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

35 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
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4tf_efficientnet_l2_ns88.34611.65498.6541.346480.318000.960bicubic
5tf_efficientnet_l2_ns_47588.23811.76298.5501.450480.314750.936bicubic
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7swin_large_patch4_window12_38487.15012.85098.2381.762196.743841.000bicubic
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12tf_efficientnet_b6_ns86.44613.55497.8802.12043.045280.942bicubic
13swin_base_patch4_window12_38486.43613.56498.0661.93487.903841.000bicubic
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15swin_large_patch4_window7_22486.31613.68497.8902.110196.532240.900bicubic
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28tf_efficientnetv2_m_in21ft1k85.59814.40297.7522.24854.144801.000bicubic
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31tf_efficientnetv2_l85.50214.49897.3702.630118.524801.000bicubic
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35deit_base_distilled_patch16_38485.42214.57897.3322.66887.633841.000bicubic
36xcit_large_24_p8_224_dist85.40014.60097.4162.584188.932241.000bicubic
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39swin_base_patch4_window7_22485.26814.73297.5582.44287.772240.900bicubic
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57efficientnetv2_rw_m84.82215.17897.1462.85453.244161.000bicubic
58tf_efficientnet_b6_ap84.78415.21697.1382.86243.045280.942bicubic
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94resnetv2_152x2_bit_teacher_38483.84416.15697.1182.882236.343841.000bicubic
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240mixnet_xl80.46819.53294.9325.06811.902240.875bicubic
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243inception_resnet_v280.44819.55295.3084.69255.842990.897bicubic
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245gluon_resnet101_v1d80.40419.59695.0244.97644.572240.875bicubic
246regnety_12080.38619.61495.1224.87851.822240.875bicubic
247resnet5080.38219.61894.5945.40625.562240.950bicubic
248seresnet33ts80.37219.62895.1144.88619.782560.900bicubic
249resnetv2_50x1_bitm80.34419.65695.6864.31425.554481.000bilinear
250gluon_resnext101_32x4d80.33819.66294.9085.09244.182240.875bicubic
251rexnet_15080.31019.69095.1604.8409.732240.875bicubic
252tf_efficientnet_b2_ap80.30619.69495.0324.9689.112600.890bicubic
253ssl_resnext50_32x4d80.30219.69895.4184.58225.032240.875bilinear
254efficientnet_el_pruned80.28819.71295.2224.77810.593000.904bicubic
255gluon_resnet101_v1s80.28219.71895.1624.83844.672240.875bicubic
256regnetx_32080.24819.75295.0264.974107.812240.875bicubic
257tf_efficientnet_el80.24819.75295.1244.87610.593000.904bicubic
258seresnet5080.24819.75295.0704.93028.092240.875bicubic
259vit_base_patch16_sam_22480.24219.75894.7625.23886.572240.900bicubic
260legacy_seresnext101_32x4d80.22219.77895.0124.98848.962240.875bilinear
261repvgg_b3g480.21819.78295.1044.89683.832240.875bilinear
262tf_efficientnetv2_b280.21419.78695.0444.95610.102600.890bicubic
263dpn10780.17219.82894.9045.09686.922240.875bicubic
264convmixer_768_3280.16019.84095.0744.92621.112240.960bicubic
265inception_v480.14419.85694.9725.02842.682990.875bicubic
266skresnext50_32x4d80.14219.85894.6445.35627.482240.875bicubic
267eca_resnet33ts80.09619.90494.9745.02619.682560.900bicubic
268gcresnet33ts80.08619.91494.9925.00819.882560.900bicubic
269tf_efficientnet_b280.06819.93294.9045.0969.112600.890bicubic
270cspresnext5080.05219.94894.9505.05020.572240.875bilinear
271cspdarknet5380.05019.95095.0924.90827.642560.887bilinear
272dpn9279.99420.00694.8365.16437.672240.875bicubic
273ens_adv_inception_resnet_v279.97820.02294.9365.06455.842990.897bicubic
274gluon_seresnext50_32x4d79.92420.07694.8285.17227.562240.875bicubic
275gluon_resnet152_v1c79.91220.08894.8525.14860.212240.875bicubic
276efficientnet_b2_pruned79.90620.09494.8545.1468.312600.890bicubic
277xception7179.88420.11694.9325.06842.342990.903bicubic
278regnety_08079.87220.12894.8325.16839.182240.875bicubic
279resnetrs5079.87020.13094.9705.03035.692240.910bicubic
280deit_small_patch16_22479.86620.13495.0564.94422.052240.900bicubic
281levit_19279.86020.14094.8025.19810.952240.900bicubic
282ecaresnet26t79.83420.16695.0844.91616.013200.950bicubic
283regnetx_16079.83420.16694.8245.17654.282240.875bicubic
284dpn13179.83420.16694.7125.28879.252240.875bicubic
285tf_efficientnet_lite379.82020.18094.9105.0908.203000.904bilinear
286resnext50_32x4d79.80020.20094.6145.38625.032240.875bicubic
287resmlp_36_22479.77620.22494.8865.11444.692240.875bicubic
288cait_xxs36_22479.76220.23894.8685.13217.302241.000bicubic
289regnety_06479.73020.27094.7625.23830.582240.875bicubic
290xcit_tiny_12_p8_22479.71020.29095.0584.9426.712241.000bicubic
291ecaresnet50d_pruned79.70620.29494.8745.12619.942240.875bicubic
292gluon_xception6579.70220.29894.8685.13239.922990.903bicubic
293gluon_resnet152_v1b79.68020.32094.7365.26460.192240.875bicubic
294resnext50d_32x4d79.66420.33694.8665.13425.052240.875bicubic
295dpn9879.65420.34694.6045.39661.572240.875bicubic
296gmlp_s16_22479.64220.35894.6225.37819.422240.875bicubic
297regnetx_12079.60620.39494.7305.27046.112240.875bicubic
298cspresnet5079.57620.42494.7025.29821.622560.887bilinear
299xception6579.54620.45494.6605.34039.922990.903bicubic
300gluon_resnet101_v1c79.53420.46694.5885.41244.572240.875bicubic
301rexnet_13079.49620.50494.6745.3267.562240.875bicubic
302tf_efficientnetv2_b179.47420.52694.7205.2808.142400.882bicubic
303hrnet_w6479.45620.54494.6545.346128.062240.875bilinear
304xcit_tiny_24_p16_22479.45220.54894.8885.11212.122241.000bicubic
305dla102x279.44020.56094.6445.35641.282240.875bilinear
306resmlp_24_22479.38620.61494.5465.45430.022240.875bicubic
307repvgg_b2g479.38020.62094.6945.30661.762240.875bilinear
308gluon_resnext50_32x4d79.36420.63694.4245.57625.032240.875bicubic
309tf_efficientnet_cc_b1_8e79.32620.67494.3685.63239.722400.882bicubic
310hrnet_w4879.32220.67894.5145.48677.472240.875bilinear
311resnext101_32x8d79.31220.68894.5225.47888.792240.875bilinear
312ese_vovnet39b79.30420.69694.7245.27624.572240.875bicubic
313gluon_resnet101_v1b79.30020.70094.5305.47044.552240.875bicubic
314resnetblur5079.30020.70094.6365.36425.562240.875bicubic
315nf_regnet_b179.29620.70494.7425.25810.222880.900bicubic
316pit_xs_distilled_22479.29420.70694.3745.62611.002240.900bicubic
317tf_efficientnet_b1_ap79.27420.72694.3025.6987.792400.882bicubic
318eca_botnext26ts_25679.27420.72694.6065.39410.592560.950bicubic
319botnet26t_25679.26020.74094.5345.46612.492560.950bicubic
320efficientnet_em79.26020.74094.7925.2086.902400.882bicubic
321ssl_resnet5079.23620.76494.8325.16825.562240.875bilinear
322regnety_04079.22820.77294.6465.35420.652240.875bicubic
323regnetx_08079.22020.78094.5465.45439.572240.875bicubic
324dpn68b79.21620.78494.4225.57812.612240.875bicubic
325resnet33ts79.21420.78694.5725.42819.682560.900bicubic
326res2net101_26w_4s79.19220.80894.4385.56245.212240.875bilinear
327halonet26t79.13420.86694.3165.68412.482560.950bicubic
328lambda_resnet26t79.10820.89294.5885.41210.962560.940bicubic
329coat_lite_mini79.10020.90094.6025.39811.012240.900bicubic
330legacy_seresnext50_32x4d79.07820.92294.4325.56827.562240.875bilinear
331gluon_resnet50_v1d79.06420.93694.4605.54025.582240.875bicubic
332regnetx_06479.06020.94094.4665.53426.212240.875bicubic
333xception79.04820.95294.3965.60422.862990.897bicubic
334resnet32ts79.02020.98094.3625.63817.962560.900bicubic
335res2net50_26w_8s78.98021.02094.2845.71648.402240.875bilinear
336mixnet_l78.98021.02094.1805.8207.332240.875bicubic
337lambda_resnet26rpt_25678.96821.03294.4285.57210.992560.940bicubic
338hrnet_w4078.92621.07494.4785.52257.562240.875bilinear
339hrnet_w4478.89021.11094.3825.61867.062240.875bilinear
340wide_resnet101_278.85421.14694.2845.716126.892240.875bilinear
341eca_halonext26ts78.84021.16094.2565.74410.762560.940bicubic
342tf_efficientnet_b178.83621.16494.1945.8067.792400.882bicubic
343efficientnet_b178.80421.19694.3465.6547.792561.000bicubic
344gluon_inception_v378.79821.20294.3805.62023.832990.875bicubic
345repvgg_b278.79421.20694.4265.57489.022240.875bilinear
346tf_mixnet_l78.77821.22294.0006.0007.332240.875bicubic
347dla16978.69821.30294.3325.66853.392240.875bilinear
348gluon_resnet50_v1s78.69621.30494.2485.75225.682240.875bicubic
349legacy_seresnet15278.66221.33894.3765.62466.822240.875bilinear
350tf_efficientnet_b0_ns78.65821.34294.3705.6305.292240.875bicubic
351xcit_tiny_12_p16_224_dist78.58021.42094.2045.7966.722241.000bicubic
352res2net50_26w_6s78.56621.43494.1185.88237.052240.875bilinear
353xception4178.53221.46894.2845.71626.972990.903bicubic
354dla102x78.51221.48894.2265.77426.312240.875bilinear
355regnetx_04078.48421.51694.2545.74622.122240.875bicubic
356resnest26d78.47821.52294.2965.70417.072240.875bilinear
357levit_12878.46621.53494.0105.9909.212240.900bicubic
358dla60_res2net78.46221.53894.2085.79220.852240.875bilinear
359vit_tiny_patch16_38478.44621.55494.5445.4565.793841.000bicubic
360hrnet_w3278.44221.55894.1965.80441.232240.875bilinear
361dla60_res2next78.44221.55894.1585.84217.032240.875bilinear
362coat_tiny78.43421.56694.0345.9665.502240.900bicubic
363selecsls60b78.40821.59294.1765.82432.772240.875bicubic
364legacy_seresnet10178.38421.61694.2645.73649.332240.875bilinear
365repvgg_b178.37821.62294.1045.89657.422240.875bilinear
366cait_xxs24_22478.37621.62494.3165.68411.962241.000bicubic
367tf_efficientnetv2_b078.37021.63094.0265.9747.142240.875bicubic
368tv_resnet15278.32221.67894.0445.95660.192240.875bilinear
369bat_resnext26ts78.26221.73894.1005.90010.732560.900bicubic
370efficientnet_b1_pruned78.25021.75093.8366.1646.332400.882bicubic
371dla60x78.24621.75494.0245.97617.352240.875bilinear
372res2next5078.24221.75893.9046.09624.672240.875bilinear
373hrnet_w3078.20221.79894.2285.77237.712240.875bilinear
374pit_xs_22478.18421.81694.1645.83610.622240.900bicubic
375regnetx_03278.15021.85094.0865.91415.302240.875bicubic
376tf_efficientnet_em78.14221.85894.0585.9426.902400.882bicubic
377res2net50_14w_8s78.13421.86693.8566.14425.062240.875bilinear
378hardcorenas_f78.10421.89693.7946.2068.202240.875bilinear
379efficientnet_es78.08221.91893.9446.0565.442240.875bicubic
380gmixer_24_22478.05221.94893.6686.33224.722240.875bicubic
381dla10278.02821.97293.9586.04233.272240.875bilinear
382gluon_resnet50_v1c78.00621.99493.9886.01225.582240.875bicubic
383res2net50_26w_4s77.98622.01493.8486.15225.702240.875bilinear
384selecsls6077.98422.01693.8326.16830.672240.875bicubic
385seresnext26t_32x4d77.97822.02293.7426.25816.812240.875bicubic
386resmlp_12_distilled_22477.94422.05693.5626.43815.352240.875bicubic
387mobilenetv3_large_100_miil77.91222.08892.9047.0965.482240.875bilinear
388tf_efficientnet_cc_b0_8e77.90822.09293.6566.34424.012240.875bicubic
389resnet26t77.87222.12893.8346.16616.012560.940bicubic
390regnety_01677.86422.13693.7246.27611.202240.875bicubic
391tf_inception_v377.86022.14093.6466.35423.832990.875bicubic
392rexnet_10077.86022.14093.8766.1244.802240.875bicubic
393seresnext26ts77.84822.15293.7886.21210.392560.900bicubic
394gcresnext26ts77.82022.18093.8266.17410.482560.900bicubic
395xcit_nano_12_p8_384_dist77.81822.18294.0345.9663.053841.000bicubic
396hardcorenas_e77.80022.20093.6966.3048.072240.875bilinear
397efficientnet_b077.70422.29693.5226.4785.292240.875bicubic
398legacy_seresnet5077.63822.36293.7466.25428.092240.875bilinear
399tv_resnext50_32x4d77.61022.39093.6846.31625.032240.875bilinear
400repvgg_b1g477.59422.40693.8426.15839.972240.875bilinear
401seresnext26d_32x4d77.58622.41493.6046.39616.812240.875bicubic
402adv_inception_v377.57822.42293.7406.26023.832990.875bicubic
403gluon_resnet50_v1b77.57622.42493.7226.27825.562240.875bicubic
404res2net50_48w_2s77.53422.46693.5586.44225.292240.875bilinear
405coat_lite_tiny77.51422.48693.9166.0845.722240.900bicubic
406tf_efficientnet_lite277.48222.51893.7486.2526.092600.890bicubic
407inception_v377.46422.53693.4766.52423.832990.875bicubic
408eca_resnext26ts77.45022.55093.5786.42210.302560.900bicubic
409hardcorenas_d77.42422.57693.4866.5147.502240.875bilinear
410tv_resnet10177.36822.63293.5606.44044.552240.875bilinear
411densenet16177.35222.64893.6366.36428.682240.875bicubic
412tf_efficientnet_cc_b0_4e77.32022.68093.3226.67813.312240.875bicubic
413densenet20177.29022.71093.4806.52020.012240.875bicubic
414mobilenetv2_120d77.28622.71493.5126.4885.832240.875bicubic
415mixnet_m77.27422.72693.4226.5785.012240.875bicubic
416selecsls42b77.19022.81093.3906.61032.462240.875bicubic
417xcit_tiny_12_p16_22477.12022.88093.7186.2826.722241.000bicubic
418resnet34d77.11422.88693.3826.61821.822240.875bicubic
419tf_efficientnet_b0_ap77.10422.89693.2646.7365.292240.875bicubic
420legacy_seresnext26_32x4d77.09422.90693.3106.69016.792240.875bicubic
421hardcorenas_c77.05022.95093.1726.8285.522240.875bilinear
422dla6077.03422.96693.3246.67622.042240.875bilinear
423crossvit_9_dagger_24076.99023.01093.6066.3948.782400.875bicubic
424tf_mixnet_m76.95823.04293.1666.8345.012240.875bicubic
425regnetx_01676.94623.05493.4266.5749.192240.875bicubic
426convmixer_1024_20_ks9_p1476.94423.05693.3586.64224.382240.960bicubic
427skresnet3476.92023.08093.3206.68022.282240.875bicubic
428gernet_s76.90623.09493.1346.8668.172240.875bilinear
429tf_efficientnet_b076.84623.15493.2306.7705.292240.875bicubic
430ese_vovnet19b_dw76.82423.17693.2806.7206.542240.875bicubic
431resnext26ts76.77223.22893.1306.87010.302560.900bicubic
432hrnet_w1876.75823.24293.4386.56221.302240.875bilinear
433resnet26d76.69023.31093.1486.85216.012240.875bicubic
434tf_efficientnet_lite176.66423.33693.2346.7665.422400.882bicubic
435resmlp_12_22476.65423.34693.1726.82815.352240.875bicubic
436mixer_b16_22476.62223.37892.2287.77259.882240.875bicubic
437tf_efficientnet_es76.59023.41093.2126.7885.442240.875bicubic
438densenetblur121d76.59023.41093.1926.8088.002240.875bicubic
439levit_128s76.53823.46292.8647.1367.782240.900bicubic
440hardcorenas_b76.53023.47092.7527.2485.182240.875bilinear
441mobilenetv2_14076.51623.48493.0007.0006.112240.875bicubic
442repvgg_a276.48023.52093.0206.98028.212240.875bilinear
443xcit_nano_12_p8_224_dist76.33023.67093.0866.9143.052241.000bicubic
444regnety_00876.32023.68093.0686.9326.262240.875bicubic
445dpn6876.29423.70692.9627.03812.612240.875bicubic
446tv_resnet5076.15223.84892.8787.12225.562240.875bilinear
447vit_small_patch32_22475.99424.00693.2766.72422.882240.900bicubic
448mixnet_s75.99424.00692.7927.2084.132240.875bicubic
449vit_tiny_r_s16_p8_38475.97224.02893.2726.7286.363841.000bicubic
450hardcorenas_a75.91224.08892.5147.4865.262240.875bilinear
451densenet16975.89824.10293.0246.97614.152240.875bicubic
452mobilenetv3_large_10075.77424.22692.5407.4605.482240.875bicubic
453tf_mixnet_s75.68424.31692.6367.3644.132240.875bicubic
454mobilenetv3_rw75.61824.38292.7127.2885.482240.875bicubic
455densenet12175.56824.43292.6527.3487.982240.875bicubic
456tf_mobilenetv3_large_10075.51024.49092.6087.3925.482240.875bilinear
457resnest14d75.50624.49492.5207.48010.612240.875bilinear
458efficientnet_lite075.50424.49692.5167.4844.652240.875bicubic
459xcit_nano_12_p16_384_dist75.46824.53292.6767.3243.053841.000bicubic
460vit_tiny_patch16_22475.45424.54692.8527.1485.722240.900bicubic
461semnasnet_10075.45224.54892.6067.3943.892240.875bicubic
462resnet2675.29224.70892.5747.42616.002240.875bicubic
463regnety_00675.26624.73492.5347.4666.062240.875bicubic
464repvgg_b075.15224.84892.4147.58615.822240.875bilinear
465fbnetc_10075.12024.88092.3747.6265.572240.875bilinear
466resnet3475.11224.88892.2767.72421.802240.875bilinear
467hrnet_w18_small_v275.10624.89492.4127.58815.602240.875bilinear
468regnetx_00875.05624.94492.3487.6527.262240.875bicubic
469mobilenetv2_110d75.05224.94892.1887.8124.522240.875bicubic
470efficientnet_es_pruned74.99625.00492.4407.5605.442240.875bicubic
471tf_efficientnet_lite074.83225.16892.1767.8244.652240.875bicubic
472legacy_seresnet3474.79225.20892.1287.87221.962240.875bilinear
473tv_densenet12174.74625.25492.1547.8467.982240.875bicubic
474mnasnet_10074.67425.32692.0987.9024.382240.875bicubic
475dla3474.60825.39292.0587.94215.742240.875bilinear
476gluon_resnet34_v1b74.59225.40891.9968.00421.802240.875bicubic
477pit_ti_distilled_22474.53025.47092.1007.9005.102240.900bicubic
478deit_tiny_distilled_patch16_22474.52425.47691.8968.1045.912240.900bicubic
479vgg19_bn74.23425.76691.8548.146143.682240.875bilinear
480spnasnet_10074.07825.92291.8208.1804.422240.875bilinear
481regnety_00474.01225.98891.7668.2344.342240.875bicubic
482ghostnet_10073.98426.01691.4608.5405.182240.875bilinear
483crossvit_9_24073.98226.01891.9708.0308.552400.875bicubic
484xcit_nano_12_p8_22473.91226.08892.1667.8343.052241.000bicubic
485regnetx_00673.84626.15491.6828.3186.202240.875bicubic
486vit_base_patch32_sam_22473.70026.30091.0088.99288.222240.900bicubic
487tf_mobilenetv3_large_07573.45026.55091.3408.6603.992240.875bilinear
488vgg16_bn73.36026.64091.4928.508138.372240.875bilinear
489crossvit_tiny_24073.34426.65691.9228.0787.012400.875bicubic
490tv_resnet3473.30426.69691.4228.57821.802240.875bilinear
491swsl_resnet1873.28226.71891.7588.24211.692240.875bilinear
492convit_tiny73.11226.88891.7208.2805.712240.875bicubic
493skresnet1873.02226.97891.1708.83011.962240.875bicubic
494mobilenetv2_10072.95227.04891.0028.9983.502240.875bicubic
495pit_ti_22472.92227.07891.4108.5904.852240.900bicubic
496ssl_resnet1872.61227.38891.4208.58011.692240.875bilinear
497regnetx_00472.39027.61090.8189.1825.162240.875bicubic
498vgg1972.38827.61290.8869.114143.672240.875bilinear
499hrnet_w18_small72.33227.66890.6869.31413.192240.875bilinear
500xcit_nano_12_p16_224_dist72.31227.68890.8529.1483.052241.000bicubic
501resnet18d72.26827.73290.6849.31611.712240.875bicubic
502tf_mobilenetv3_large_minimal_10072.25227.74890.6369.3643.922240.875bilinear
503deit_tiny_patch16_22472.16027.84091.1128.8885.722240.900bicubic
504mixer_l16_22472.06627.93487.65412.346208.202240.875bicubic
505vit_tiny_r_s16_p8_22471.79828.20290.8249.1766.342240.900bicubic
506legacy_seresnet1871.73428.26690.3389.66211.782240.875bicubic
507vgg1671.58428.41690.3909.610138.362240.875bilinear
508vgg13_bn71.56428.43690.3749.626133.052240.875bilinear
509gluon_resnet18_v1b70.83429.16689.76010.24011.692240.875bicubic
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522tf_mobilenetv3_small_minimal_10062.90837.09284.24615.7542.042240.875bilinear