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

56 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolation
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3eva_giant_patch14_336.m30m_ft_in22k_in1k89.56810.43298.9521.0481,013.013361.000bicubic
4eva_giant_patch14_336.clip_ft_in1k89.47610.52498.8241.1761,013.013361.000bicubic
5eva_large_patch14_336.in22k_ft_in22k_in1k89.20410.79698.8501.150304.533361.000bicubic
6eva_giant_patch14_224.clip_ft_in1k89.10010.90098.7161.2841,012.562241.000bicubic
7eva_large_patch14_336.in22k_ft_in1k88.66411.33698.7201.280304.533361.000bicubic
8beit_large_patch16_512.in22k_ft_in22k_in1k88.59811.40298.6561.344305.675121.000bicubic
9eva_large_patch14_196.in22k_ft_in22k_in1k88.58611.41498.6561.344304.141961.000bicubic
10vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k88.57411.42698.6601.340632.463361.000bicubic
11maxvit_xlarge_tf_512.in21k_ft_in1k88.53811.46298.6441.356475.775121.000bicubic
12beit_large_patch16_384.in22k_ft_in22k_in1k88.40411.59698.6081.392305.003841.000bicubic
13beitv2_large_patch16_224.in1k_ft_in22k_in1k88.38611.61498.5981.402304.432240.950bicubic
14tf_efficientnet_l2.ns_jft_in1k88.35211.64898.6501.350480.318000.960bicubic
15maxvit_xlarge_tf_384.in21k_ft_in1k88.30611.69498.5441.456475.323841.000bicubic
16vit_large_patch14_clip_336.openai_ft_in12k_in1k88.26611.73498.5321.468304.533361.000bicubic
17vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k88.24611.75498.5501.450632.052241.000bicubic
18tf_efficientnet_l2.ns_jft_in1k_47588.23411.76698.5461.454480.314750.936bicubic
19maxvit_large_tf_512.in21k_ft_in1k88.21811.78298.5981.402212.335121.000bicubic
20maxvit_base_tf_512.in21k_ft_in1k88.21211.78898.5321.468119.885121.000bicubic
21vit_large_patch14_clip_336.laion2b_ft_in12k_in1k88.18211.81898.5721.428304.533361.000bicubic
22vit_large_patch14_clip_224.openai_ft_in12k_in1k88.16811.83298.5441.456304.202241.000bicubic
23maxvit_large_tf_384.in21k_ft_in1k87.99212.00898.5661.434212.033841.000bicubic
24eva_large_patch14_196.in22k_ft_in1k87.93812.06298.4921.508304.141961.000bicubic
25maxvit_base_tf_384.in21k_ft_in1k87.92212.07898.5421.458119.653841.000bicubic
26vit_large_patch14_clip_224.laion2b_ft_in12k_in1k87.89012.11098.4101.590304.202241.000bicubic
27vit_large_patch14_clip_224.openai_ft_in1k87.85212.14898.4281.572304.202241.000bicubic
28vit_large_patch14_clip_336.laion2b_ft_in1k87.84812.15298.3701.630304.533361.000bicubic
29convnext_xlarge.fb_in22k_ft_in1k_38487.74812.25298.5541.446350.203841.000bicubic
30deit3_large_patch16_384_in21ft1k87.71612.28498.5121.488304.763841.000bicubic
31vit_huge_patch14_clip_224.laion2b_ft_in1k87.59412.40698.2201.780632.052241.000bicubic
32beit_large_patch16_224.in22k_ft_in22k_in1k87.47612.52498.3041.696304.432240.900bicubic
33convnext_large.fb_in22k_ft_in1k_38487.47212.52898.3861.614197.773841.000bicubic
34swinv2_large_window12to24_192to384_22kft1k87.45812.54298.2521.748196.743841.000bicubic
35convnext_xlarge.fb_in22k_ft_in1k87.33812.66298.3281.672350.202881.000bicubic
36vit_large_patch14_clip_224.laion2b_ft_in1k87.29212.70898.2461.754304.202241.000bicubic
37vit_base_patch16_clip_384.laion2b_ft_in12k_in1k87.21812.78298.0341.96686.863841.000bicubic
38deit3_huge_patch14_224_in21ft1k87.18412.81698.2601.740632.132241.000bicubic
39swin_large_patch4_window12_38487.14812.85298.2341.766196.743841.000bicubic
40swinv2_base_window12to24_192to384_22kft1k87.10812.89298.2361.76487.923841.000bicubic
41vit_large_patch16_384.augreg_in21k_ft_in1k87.08012.92098.3001.700304.723841.000bicubic
42volo_d5_51287.04412.95697.9682.032296.095121.150bicubic
43vit_base_patch16_clip_384.openai_ft_in12k_in1k87.03412.96698.1801.82086.863840.950bicubic
44convnext_large.fb_in22k_ft_in1k87.01612.98498.2061.794197.772881.000bicubic
45deit3_large_patch16_224_in21ft1k86.97813.02298.2381.762304.372241.000bicubic
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47swinv2_large_window12to16_192to256_22kft1k86.93613.06498.1081.892196.742560.900bicubic
48tf_efficientnet_b7.ns_jft_in1k86.84013.16098.0941.90666.356000.949bicubic
49tf_efficientnetv2_l.in21k_ft_in1k86.80613.19498.1341.866118.524801.000bicubic
50beit_base_patch16_384.in22k_ft_in22k_in1k86.80013.20098.1381.86286.743841.000bicubic
51convnext_base.fb_in22k_ft_in1k_38486.79413.20698.2641.73688.593841.000bicubic
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53tf_efficientnetv2_xl.in21k_ft_in1k86.74813.25298.0181.982208.125121.000bicubic
54deit3_base_patch16_384_in21ft1k86.74413.25698.1121.88886.883841.000bicubic
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60beitv2_base_patch16_224.in1k_ft_in22k_in1k86.48013.52098.0481.95286.532240.900bicubic
61tf_efficientnet_b6.ns_jft_in1k86.45213.54897.8822.11843.045280.942bicubic
62swin_base_patch4_window12_38486.43213.56898.0581.94287.903841.000bicubic
63swin_large_patch4_window7_22486.32013.68097.8962.104196.532240.900bicubic
64maxvit_base_tf_384.in1k86.29413.70697.8042.196119.653841.000bicubic
65convnext_base.fb_in22k_ft_in1k86.28013.72098.0901.91088.592881.000bicubic
66swinv2_base_window12to16_192to256_22kft1k86.27413.72697.8962.10487.922560.900bicubic
67maxvit_large_tf_384.in1k86.23613.76497.6902.310212.033841.000bicubic
68vit_base_patch8_224.augreg2_in21k_ft_in1k86.21213.78897.8322.16886.582240.900bicubic
69vit_base_patch16_clip_384.openai_ft_in1k86.20613.79497.8742.12686.863841.000bicubic
70vit_large_r50_s32_384.augreg_in21k_ft_in1k86.18413.81697.9182.082329.093841.000bicubic
71vit_base_patch16_clip_224.laion2b_ft_in12k_in1k86.17013.83097.7542.24686.572240.950bicubic
72dm_nfnet_f686.14413.85697.7302.270438.365760.956bicubic
73maxvit_small_tf_512.in1k86.08813.91297.7582.24269.135121.000bicubic
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75volo_d5_22486.06813.93297.5782.422295.462240.960bicubic
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78vit_base_patch16_384.augreg_in21k_ft_in1k86.00613.99498.0002.00086.863841.000bicubic
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80xcit_large_24_p8_384_dist86.00014.00097.6862.314188.933841.000bicubic
81vit_base_patch16_clip_224.openai_ft_in12k_in1k85.93014.07097.7242.27686.572240.950bicubic
82efficientnet_b5.in12k_ft_in1k85.88814.11297.7322.26830.394481.000bicubic
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89vit_base_patch32_clip_448.laion2b_ft_in12k_in1k85.78414.21697.6342.36688.344481.000bicubic
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94tf_efficientnetv2_l.in1k85.67014.33097.4742.526118.524801.000bicubic
95maxvit_tiny_tf_512.in1k85.66214.33897.5802.42031.055121.000bicubic
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206edgenext_base83.96016.04096.7683.23218.513201.000bicubic
207regnety_08083.93216.06896.8883.11239.182881.000bicubic
208swin_s3_base_22483.93016.07096.6623.33871.132240.900bicubic
209tresnet_v2_l83.90216.09896.4923.50846.172240.875bilinear
210tf_efficientnetv2_s.in1k83.89416.10696.6983.30221.463841.000bicubic
211gcvit_small83.88416.11696.6583.34251.092240.875bicubic
212xcit_small_24_p16_224_dist83.86216.13896.7283.27247.672241.000bicubic
213swinv2_small_window8_25683.85616.14496.6403.36049.732560.900bicubic
214resnetv2_152x2_bit_teacher_38483.84416.15697.1182.882236.343841.000bicubic
215crossvit_15_dagger_40883.83816.16296.7823.21828.504081.000bicubic
216xcit_small_24_p8_22483.83816.16296.6363.36447.632241.000bicubic
217resnest200e83.83216.16896.8943.10670.203200.909bicubic
218tf_efficientnet_b5.ra_in1k83.81216.18896.7483.25230.394560.934bicubic
219efficientnetv2_rw_s.ra2_in1k83.80816.19296.7243.27623.943841.000bicubic
220vit_small_patch16_384.augreg_in21k_ft_in1k83.80216.19897.1022.89822.203841.000bicubic
221deit3_base_patch16_22483.79216.20896.5843.41686.592240.900bicubic
222swin_s3_small_22483.77016.23096.4503.55049.742240.900bicubic
223mvitv2_small83.76816.23296.5703.43034.872240.900bicubic
224xcit_tiny_24_p8_384_dist83.74016.26096.7123.28812.113841.000bicubic
225pvt_v2_b583.74016.26096.6343.36681.962240.900bicubic
226xcit_medium_24_p8_22483.73416.26696.3943.60684.322241.000bicubic
227regnety_06483.71616.28496.7203.28030.582881.000bicubic
228pvt_v2_b483.71616.28496.6743.32662.562240.900bicubic
229regnetv_06483.71216.28896.7483.25230.582881.000bicubic
230resnetrs15283.71216.28896.6143.38686.623201.000bicubic
231convnext_small.fb_in1k83.70616.29496.8103.19050.222881.000bicubic
232regnety_16083.68616.31496.7763.22483.592881.000bicubic
233resnet152d83.68016.32096.7383.26260.213201.000bicubic
234twins_svt_large83.67816.32296.5943.40699.272240.900bicubic
235coatnet_1_rw_22483.60816.39296.3883.61241.722240.950bicubic
236resmlp_big_24_distilled_22483.58816.41296.6483.352129.142240.875bicubic
237jx_nest_base83.55216.44896.3703.63067.722240.875bicubic
238cs3se_edgenet_x83.54816.45296.6703.33050.723201.000bicubic
239maxvit_tiny_rw_22483.50416.49696.5023.49829.062240.950bicubic
240swinv2_cr_small_ns_22483.48816.51296.4863.51449.702240.900bicubic
241cait_s24_22483.45216.54896.5643.43646.922241.000bicubic
242efficientnet_b4.ra2_in1k83.42816.57296.5963.40419.343841.000bicubic
243deit3_small_patch16_38483.42616.57496.6763.32422.213841.000bicubic
244sequencer2d_l83.40616.59496.5063.49454.302240.875bicubic
245gcvit_tiny83.40016.60096.3983.60228.222240.875bicubic
246maxvit_tiny_tf_224.in1k83.39816.60296.5883.41230.922240.950bicubic
247mobilevitv2_200_384_in22ft1k83.39416.60696.5803.42018.453841.000bicubic
248deit_base_distilled_patch16_22483.38816.61296.4883.51287.342240.900bicubic
249dm_nfnet_f083.38616.61496.5723.42871.492560.900bicubic
250efficientformer_l783.38616.61496.5403.46082.232240.950bicubic
251coatnet_rmlp_1_rw_22483.35816.64296.4563.54441.692240.950bicubic
252vit_base_patch32_384.augreg_in21k_ft_in1k83.35016.65096.8363.16488.303841.000bicubic
253xcit_small_12_p16_224_dist83.35016.65096.4143.58626.252241.000bicubic
254swsl_resnext101_32x16d83.34616.65496.8463.154194.032240.875bilinear
255xcit_small_12_p8_22483.34416.65696.4803.52026.212241.000bicubic
256vit_base_patch32_clip_224.laion2b_ft_in12k_in1k83.30616.69496.5303.47088.222240.900bicubic
257tf_efficientnet_b4.ap_in1k83.24816.75296.3923.60819.343800.922bicubic
258swsl_resnext101_32x4d83.23016.77096.7603.24044.182240.875bilinear
259swin_small_patch4_window7_22483.21216.78896.3223.67849.612240.900bicubic
260regnetv_04083.19416.80696.6603.34020.642881.000bicubic
261xception6583.18016.82096.5923.40839.922990.940bicubic
262resnext101_64x4d83.14816.85296.3723.62883.462881.000bicubic
263swinv2_cr_small_22483.14616.85496.0943.90649.702240.900bicubic
264twins_pcpvt_large83.14016.86096.5983.40260.992240.900bicubic
265twins_svt_base83.13616.86496.4183.58256.072240.900bicubic
266xception65p83.13016.87096.4803.52039.822990.940bicubic
267pvt_v2_b383.12616.87496.5563.44445.242240.900bicubic
268jx_nest_small83.12016.88096.3283.67238.352240.875bicubic
269deit_base_patch16_38483.10616.89496.3723.62886.863841.000bicubic
270deit3_medium_patch16_22483.08016.92096.2923.70838.852240.900bicubic
271tresnet_m83.08016.92096.1183.88231.392240.875bilinear
272deit3_small_patch16_224_in21ft1k83.07016.93096.7803.22022.062241.000bicubic
273tresnet_xl_44883.05016.95096.1743.82678.444480.875bilinear
274regnety_04083.03816.96296.5103.49020.652881.000bicubic
275maxxvit_rmlp_nano_rw_25683.03016.97096.3443.65616.782560.950bicubic
276resnet101d83.02216.97896.4463.55444.573201.000bicubic
277tf_efficientnet_b4.aa_in1k83.02216.97896.3003.70019.343800.922bicubic
278maxvit_rmlp_nano_rw_25682.96217.03896.2703.73015.502560.950bicubic
279mobilevitv2_175_384_in22ft1k82.94217.05896.4263.57414.253841.000bicubic
280maxvit_nano_rw_25682.93217.06896.2223.77815.452560.950bicubic
281xcit_large_24_p16_22482.89617.10495.8824.118189.102241.000bicubic
282resnest101e82.89017.11096.3203.68048.282560.875bilinear
283resnetv2_152x2_bit_teacher82.86217.13896.5683.432236.342240.875bicubic
284convnext_nano.in12k_ft_in1k82.85817.14296.5563.44415.592881.000bicubic
285resnet15282.82217.17896.1263.87460.192240.950bicubic
286resnetv2_50x1_bit_distilled82.81817.18296.5223.47825.552240.875bicubic
287swinv2_tiny_window16_25682.81017.19096.2323.76828.352560.900bicubic
288sequencer2d_m82.80617.19496.2683.73238.312240.875bicubic
289pnasnet5large82.78217.21896.0403.96086.063310.911bicubic
290vit_relpos_base_patch16_clsgap_224.sw_in1k82.76217.23896.1743.82686.432240.900bicubic
291nfnet_l082.75017.25096.5163.48435.072881.000bicubic
292regnety_03282.72417.27696.4243.57619.442881.000bicubic
293twins_pcpvt_base82.70817.29296.3463.65443.832240.900bicubic
294cs3edgenet_x82.70217.29896.3703.63047.822881.000bicubic
295convnext_tiny.fb_in1k82.70017.30096.1363.86428.592881.000bicubic
296ig_resnext101_32x8d82.68817.31296.6363.36488.792240.875bilinear
297tf_efficientnetv2_b3.in21k_ft_in1k82.67217.32896.6243.37614.363000.900bicubic
298cs3sedarknet_x82.65417.34696.3543.64635.402881.000bicubic
299xcit_medium_24_p16_22482.63617.36495.9764.02484.402241.000bicubic
300regnetz_c16_evos82.63017.37096.4743.52613.493200.950bicubic
301nasnetalarge82.62017.38096.0463.95488.753310.911bicubic
302mobilevitv2_150_384_in22ft1k82.59417.40696.3183.68210.593841.000bicubic
303convnext_tiny_hnf.a2h_in1k82.59017.41096.0163.98428.592881.000bicubic
304levit_38482.58617.41496.0163.98439.132240.900bicubic
305vit_base_patch32_clip_224.laion2b_ft_in1k82.58217.41896.2023.79888.222240.900bicubic
306eca_nfnet_l082.58017.42096.4903.51024.142881.000bicubic
307xcit_small_24_p16_22482.58017.42096.0043.99647.672241.000bicubic
308xcit_tiny_24_p16_384_dist82.57017.43096.2863.71412.123841.000bicubic
309xcit_tiny_24_p8_224_dist82.56217.43896.1703.83012.112241.000bicubic
310vit_relpos_medium_patch16_cls_224.sw_in1k82.56217.43896.0663.93438.762240.900bicubic
311efficientformer_l382.55017.45096.2483.75231.412240.950bicubic
312flexivit_small.1200ep_in1k82.52617.47496.1363.86422.062400.950bicubic
313resnet61q82.52417.47696.1303.87036.852881.000bicubic
314regnetz_c1682.51817.48296.3603.64013.463200.940bicubic
315crossvit_18_dagger_24082.51817.48296.0723.92844.272400.875bicubic
316vit_relpos_base_patch16_224.sw_in1k82.48417.51696.1423.85886.432240.900bicubic
317vit_relpos_medium_patch16_224.sw_in1k82.46617.53496.0883.91238.752240.900bicubic
318gc_efficientnetv2_rw_t.agc_in1k82.46417.53696.2983.70213.682881.000bicubic
319poolformer_m4882.46217.53895.9584.04273.472240.950bicubic
320pit_b_22482.44617.55495.7104.29073.762240.900bicubic
321mvitv2_tiny82.40417.59696.1563.84424.172240.900bicubic
322crossvit_18_24082.40017.60096.0543.94643.272400.875bicubic
323coatnet_bn_0_rw_22482.39817.60296.1823.81827.442240.950bicubic
324coatnet_0_rw_22482.39017.61095.8364.16427.442240.950bicubic
325xcit_tiny_12_p8_384_dist82.38817.61296.2243.7766.713841.000bicubic
326tf_efficientnet_b2.ns_jft_in1k82.38017.62096.2483.7529.112600.890bicubic
327resnet51q82.36017.64096.1803.82035.702881.000bilinear
328flexivit_small.600ep_in1k82.35417.64696.0863.91422.062400.950bicubic
329efficientnetv2_rw_t.ra2_in1k82.34817.65296.1963.80413.652881.000bicubic
330ecaresnet50t82.34617.65496.1383.86225.573200.950bicubic
331sequencer2d_s82.34217.65896.0303.97027.652240.875bicubic
332resnetv2_101x1_bitm82.33217.66896.5183.48244.544481.000bilinear
333crossvit_15_dagger_24082.33217.66895.9564.04428.212400.875bicubic
334mobilevitv2_200_in22ft1k82.32417.67695.9404.06018.452560.888bicubic
335coat_lite_small82.30817.69295.8504.15019.842240.900bicubic
336mixer_b16_224_miil82.30817.69295.7164.28459.882240.875bilinear
337vit_relpos_medium_patch16_rpn_224.sw_in1k82.29817.70295.9744.02638.732240.900bicubic
338resnetrs10182.28817.71296.0083.99263.622880.940bicubic
339convit_base82.28817.71295.9384.06286.542240.875bicubic
340tresnet_l_44882.26817.73295.9764.02455.994480.875bilinear
341efficientnet_b3.ra2_in1k82.24217.75896.1143.88612.233201.000bicubic
342vit_srelpos_medium_patch16_224.sw_in1k82.23617.76495.9344.06638.742240.900bicubic
343cs3darknet_x82.22817.77296.2343.76635.052881.000bicubic
344crossvit_base_24082.21617.78495.8304.170105.032400.875bicubic
345vit_base_patch16_rpn_224.in1k82.20217.79895.9964.00486.542240.900bicubic
346pvt_v2_b2_li82.19617.80496.1043.89622.552240.900bicubic
347cait_xxs36_38482.19417.80696.1483.85217.373841.000bicubic
348swsl_resnext50_32x4d82.18217.81896.2303.77025.032240.875bilinear
349ecaresnet101d82.17217.82896.0463.95444.572240.875bicubic
350flexivit_small.300ep_in1k82.17217.82896.0243.97622.062400.950bicubic
351swin_s3_tiny_22482.12217.87895.9484.05228.332240.900bicubic
352poolformer_m3682.11017.89095.6884.31256.172240.950bicubic
353visformer_small82.10617.89495.8724.12840.222240.900bicubic
354pvt_v2_b282.07617.92495.9624.03825.362240.900bicubic
355coatnet_rmlp_nano_rw_22482.06417.93695.8704.13015.152240.900bicubic
356halo2botnet50ts_25682.06017.94095.6364.36422.642560.950bicubic
357tresnet_xl82.05417.94695.9364.06478.442240.875bilinear
358fbnetv3_g.ra2_in1k82.04817.95296.0643.93616.622880.950bilinear
359resnetv2_10182.03017.97095.8604.14044.542240.950bicubic
360deit_base_patch16_22481.99818.00295.7344.26686.572240.900bicubic
361pit_s_distilled_22481.99618.00495.7984.20224.042240.900bicubic
362resnetv2_50d_evos81.97618.02495.9164.08425.592880.950bicubic
363xcit_small_12_p16_22481.97418.02695.8164.18426.252241.000bicubic
364tf_efficientnetv2_b3.in1k81.97018.03095.7824.21814.363000.904bicubic
365xception41p81.95818.04295.7944.20626.912990.940bicubic
366gcvit_xtiny81.95218.04895.9664.03419.982240.875bicubic
367coatnext_nano_rw_22481.94818.05295.9184.08214.702240.900bicubic
368mobilevitv2_175_in22ft1k81.94418.05695.7924.20814.252560.888bicubic
369resnet10181.93818.06295.7544.24644.552240.950bicubic
370vit_base_patch32_clip_224.openai_ft_in1k81.93018.07095.9684.03288.222240.900bicubic
371xcit_tiny_24_p8_22481.90018.10095.9764.02412.112241.000bicubic
372vit_small_r26_s32_224.augreg_in21k_ft_in1k81.85818.14296.0223.97836.432240.900bicubic
373ssl_resnext101_32x16d81.84418.15696.0963.904194.032240.875bilinear
374tf_efficientnet_b3.ap_in1k81.82218.17895.6244.37612.233000.904bicubic
375resnetv2_50d_gn81.81618.18495.9244.07625.572880.950bicubic
376swinv2_tiny_window8_25681.80618.19495.9944.00628.352560.900bicubic
377swinv2_cr_tiny_ns_22481.79018.21095.8244.17628.332240.900bicubic
378vit_base_patch16_224.orig_in21k_ft_in1k81.78618.21496.1223.87886.572240.900bicubic
379cs3sedarknet_l81.77418.22695.9684.03221.912880.950bicubic
380tresnet_m_44881.71418.28695.5724.42831.394480.875bilinear
381coatnet_nano_rw_22481.70018.30095.6384.36215.142240.900bicubic
382twins_svt_small81.68218.31895.6704.33024.062240.900bicubic
383halonet50ts81.64418.35695.6084.39222.732560.940bicubic
384tf_efficientnet_b3.aa_in1k81.63618.36495.7184.28212.233000.904bicubic
385rexnet_20081.63218.36895.6684.33216.372240.875bicubic
386resnetaa5081.62218.37895.8084.19225.562881.000bicubic
387ssl_resnext101_32x8d81.61618.38496.0383.96288.792240.875bilinear
388convnext_nano_ols.d1h_in1k81.61018.39095.6404.36015.652881.000bicubic
389edgenext_small81.56818.43295.7064.2945.593201.000bicubic
390lamhalobotnet50ts_25681.54418.45695.5044.49622.572560.950bicubic
391crossvit_15_24081.53618.46495.6924.30827.532400.875bicubic
392tf_efficientnet_lite4.in1k81.53618.46495.6684.33213.013800.920bilinear
393tnt_s_patch16_22481.51818.48295.7484.25223.762240.900bicubic
394levit_25681.51018.49095.4904.51018.892240.900bicubic
395vit_large_patch32_384.orig_in21k_ft_in1k81.50618.49496.0923.908306.633841.000bicubic
396tresnet_l81.48818.51295.6244.37655.992240.875bilinear
397mobilevitv2_150_in22ft1k81.47818.52295.6744.32610.592560.888bicubic
398convnext_nano.d1h_in1k81.47018.53095.6584.34215.592881.000bicubic
399vit_relpos_small_patch16_224.sw_in1k81.46218.53895.8284.17221.982240.900bicubic
400wide_resnet50_281.45618.54495.5324.46868.882240.875bicubic
401convit_small81.42618.57495.7444.25627.782240.875bicubic
402poolformer_s3681.41618.58495.4464.55430.862240.900bicubic
403jx_nest_tiny81.41418.58695.6164.38417.062240.875bicubic
404vit_small_patch16_224.augreg_in21k_ft_in1k81.40218.59896.1343.86622.052240.900bicubic
405tf_efficientnet_b1.ns_jft_in1k81.38818.61295.7384.2627.792400.882bicubic
406deit3_small_patch16_22481.38618.61495.4504.55022.062240.900bicubic
407swin_tiny_patch4_window7_22481.37818.62295.5404.46028.292240.900bicubic
408convmixer_1536_2081.37618.62495.6144.38651.632240.960bicubic
409gernet_l81.35418.64695.5364.46431.082560.875bilinear
410efficientnet_el.ra_in1k81.31618.68495.5264.47410.593000.904bicubic
411legacy_senet15481.31018.69095.4964.504115.092240.875bilinear
412coat_mini81.26818.73295.3924.60810.342240.900bicubic
413seresnext50_32x4d81.26618.73495.6204.38027.562240.875bicubic
414gluon_senet15481.23418.76695.3484.652115.092240.875bicubic
415xcit_tiny_12_p8_224_dist81.21218.78895.6004.4006.712241.000bicubic
416deit_small_distilled_patch16_22481.20018.80095.3784.62222.442240.900bicubic
417swsl_resnet5081.16618.83495.9724.02825.562240.875bilinear
418lambda_resnet50ts81.16618.83495.0964.90421.542560.950bicubic
419resmlp_36_distilled_22481.16018.84095.4884.51244.692240.875bicubic
420sebotnet33ts_25681.15018.85095.1744.82613.702560.940bicubic
421mobilevitv2_20081.13618.86495.3664.63418.452560.888bicubic
422vit_small_patch16_384.augreg_in1k81.12018.88095.5744.42622.203841.000bicubic
423resnext50_32x4d81.11818.88295.3324.66825.032240.950bicubic
424resnest50d_4s2x40d81.10818.89295.5584.44230.422240.875bicubic
425vit_base_patch16_384.augreg_in1k81.10218.89895.3324.66886.863841.000bicubic
426vit_srelpos_small_patch16_224.sw_in1k81.09418.90695.5704.43021.972240.900bicubic
427pit_s_22481.09418.90695.3324.66823.462240.900bicubic
428twins_pcpvt_small81.08818.91295.6424.35824.112240.900bicubic
429haloregnetz_b81.05018.95095.1964.80411.682240.940bicubic
430resmlp_big_24_22481.02818.97295.0224.978129.142240.875bicubic
431crossvit_small_24081.02018.98095.4604.54026.862400.875bicubic
432gluon_resnet152_v1s81.01618.98495.4124.58860.322240.875bicubic
433resnest50d_1s4x24d80.98819.01295.3224.67825.682240.875bicubic
434resnest50d80.97419.02695.3784.62227.482240.875bilinear
435cait_xxs24_38480.96619.03495.6464.35412.033841.000bicubic
436sehalonet33ts80.95819.04295.2764.72413.692560.940bicubic
437gcresnet50t80.94019.06095.4544.54625.902560.900bicubic
438xcit_tiny_12_p16_384_dist80.94019.06095.4104.5906.723841.000bicubic
439ssl_resnext101_32x4d80.92419.07695.7284.27244.182240.875bilinear
440gluon_seresnext101_32x4d80.90419.09695.2944.70648.962240.875bicubic
441cs3darknet_l80.89619.10495.6704.33021.162880.950bicubic
442gluon_seresnext101_64x4d80.89419.10695.3084.69288.232240.875bicubic
443cs3darknet_focus_l80.88419.11695.6824.31821.152880.950bicubic
444mobilevitv2_17580.86019.14095.2544.74614.252560.888bicubic
445efficientnet_b3_pruned.in1k80.85819.14295.2424.7589.863000.904bicubic
446ecaresnet101d_pruned80.81819.18295.6284.37224.882240.875bicubic
447regnety_32080.81019.19095.2444.756145.052240.875bicubic
448resmlp_24_distilled_22480.76619.23495.2184.78230.022240.875bicubic
449gernet_m80.73219.26895.1844.81621.142240.875bilinear
450vit_base_patch32_224.augreg_in21k_ft_in1k80.72419.27695.5684.43288.222240.900bicubic
451regnetz_b1680.71619.28495.4784.5229.722880.940bicubic
452nf_resnet5080.66219.33895.3364.66425.562880.940bicubic
453efficientnet_b2.ra_in1k80.61219.38895.3184.6829.112881.000bicubic
454gluon_resnext101_64x4d80.60419.39694.9885.01283.462240.875bicubic
455ecaresnet50d80.59219.40895.3204.68025.582240.875bicubic
456gcresnext50ts80.58019.42095.1704.83015.672560.900bicubic
457cspresnext5080.54619.45495.3204.68020.572560.887bilinear
458darknet5380.53419.46695.4204.58041.612881.000bicubic
459resnet50d80.53019.47095.1604.84025.582240.875bicubic
460darknetaa5380.52219.47895.3224.67836.022881.000bilinear
461maxvit_rmlp_pico_rw_25680.51619.48495.2124.7887.522560.950bicubic
462efficientformer_l180.50219.49894.9985.00212.292240.950bicubic
463repvgg_b380.49219.50895.2604.740123.092240.875bilinear
464vit_small_patch32_384.augreg_in21k_ft_in1k80.48019.52095.5984.40222.923841.000bicubic
465mixnet_xl.ra_in1k80.47619.52494.9365.06411.902240.875bicubic
466gluon_resnet152_v1d80.47419.52695.2064.79460.212240.875bicubic
467convnext_pico_ols.d1_in1k80.46419.53695.2424.7589.062881.000bicubic
468ecaresnetlight80.46219.53895.2484.75230.162240.875bicubic
469inception_resnet_v280.45819.54295.3064.69455.842990.897bicubic
470edgenext_small_rw80.45619.54495.1924.8087.833201.000bicubic
471xcit_tiny_24_p16_224_dist80.44619.55495.2184.78212.122241.000bicubic
472resnetv2_5080.43219.56895.0804.92025.552240.950bicubic
473convnext_pico.d1_in1k80.42619.57495.0584.9429.052880.950bicubic
474gluon_resnet101_v1d80.41419.58695.0144.98644.572240.875bicubic
475mobilevitv2_15080.37619.62495.0604.94010.592560.888bicubic
476resnet5080.37419.62694.6145.38625.562240.950bicubic
477regnety_12080.36619.63495.1264.87451.822240.875bicubic
478seresnet33ts80.35219.64895.1064.89419.782560.900bicubic
479resnetv2_50x1_bitm80.34219.65895.6844.31625.554481.000bilinear
480gluon_resnext101_32x4d80.33419.66694.9265.07444.182240.875bicubic
481ssl_resnext50_32x4d80.31819.68295.4064.59425.032240.875bilinear
482poolformer_s2480.31619.68495.0384.96221.392240.900bicubic
483rexnet_15080.31019.69095.1664.8349.732240.875bicubic
484gluon_resnet101_v1s80.30219.69895.1604.84044.672240.875bicubic
485efficientnet_el_pruned.in1k80.30019.70095.2184.78210.593000.904bicubic
486tf_efficientnet_b2.ap_in1k80.30019.70095.0284.9729.112600.890bicubic
487seresnet5080.27419.72695.0704.93028.092240.875bicubic
488tf_efficientnet_el.in1k80.25019.75095.1284.87210.593000.904bicubic
489regnetx_32080.24619.75495.0264.974107.812240.875bicubic
490vit_base_patch16_224.sam80.24219.75894.7565.24486.572240.900bicubic
491legacy_seresnext101_32x4d80.22819.77295.0184.98248.962240.875bilinear
492repvgg_b3g480.21219.78895.1104.89083.832240.875bilinear
493tf_efficientnetv2_b2.in1k80.20819.79295.0424.95810.102600.890bicubic
494inception_v480.16819.83294.9685.03242.682990.875bicubic
495convmixer_768_3280.16419.83695.0724.92821.112240.960bicubic
496dpn10780.15619.84494.9105.09086.922240.875bicubic
497skresnext50_32x4d80.15619.84494.6425.35827.482240.875bicubic
498tf_efficientnet_b2.aa_in1k80.08619.91494.9085.0929.112600.890bicubic
499gcresnet33ts80.08219.91894.9985.00219.882560.900bicubic
500eca_resnet33ts80.07819.92294.9705.03019.682560.900bicubic
501cspdarknet5380.05819.94295.0844.91627.642560.887bilinear
502resnet50_gn80.05219.94894.9465.05425.562240.940bicubic
503dpn9280.00819.99294.8365.16437.672240.875bicubic
504ens_adv_inception_resnet_v279.98220.01894.9385.06255.842990.897bicubic
505gluon_seresnext50_32x4d79.91820.08294.8225.17827.562240.875bicubic
506efficientnet_b2_pruned.in1k79.91620.08494.8565.1448.312600.890bicubic
507gluon_resnet152_v1c79.91020.09094.8405.16060.212240.875bicubic
508resnetrs5079.89220.10894.9685.03235.692240.910bicubic
509xception7179.87420.12694.9225.07842.342990.903bicubic
510deit_small_patch16_22479.85620.14495.0524.94822.052240.900bicubic
511regnetx_16079.85620.14494.8305.17054.282240.875bicubic
512ecaresnet26t79.85420.14695.0844.91616.013200.950bicubic
513levit_19279.84220.15894.7865.21410.952240.900bicubic
514dpn13179.82220.17894.7105.29079.252240.875bicubic
515tf_efficientnet_lite3.in1k79.82020.18094.9145.0868.203000.904bilinear
516resmlp_36_22479.77020.23094.8865.11444.692240.875bicubic
517cait_xxs36_22479.75020.25094.8665.13417.302241.000bicubic
518ecaresnet50d_pruned79.71620.28494.8805.12019.942240.875bicubic
519gluon_xception6579.71620.28494.8605.14039.922990.903bicubic
520gcvit_xxtiny79.71420.28695.0804.92012.002240.875bicubic
521xcit_tiny_12_p8_22479.69420.30695.0524.9486.712241.000bicubic
522gluon_resnet152_v1b79.68620.31494.7365.26460.192240.875bicubic
523mobilevitv2_12579.68420.31694.8505.1507.482560.888bicubic
524fbnetv3_d.ra2_in1k79.68020.32094.9445.05610.312560.950bilinear
525resnext50d_32x4d79.67620.32494.8665.13425.052240.875bicubic
526gmlp_s16_22479.64220.35894.6285.37219.422240.875bicubic
527dpn9879.64220.35894.5985.40261.572240.875bicubic
528regnetx_12079.59620.40494.7385.26246.112240.875bicubic
529cspresnet5079.57420.42694.7125.28821.622560.887bilinear
530gluon_resnet101_v1c79.53420.46694.5785.42244.572240.875bicubic
531rexnet_13079.50020.50094.6825.3187.562240.875bicubic
532eca_halonext26ts79.48620.51494.5985.40210.762560.940bicubic
533vit_relpos_base_patch32_plus_rpn_256.sw_in1k79.48020.52094.1385.862119.422560.900bicubic
534hrnet_w6479.47420.52694.6525.348128.062240.875bilinear
535tf_efficientnetv2_b1.in1k79.46220.53894.7225.2788.142400.882bicubic
536dla102x279.44820.55294.6405.36041.282240.875bilinear
537xcit_tiny_24_p16_22479.44420.55694.8825.11812.122241.000bicubic
538resmlp_24_22479.37420.62694.5465.45430.022240.875bicubic
539repvgg_b2g479.36620.63494.6885.31261.762240.875bilinear
540gluon_resnext50_32x4d79.35420.64694.4265.57425.032240.875bicubic
541ese_vovnet39b79.32020.68094.7125.28824.572240.875bicubic
542resnext101_32x8d79.30820.69294.5185.48288.792240.875bilinear
543tf_efficientnet_cc_b1_8e.in1k79.30820.69294.3705.63039.722400.882bicubic
544gluon_resnet101_v1b79.30620.69494.5245.47644.552240.875bicubic
545pit_xs_distilled_22479.30620.69494.3645.63611.002240.900bicubic
546hrnet_w4879.30020.70094.5125.48877.472240.875bilinear
547nf_regnet_b179.29220.70894.7485.25210.222880.900bicubic
548resnetblur5079.28620.71494.6385.36225.562240.875bicubic
549tf_efficientnet_b1.ap_in1k79.28020.72094.3065.6947.792400.882bicubic
550eca_botnext26ts_25679.27420.72694.6145.38610.592560.950bicubic
551botnet26t_25679.27220.72894.5285.47212.492560.950bicubic
552efficientnet_em.ra2_in1k79.25220.74894.7945.2066.902400.882bicubic
553ssl_resnet5079.22220.77894.8325.16825.562240.875bilinear
554dpn68b79.21620.78494.4145.58612.612240.875bicubic
555resnet33ts79.21420.78694.5745.42619.682560.900bicubic
556res2net50_26w_8s79.20020.80094.3685.63248.402240.875bilinear
557res2net101_26w_4s79.19820.80294.4325.56845.212240.875bilinear
558regnetx_08079.19420.80694.5605.44039.572240.875bicubic
559vit_base_patch16_224.augreg_in1k79.15420.84694.1005.90086.572240.900bicubic
560fbnetv3_b.ra2_in1k79.15020.85094.7465.2548.602560.950bilinear
561halonet26t79.10020.90094.3125.68812.482560.950bicubic
562lambda_resnet26t79.09620.90494.5925.40810.962560.940bicubic
563coat_lite_mini79.08820.91294.6045.39611.012240.900bicubic
564legacy_seresnext50_32x4d79.07820.92294.4365.56427.562240.875bilinear
565gluon_resnet50_v1d79.07420.92694.4705.53025.582240.875bicubic
566regnetx_06479.07220.92894.4585.54226.212240.875bicubic
567xception79.05220.94894.3925.60822.862990.897bicubic
568resnet32ts79.00420.99694.3565.64417.962560.900bicubic
569mixnet_l.ft_in1k78.97621.02494.1825.8187.332240.875bicubic
570lambda_resnet26rpt_25678.97021.03094.4305.57010.992560.940bicubic
571convnext_femto_ols.d1_in1k78.93421.06694.5325.4685.232880.950bicubic
572hrnet_w4078.92021.08094.4705.53057.562240.875bilinear
573convnext_tiny.fb_in22k_ft_in1k78.90821.09294.6745.32628.592881.000bicubic
574hrnet_w4478.89621.10494.3685.63267.062240.875bilinear
575wide_resnet101_278.85621.14494.2825.718126.892240.875bilinear
576vit_small_patch16_224.augreg_in1k78.84621.15494.2845.71622.052240.900bicubic
577tf_efficientnet_b1.aa_in1k78.82621.17494.1985.8027.792400.882bicubic
578gluon_inception_v378.80621.19494.3705.63023.832990.875bicubic
579efficientnet_b1.ft_in1k78.79421.20694.3425.6587.792561.000bicubic
580repvgg_b278.79221.20894.4145.58689.022240.875bilinear
581tf_mixnet_l.in1k78.77421.22693.9986.0027.332240.875bicubic
582vit_base_patch32_384.augreg_in1k78.76021.24094.2285.77288.303841.000bicubic
583gluon_resnet50_v1s78.71221.28894.2385.76225.682240.875bicubic
584convnext_femto.d1_in1k78.70421.29694.4345.5665.222880.950bicubic
585pvt_v2_b178.69421.30694.4925.50814.012240.900bicubic
586dla16978.68821.31294.3365.66453.392240.875bilinear
587legacy_seresnet15278.66021.34094.3705.63066.822240.875bilinear
588tf_efficientnet_b0.ns_jft_in1k78.65821.34294.3765.6245.292240.875bicubic
589xcit_tiny_12_p16_224_dist78.57821.42294.1965.8046.722241.000bicubic
590res2net50_26w_6s78.57021.43094.1245.87637.052240.875bilinear
591xception4178.51621.48494.2785.72226.972990.903bicubic
592dla102x78.51021.49094.2285.77226.312240.875bilinear
593levit_12878.48621.51494.0105.9909.212240.900bicubic
594regnetx_04078.48221.51894.2445.75622.122240.875bicubic
595resnest26d78.47821.52294.2985.70217.072240.875bilinear
596dla60_res2net78.46421.53694.2065.79420.852240.875bilinear
597hrnet_w3278.45021.55094.1865.81441.232240.875bilinear
598dla60_res2next78.44021.56094.1525.84817.032240.875bilinear
599coat_tiny78.43421.56694.0385.9625.502240.900bicubic
600vit_tiny_patch16_384.augreg_in21k_ft_in1k78.43021.57094.5425.4585.793841.000bicubic
601selecsls60b78.41221.58894.1745.82632.772240.875bicubic
602cait_xxs24_22478.38621.61494.3105.69011.962241.000bicubic
603legacy_seresnet10178.38221.61894.2645.73649.332240.875bilinear
604repvgg_b178.36621.63494.0985.90257.422240.875bilinear
605tf_efficientnetv2_b0.in1k78.35621.64494.0245.9767.142240.875bicubic
606mobilevit_s78.31221.68894.1465.8545.582560.900bicubic
607tv_resnet15278.31221.68894.0385.96260.192240.875bilinear
608dla60x78.24621.75494.0185.98217.352240.875bilinear
609res2next5078.24621.75493.8926.10824.672240.875bilinear
610bat_resnext26ts78.24221.75894.1005.90010.732560.900bicubic
611efficientnet_b1_pruned.in1k78.23621.76493.8346.1666.332400.882bicubic
612hrnet_w3078.20621.79494.2225.77837.712240.875bilinear
613pit_xs_22478.18221.81894.1685.83210.622240.900bicubic
614regnetx_03278.17221.82894.0885.91215.302240.875bicubic
615res2net50_14w_8s78.15021.85093.8486.15225.062240.875bilinear
616tf_efficientnet_em.in1k78.13021.87094.0445.9566.902400.882bicubic
617hardcorenas_f78.10421.89693.8026.1988.202240.875bilinear
618mobilevitv2_10078.09021.91094.1645.8364.902560.888bicubic
619efficientnet_es.ra_in1k78.06621.93493.9266.0745.442240.875bicubic
620gmixer_24_22478.03621.96493.6646.33624.722240.875bicubic
621dla10278.03221.96893.9466.05433.272240.875bilinear
622gluon_resnet50_v1c78.01221.98893.9886.01225.582240.875bicubic
623seresnext26t_32x4d77.98622.01493.7466.25416.812240.875bicubic
624selecsls6077.98222.01893.8286.17230.672240.875bicubic
625res2net50_26w_4s77.96422.03693.8546.14625.702240.875bilinear
626resmlp_12_distilled_22477.94422.05693.5586.44215.352240.875bicubic
627mobilenetv3_large_100.miil_in21k_ft_in1k77.91622.08492.9107.0905.482240.875bilinear
628tf_efficientnet_cc_b0_8e.in1k77.90822.09293.6546.34624.012240.875bicubic
629resnet26t77.88222.11893.8406.16016.012560.940bicubic
630seresnext26ts77.86622.13493.7906.21010.392560.900bicubic
631regnety_01677.86222.13893.7206.28011.202240.875bicubic
632tf_inception_v377.86022.14093.6406.36023.832990.875bicubic
633rexnet_10077.85822.14293.8706.1304.802240.875bicubic
634xcit_nano_12_p8_384_dist77.82022.18094.0365.9643.053841.000bicubic
635gcresnext26ts77.81422.18693.8346.16610.482560.900bicubic
636hardcorenas_e77.79422.20693.6946.3068.072240.875bilinear
637efficientnet_b0.ra_in1k77.69822.30293.5326.4685.292240.875bicubic
638tinynet_a.in1k77.65222.34893.5366.4646.191920.875bicubic
639cs3darknet_m77.63622.36494.0145.9869.312880.950bicubic
640legacy_seresnet5077.63022.37093.7486.25228.092240.875bilinear
641tv_resnext50_32x4d77.62022.38093.6966.30425.032240.875bilinear
642seresnext26d_32x4d77.60222.39893.6086.39216.812240.875bicubic
643repvgg_b1g477.59422.40693.8266.17439.972240.875bilinear
644adv_inception_v377.58222.41893.7366.26423.832990.875bicubic
645gluon_resnet50_v1b77.58022.42093.7166.28425.562240.875bicubic
646res2net50_48w_2s77.52222.47893.5546.44625.292240.875bilinear
647coat_lite_tiny77.51222.48893.9166.0845.722240.900bicubic
648tf_efficientnet_lite2.in1k77.46822.53293.7546.2466.092600.890bicubic
649eca_resnext26ts77.45222.54893.5666.43410.302560.900bicubic
650inception_v377.44022.56093.4766.52423.832990.875bicubic
651hardcorenas_d77.43222.56893.4846.5167.502240.875bilinear
652tv_resnet10177.37422.62693.5406.46044.552240.875bilinear
653densenet16177.35822.64293.6386.36228.682240.875bicubic
654tf_efficientnet_cc_b0_4e.in1k77.30622.69493.3346.66613.312240.875bicubic
655densenet20177.28622.71493.4786.52220.012240.875bicubic
656mobilenetv2_120d.ra_in1k77.28422.71693.4926.5085.832240.875bicubic
657cs3darknet_focus_m77.27822.72293.9706.0309.302880.950bicubic
658mixnet_m.ft_in1k77.26022.74093.4246.5765.012240.875bicubic
659poolformer_s1277.23022.77093.5046.49611.922240.900bicubic
660convnext_atto_ols.a2_in1k77.21622.78493.6806.3203.702880.950bicubic
661selecsls42b77.17422.82693.3906.61032.462240.875bicubic
662xcit_tiny_12_p16_22477.12022.88093.7126.2886.722241.000bicubic
663resnet34d77.11622.88493.3826.61821.822240.875bicubic
664legacy_seresnext26_32x4d77.10422.89693.3166.68416.792240.875bicubic
665tf_efficientnet_b0.ap_in1k77.08622.91493.2566.7445.292240.875bicubic
666hardcorenas_c77.05422.94693.1586.8425.522240.875bilinear
667dla6077.03222.96893.3186.68222.042240.875bilinear
668convnext_atto.d2_in1k77.01422.98693.7006.3003.702880.950bicubic
669crossvit_9_dagger_24076.98023.02093.6106.3908.782400.875bicubic
670regnetx_01676.95023.05093.4206.5809.192240.875bicubic
671convmixer_1024_20_ks9_p1476.94623.05493.3586.64224.382240.960bicubic
672tf_mixnet_m.in1k76.94223.05893.1526.8485.012240.875bicubic
673gernet_s76.91623.08493.1326.8688.172240.875bilinear
674skresnet3476.91223.08893.3226.67822.282240.875bicubic
675tf_efficientnet_b0.aa_in1k76.84823.15293.2286.7725.292240.875bicubic
676ese_vovnet19b_dw76.79823.20293.2686.7326.542240.875bicubic
677resnext26ts76.78023.22093.1306.87010.302560.900bicubic
678hrnet_w1876.75823.24293.4446.55621.302240.875bilinear
679resnet26d76.69623.30493.1506.85016.012240.875bicubic
680resmlp_12_22476.65423.34693.1806.82015.352240.875bicubic
681tf_efficientnet_lite1.in1k76.64223.35893.2266.7745.422400.882bicubic
682mixer_b16_22476.60023.40092.2287.77259.882240.875bicubic
683tf_efficientnet_es.in1k76.59423.40693.2026.7985.442240.875bicubic
684densenetblur121d76.58823.41293.1926.8088.002240.875bicubic
685hardcorenas_b76.53823.46292.7547.2465.182240.875bilinear
686levit_128s76.53023.47092.8667.1347.782240.900bicubic
687mobilenetv2_140.ra_in1k76.51623.48492.9967.0046.112240.875bicubic
688repvgg_a276.46023.54093.0046.99628.212240.875bilinear
689xcit_nano_12_p8_224_dist76.32423.67693.0906.9103.052241.000bicubic
690dpn6876.31823.68292.9787.02212.612240.875bicubic
691regnety_00876.31623.68493.0666.9346.262240.875bicubic
692tv_resnet5076.13823.86292.8647.13625.562240.875bilinear
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694vit_small_patch32_224.augreg_in21k_ft_in1k75.99024.01093.2726.72822.882240.900bicubic
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702mobilevitv2_07575.62224.37892.7687.2322.872560.888bicubic
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791mobilenetv3_small_050.lamb_in1k57.89042.11080.19419.8061.592240.875bicubic