
517mobilenetv2_10072.96627.03491.0188.9823.502240.875bicubic
518pit_ti_22472.91027.09091.4068.5944.852240.900bicubic
519ssl_resnet1872.60627.39491.4248.57611.692240.875bilinear
520regnetx_00472.39027.61090.8309.1705.162240.875bicubic
521vgg1972.36627.63490.8709.130143.672240.875bilinear
522hrnet_w18_small72.34027.66090.6789.32213.192240.875bilinear
523xcit_nano_12_p16_224_dist72.30227.69890.8629.1383.052241.000bicubic
524resnet18d72.25027.75090.6889.31211.712240.875bicubic
525tf_mobilenetv3_large_minimal_10072.25027.75090.6309.3703.922240.875bilinear
526deit_tiny_patch16_22472.16627.83491.1208.8805.722240.900bicubic
527lcnet_10072.10827.89290.3789.6222.952240.875bicubic
528mixer_l16_22472.04827.95287.66412.336208.202240.875bicubic
529vit_tiny_r_s16_p8_22471.78828.21290.8229.1786.342240.900bicubic
530legacy_seresnet1871.74228.25890.3329.66811.782240.875bicubic
531vgg13_bn71.59428.40690.3769.624133.052240.875bilinear
532vgg1671.59028.41090.3829.618138.362240.875bilinear
533tinynet_c71.22828.77289.75010.2502.461840.875bicubic
534gluon_resnet18_v1b70.83829.16289.76210.23811.692240.875bicubic
535vgg11_bn70.36029.64089.80210.198132.872240.875bilinear
536regnety_00270.25429.74689.54010.4603.162240.875bicubic
537xcit_nano_12_p16_22469.96430.03689.76010.2403.052241.000bicubic
538vgg1369.92630.07489.24610.754133.052240.875bilinear
539resnet1869.74430.25689.08210.91811.692240.875bilinear
540vgg1169.02830.97288.62611.374132.862240.875bilinear
541lcnet_07568.81831.18288.37411.6262.362240.875bicubic
542regnetx_00268.75031.25088.55611.4442.682240.875bicubic
543tf_mobilenetv3_small_10067.92432.07687.66412.3362.542240.875bilinear
544dla60x_c67.89232.10888.42611.5741.322240.875bilinear
545tinynet_d66.95833.04287.06412.9362.341520.875bicubic
546dla46x_c65.97034.03086.98013.0201.072240.875bilinear
547mobilenetv2_05065.94234.05886.08213.9181.972240.875bicubic
548tf_mobilenetv3_small_07565.71434.28686.13413.8662.042240.875bilinear
549mnasnet_small65.59634.40486.18813.8122.032240.875bicubic
550dla46_c64.86635.13486.29413.7061.302240.875bilinear
551lcnet_05063.10036.90084.38215.6181.882240.875bicubic
552tf_mobilenetv3_small_minimal_10062.90837.09284.23415.7662.042240.875bilinear
553tinynet_e59.85640.14481.76618.2342.041060.875bicubic