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pytorch-image-models/results/results-imagenetv2-matched-...

71 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecrop_pctinterpolationtop1_difftop5_diffrank_diff
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29deit3_large_patch16_384_in21ft1k79.09020.91094.8805.120304.763841.000bicubic-8.626-3.632+1
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31beit_large_patch16_224.in22k_ft_in22k_in1k78.82021.18094.6005.400304.432240.900bicubic-8.656-3.704+1
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62ig_resnext101_32x48d76.87023.13093.3106.690828.412240.875bilinear-8.558-4.262+42
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68deit3_large_patch16_38476.69023.31093.3506.650304.763841.000bicubic-9.120-4.246+19
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72volo_d5_22476.58023.42093.3006.700295.462240.960bicubic-9.488-4.278+3
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96flexivit_large.300ep_in1k75.93024.07092.6507.350304.362400.950bicubic-9.350-4.790+17
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120tf_efficientnet_b6.ap_in1k75.38024.62092.4407.56043.045280.942bicubic-9.408-4.698+27
121beit_base_patch16_224.in22k_ft_in22k_in1k75.37024.63093.0406.96086.532240.900bicubic-9.866-4.616-3
122volo_d2_22475.30024.70092.5107.49058.682240.960bicubic-9.896-4.6780
123mvitv2_large75.28024.72092.3407.660217.992240.900bicubic-9.970-4.874-6
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126convnext_small.fb_in22k_ft_in1k_38475.15024.85093.0506.95050.223841.000bicubic-10.628-4.842-36
127deit3_large_patch16_22475.14024.86092.2807.720304.372240.900bicubic-9.624-4.758+21
128ecaresnet269d75.12024.88092.8407.160102.093521.000bicubic-9.856-4.386+8
129vit_base_patch16_clip_224.laion2b_ft_in1k75.12024.88092.7107.29086.572241.000bicubic-10.348-4.866-27
130xcit_medium_24_p16_384_dist75.12024.88092.4407.56084.403841.000bicubic-10.292-4.966-24
131deit3_small_patch16_384_in21ft1k75.09024.91092.7907.21022.213841.000bicubic-9.734-4.696+14
132vit_base_patch32_clip_384.laion2b_ft_in12k_in1k75.08024.92092.5907.41088.303841.000bicubic-10.292-5.074-23
133maxvit_tiny_tf_384.in1k75.01024.99092.4707.53030.983841.000bicubic-10.096-5.064-7
134dm_nfnet_f575.00025.00092.6007.400377.215440.954bicubic-10.814-4.888-48
135xcit_small_24_p8_224_dist74.98025.02092.3107.69047.632241.000bicubic-9.896-4.878+7
136tf_efficientnet_b8.ra_in1k74.94025.06092.3107.69087.416720.954bicubic-10.430-4.984-26
137xcit_small_12_p8_384_dist74.88025.12092.4607.54026.213841.000bicubic-10.208-4.822-8
138eca_nfnet_l274.83025.17092.6507.35056.723841.000bicubic-9.868-4.614+13
139deit3_base_patch16_38474.79025.21092.2407.76086.883841.000bicubic-10.282-5.038-8
140tf_efficientnet_b7.ra_in1k74.72025.28092.2207.78066.356000.949bicubic-10.216-4.984-2
141deit3_medium_patch16_224_in21ft1k74.68025.32092.4807.52038.852241.000bicubic-9.880-4.708+17
142xcit_large_24_p16_224_dist74.67025.33091.8608.140189.102241.000bicubic-10.248-5.272-2
143convnext_large.fb_in1k74.64025.36091.9708.030197.772881.000bicubic-10.206-5.242+1
144dm_nfnet_f274.62025.38092.2607.740193.783520.920bicubic-10.444-4.980-12
145xcit_small_24_p16_384_dist74.61025.39092.4507.55047.673841.000bicubic-10.488-4.860-18
146tf_efficientnet_b5.ap_in1k74.60025.40091.9908.01030.394560.934bicubic-9.652-4.984+38
147vit_medium_patch16_gap_256.in12k_ft_in1k74.58025.42091.9508.05038.862560.950bicubic-9.850-5.262+24
148maxvit_large_tf_224.in1k74.58025.42091.7008.300211.792240.950bicubic-10.346-5.272-8
149swin_base_patch4_window7_22474.57025.43092.5607.44087.772240.900bicubic-10.682-5.002-35
150dm_nfnet_f174.57025.43092.2607.740132.633200.910bicubic-10.056-4.840+5
151maxxvit_rmlp_small_rw_25674.53025.47091.9808.02066.012560.950bicubic-10.098-5.082+2
152convnext_small.fb_in22k_ft_in1k74.51025.49092.7007.30050.222881.000bicubic-10.752-4.984-38
153seresnet152d74.51025.49092.0807.92066.843201.000bicubic-9.852-4.960+25
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155resnest200e74.48025.52091.8608.14070.203200.909bicubic-9.352-5.034+62
156regnetz_04074.46025.54091.8908.11027.123201.000bicubic-9.776-5.042+29
157tf_efficientnetv2_s.in21k_ft_in1k74.45025.55092.5107.49021.463841.000bicubic-9.852-4.742+22
158regnetz_040h74.43025.57092.2407.76028.943201.000bicubic-10.064-4.766+5
159resnetrs20074.37025.63091.9408.06093.213201.000bicubic-10.078-4.904+6
160maxvit_rmlp_small_rw_22474.36025.64091.4108.59064.902240.900bicubic-10.124-5.352+4
161flexivit_base.1200ep_in1k74.35025.65091.8008.20086.592400.950bicubic-10.314-5.192-9
162maxvit_base_tf_224.in1k74.33025.67091.7508.250119.472240.950bicubic-10.530-5.240-19
163seresnextaa101d_32x8d74.33025.67091.7208.28093.592881.000bicubic-10.238-5.350-6
164mvitv2_base74.24025.76091.6208.38051.472240.900bicubic-10.182-5.244+9
165seresnext101d_32x8d74.21025.79091.8608.14093.592881.000bicubic-10.160-5.056+12
166coatnet_rmlp_2_rw_22474.20025.80091.2808.72073.882240.950bicubic-10.400-5.456-11
167resnest269e74.17025.83091.9508.050110.934160.928bicubic-10.348-4.986-8
168efficientnetv2_rw_s.ra2_in1k74.17025.83091.7108.29023.943841.000bicubic-9.638-5.014+52
169cait_xs24_38474.16025.84091.9108.09026.673841.000bicubic-9.902-4.978+28
170pit_b_distilled_22474.16025.84091.6808.32074.792240.900bicubic-9.984-5.176+24
171swsl_resnext101_32x4d74.14025.86091.9908.01044.182240.875bilinear-9.090-4.770+86
172flexivit_base.300ep_in1k74.14025.86091.3808.62086.592400.950bicubic-10.254-5.740+4
173vit_base_patch16_384.orig_in21k_ft_in1k74.13025.87092.3607.64086.863841.000bicubic-10.080-4.858+15
174eca_nfnet_l174.12025.88092.0707.93041.413201.000bicubic-9.890-4.958+29
175xcit_small_12_p16_384_dist74.12025.88092.0707.93026.253841.000bicubic-10.586-5.048-26
176convnext_base.fb_in1k74.12025.88091.7308.27088.592881.000bicubic-10.314-5.090-5
177volo_d1_22474.11025.89092.0307.97026.632240.960bicubic-10.054-4.746+15
178flexivit_base.600ep_in1k74.11025.89091.7508.25086.592400.950bicubic-10.408-5.236-16
179vit_large_r50_s32_224.augreg_in21k_ft_in1k74.10025.90092.3907.610328.992240.900bicubic-10.334-4.582-11
180xcit_large_24_p8_22474.06025.94090.8909.110188.932241.000bicubic-10.332-5.766-4
181vit_base_patch16_224_miil.in21k_ft_in1k74.04025.96091.7008.30086.542240.875bilinear-10.228-5.102+1
182vit_base_patch32_clip_384.openai_ft_in12k_in1k74.03025.97092.4407.56088.303840.950bicubic-11.182-4.962-63
183swsl_resnext101_32x16d74.02025.98092.1607.840194.032240.875bilinear-9.326-4.686+71
184resnetv2_152x4_bitm74.01025.99092.3407.660936.534801.000bilinear-10.906-5.100-43
185vit_base_patch16_224.augreg_in21k_ft_in1k74.00026.00092.4707.53086.572240.900bicubic-10.532-4.824-28
186swinv2_base_window16_25674.00026.00091.7408.26087.922560.900bicubic-10.594-5.334-29
187tf_efficientnetv2_s.in1k74.00026.00091.5308.47021.463841.000bicubic-9.894-5.168+24
188regnetz_d3273.97026.03091.9508.05027.583200.950bicubic-10.052-4.916+14
189crossvit_18_dagger_40873.96026.04091.4208.58044.614081.000bicubic-10.236-5.398+1
190seresnext101_32x8d73.94026.06091.4508.55093.572881.000bicubic-10.252-5.424+1
191xcit_small_12_p8_224_dist73.93026.07091.7208.28026.212241.000bicubic-10.302-5.058-5
192resnetv2_152x2_bitm73.92026.08092.6707.330236.344481.000bilinear-10.590-4.762-31
193resnetrs42073.92026.08091.7608.240191.894161.000bicubic-11.088-5.364-57
194tf_efficientnet_b6.aa_in1k73.90026.10091.7508.25043.045280.942bicubic-10.210-5.136+1
195tf_efficientnet_b3.ns_jft_in1k73.89026.11091.8708.13012.233000.904bicubic-10.158-5.040+5
196edgenext_base73.88026.12091.7708.23018.513201.000bicubic-10.080-4.998+10
197resmlp_big_24_224_in22ft1k73.88026.12091.7508.250129.142240.875bicubic-10.514-5.132-23
198deit3_small_patch16_224_in21ft1k73.85026.15091.9608.04022.062241.000bicubic-9.220-4.820+74
199vit_small_r26_s32_384.augreg_in21k_ft_in1k73.80026.20092.3007.70036.473841.000bicubic-10.246-5.028+1
200maxvit_rmlp_tiny_rw_25673.80026.20091.4408.56029.152560.950bicubic-10.432-5.436-12
201maxvit_small_tf_224.in1k73.78026.22091.4408.56068.932240.950bicubic-10.654-5.724-30
202regnetz_d873.76026.24092.0107.99023.373201.000bicubic-10.290-4.988-5
203regnety_08073.76026.24091.8008.20039.182881.000bicubic-10.172-5.088+5
204resnetrs27073.71026.29091.5808.420129.863521.000bicubic-10.724-5.390-34
205gcvit_small73.69026.31091.2408.76051.092240.875bicubic-10.194-5.418+6
206resnet200d73.68026.32091.5708.43064.693201.000bicubic-10.282-5.254-1
207resnetv2_101x3_bitm73.67026.33092.4707.530387.934481.000bilinear-10.770-4.912-40
208ig_resnext101_32x8d73.65026.35092.1907.81088.792240.875bilinear-9.038-4.446+88
209xcit_medium_24_p16_224_dist73.65026.35091.5708.43084.402241.000bicubic-10.624-5.370-28
210regnety_06473.58026.42091.3408.66030.582881.000bicubic-10.136-5.334+17
211tresnet_v2_l73.57026.43090.9609.04046.172240.875bilinear-10.332-5.532-2
212tf_efficientnet_b5.ra_in1k73.55026.45091.4608.54030.394560.934bicubic-10.262-5.288+6
213swinv2_base_window8_25673.53026.47091.5308.47087.922560.900bicubic-10.732-5.392-30
214resnet152d73.52026.48091.2308.77060.213201.000bicubic-10.160-5.508+19
215cs3se_edgenet_x73.51026.49091.5008.50050.723201.000bicubic-10.038-5.170+23
216regnetv_06473.48026.52091.5908.41030.582881.000bicubic-10.232-5.158+12
217convnext_small.fb_in1k73.48026.52091.3308.67050.222881.000bicubic-10.226-5.480+15
218deit3_base_patch16_22473.47026.53091.2908.71086.592240.900bicubic-10.322-5.294+3
219sequencer2d_l73.47026.53091.1008.90054.302240.875bicubic-9.936-5.406+25
220xcit_tiny_24_p8_384_dist73.40026.60091.5708.43012.113841.000bicubic-10.340-5.064+3
221resnetrs35073.40026.60091.3108.690163.963841.000bicubic-11.320-5.678-71
222twins_svt_large73.39026.61090.9109.09099.272240.900bicubic-10.288-5.684+12
223regnetz_d8_evos73.38026.62091.6408.36023.463200.950bicubic-10.670-5.354-25
224pvt_v2_b473.38026.62091.0808.92062.562240.900bicubic-10.336-5.640+5
225regnety_16073.36026.64091.6908.31083.592881.000bicubic-10.326-5.086+7
226efficientnet_b4.ra2_in1k73.32026.68091.2808.72019.343841.000bicubic-10.108-5.316+16
227swin_s3_base_22473.32026.68091.1808.82071.132240.900bicubic-10.610-5.482-19
228vit_small_patch16_384.augreg_in21k_ft_in1k73.29026.71091.9908.01022.203841.000bicubic-10.512-5.112-9
229xcit_small_24_p16_224_dist73.29026.71091.4508.55047.672241.000bicubic-10.572-5.278-18
230resmlp_big_24_distilled_22473.29026.71091.1608.840129.142240.875bicubic-10.298-5.488+8
231swinv2_small_window16_25673.28026.72091.2708.73049.732560.900bicubic-10.926-5.600-42
232mvitv2_small73.27026.73091.2008.80034.872240.900bicubic-10.498-5.370-10
233gcvit_tiny73.27026.73090.9709.03028.222240.875bicubic-10.130-5.428+13
234pvt_v2_b573.24026.76091.0908.91081.962240.900bicubic-10.500-5.622-10
235deit_base_distilled_patch16_22473.24026.76091.0009.00087.342240.900bicubic-10.148-5.488+14
236pvt_v2_b373.21026.79091.0108.99045.242240.900bicubic-9.916-5.546+31
237resnetrs15273.20026.80091.2608.74086.623201.000bicubic-10.512-5.354-8
238maxvit_tiny_rw_22473.20026.80090.8209.18029.062240.950bicubic-10.304-5.682+2
239xcit_medium_24_p8_22473.14026.86090.2709.73084.322241.000bicubic-10.594-6.124-13
240vit_base_patch32_384.augreg_in21k_ft_in1k73.13026.87091.2408.76088.303841.000bicubic-10.220-5.596+12
241jx_nest_base73.11026.89091.0708.93067.722240.875bicubic-10.442-5.300-4
242swinv2_small_window8_25673.11026.89090.9409.06049.732560.900bicubic-10.746-5.700-29
243xcit_small_24_p8_22473.09026.91091.1508.85047.632241.000bicubic-10.748-5.486-27
244deit3_small_patch16_38473.08026.92091.2308.77022.213841.000bicubic-10.346-5.446-1
245cait_s24_22473.07026.93091.1308.87046.922241.000bicubic-10.382-5.434-4
246coatnet_rmlp_1_rw_22473.02026.98090.8909.11041.692240.950bicubic-10.338-5.566+5
247crossvit_15_dagger_40872.95027.05091.0808.92028.504081.000bicubic-10.888-5.702-32
248maxvit_tiny_tf_224.in1k72.91027.09090.8109.19030.922240.950bicubic-10.488-5.778-3
249coatnet_1_rw_22472.91027.09090.7909.21041.722240.950bicubic-10.698-5.598-13
250resnetv2_152x2_bit_teacher_38472.89027.11091.5508.450236.343841.000bicubic-10.954-5.568-36
251tf_efficientnet_b4.ap_in1k72.89027.11090.9809.02019.343800.922bicubic-10.358-5.412+6
252regnetv_04072.88027.12091.1008.90020.642881.000bicubic-10.314-5.560+7
253dm_nfnet_f072.88027.12091.0808.92071.492560.900bicubic-10.506-5.492-3
254swinv2_cr_small_ns_22472.80027.20090.8009.20049.702240.900bicubic-10.688-5.686-14
255xception65p72.79027.21090.9109.09039.822990.940bicubic-10.340-5.570+11
256regnety_03272.77027.23090.9509.05019.442881.000bicubic-9.954-5.474+36
257regnety_04072.71027.29090.7209.28020.652881.000bicubic-10.328-5.790+17
258efficientformer_l772.69027.31090.8109.19082.232240.950bicubic-10.696-5.730-8
259swin_s3_small_22472.67027.33090.5609.44049.742240.900bicubic-11.100-5.890-37
260nfnet_l072.61027.39091.0108.99035.072881.000bicubic-10.140-5.506+31
261resnext101_64x4d72.61027.39090.8409.16083.462881.000bicubic-10.538-5.5320
262xcit_small_12_p8_22472.61027.39090.6809.32026.212241.000bicubic-10.734-5.800-8
263pnasnet5large72.61027.39090.5109.49086.063310.911bicubic-10.172-5.530+28
264xception6572.60027.40090.8309.17039.922990.940bicubic-10.580-5.762-3
265cs3sedarknet_x72.58027.42091.0508.95035.402881.000bicubic-10.074-5.304+33
266twins_pcpvt_large72.58027.42090.7009.30060.992240.900bicubic-10.560-5.898-2
267resnest101e72.57027.43090.8209.18048.282560.875bilinear-10.320-5.500+15
268swsl_resnext50_32x4d72.56027.44090.8709.13025.032240.875bilinear-9.622-5.360+80
269twins_svt_base72.55027.45090.4609.54056.072240.900bicubic-10.586-5.958-5
270tresnet_xl_44872.55027.45090.3109.69078.444480.875bilinear-10.500-5.864+4
271resnetv2_50x3_bitm72.53027.47091.7608.240217.324481.000bilinear-11.484-5.364-70
272gc_efficientnetv2_rw_t.agc_in1k72.53027.47090.8209.18013.682881.000bicubic-9.934-5.478+46
273deit_base_patch16_38472.53027.47090.2509.75086.863841.000bicubic-10.576-6.122-2
274deit3_medium_patch16_22472.52027.48090.7809.22038.852240.900bicubic-10.560-5.512-4
275xcit_small_12_p16_224_dist72.50027.50091.1208.88026.252241.000bicubic-10.850-5.294-23
276vit_base_patch32_clip_224.laion2b_ft_in12k_in1k72.50027.50090.8709.13088.222240.900bicubic-10.806-5.660-19
277convnext_tiny.fb_in22k_ft_in1k_38472.49027.51091.5408.46028.593841.000bicubic-11.590-5.602-81
278xcit_tiny_24_p8_224_dist72.44027.56090.9209.08012.112241.000bicubic-10.122-5.146+31
279resnet101d72.41027.59090.6509.35044.573201.000bicubic-10.612-5.796-3
280sequencer2d_m72.40027.60090.6909.31038.312240.875bicubic-10.406-5.578+8
281maxxvit_rmlp_nano_rw_25672.38027.62090.7509.25016.782560.950bicubic-10.650-5.594-8
282jx_nest_small72.38027.62090.6909.31038.352240.875bicubic-10.740-5.638-13
283maxvit_rmlp_nano_rw_25672.38027.62090.4509.55015.502560.950bicubic-10.582-5.820-4
284regnetz_c1672.32027.68090.8209.18013.463200.940bicubic-10.198-5.252+30
285tf_efficientnet_b4.aa_in1k72.29027.71090.5909.41019.343800.922bicubic-10.732-5.710-8
286tf_efficientnet_b2.ns_jft_in1k72.28027.72091.0908.9109.112600.890bicubic-10.100-5.158+39
287maxvit_nano_rw_25672.28027.72090.5509.45015.452560.950bicubic-10.652-5.672-6
288tresnet_m72.27027.73090.2409.76031.392240.875bilinear-10.810-5.878-17
289resnetv2_50x1_bit_distilled72.26027.74091.0108.99025.552240.875bicubic-10.558-5.512-3
290crossvit_18_24072.25027.75090.2709.73043.272400.875bicubic-10.150-5.784+32
291regnetz_c16_evos72.24027.76091.2308.77013.493200.950bicubic-10.390-5.244+8
292efficientnetv2_rw_t.ra2_in1k72.24027.76090.4209.58013.652881.000bicubic-10.108-5.776+38
293nasnetalarge72.23027.77090.4709.53088.753310.911bicubic-10.390-5.576+8
294cait_xxs36_38472.19027.81090.8409.16017.373841.000bicubic-10.004-5.308+53
295twins_pcpvt_base72.18027.82090.5109.49043.832240.900bicubic-10.528-5.836-2
296crossvit_18_dagger_24072.15027.85090.0709.93044.272400.875bicubic-10.368-6.290+19
297xcit_tiny_24_p16_384_dist72.08027.92090.5809.42012.123841.000bicubic-10.490-5.706+11
298resnet15272.07027.93090.3509.65060.192240.950bicubic-10.752-5.776-13
299cs3edgenet_x72.05027.95090.3709.63047.822881.000bicubic-10.652-6.000-5
300vit_relpos_base_patch16_clsgap_224.sw_in1k72.01027.99090.2509.75086.432240.900bicubic-10.752-5.924-10
301mobilevitv2_200_384_in22ft1k72.00028.00090.6309.37018.453841.000bicubic-11.394-5.950-55
302efficientformer_l372.00028.00090.2809.72031.412240.950bicubic-10.550-5.968+10
303vit_relpos_medium_patch16_cls_224.sw_in1k71.98028.02090.2909.71038.762240.900bicubic-10.582-5.880+5
304convnext_tiny.fb_in1k71.98028.02090.2109.79028.592881.000bicubic-10.720-5.926-8
305convnext_tiny_hnf.a2h_in1k71.98028.02089.77010.23028.592881.000bicubic-10.610-6.246-1
306sequencer2d_s71.94028.06090.4809.52027.652240.875bicubic-10.402-5.550+25
307convnext_nano.in12k_ft_in1k71.89028.11091.0009.00015.592881.000bicubic-10.968-5.556-23
308swinv2_cr_small_22471.89028.11090.2709.73049.702240.900bicubic-11.256-5.824-45
309eca_nfnet_l071.84028.16091.1108.89024.142881.000bicubic-10.740-5.380-3
310vit_relpos_base_patch16_224.sw_in1k71.83028.17090.2609.74086.432240.900bicubic-10.654-5.882+6
311mobilevitv2_175_384_in22ft1k71.81028.19090.7809.22014.253841.000bicubic-11.132-5.646-32
312flexivit_small.1200ep_in1k71.74028.26090.2709.73022.062400.950bicubic-10.786-5.8660
313swin_small_patch4_window7_22471.74028.26090.2409.76049.612240.900bicubic-11.472-6.082-54
314mvitv2_tiny71.72028.28090.3009.70024.172240.900bicubic-10.684-5.856+6
315flexivit_small.300ep_in1k71.72028.28089.97010.03022.062400.950bicubic-10.452-6.054+36
316swsl_resnet5071.70028.30090.5009.50025.562240.875bilinear-9.466-4.596+99
317pvt_v2_b2_li71.70028.30090.0109.99022.552240.900bicubic-10.496-6.094+29
318pit_b_22471.70028.30089.25010.75073.762240.900bicubic-10.746-6.460+4
319xcit_large_24_p16_22471.70028.30089.17010.830189.102241.000bicubic-11.196-6.712-38
320coatnet_bn_0_rw_22471.69028.31090.3809.62027.442240.950bicubic-10.708-5.802+3
321flexivit_small.600ep_in1k71.69028.31090.1609.84022.062400.950bicubic-10.664-5.926+7
322resnet61q71.68028.32090.2709.73036.852881.000bicubic-10.844-5.860-9
323gcvit_xtiny71.66028.34090.2309.77019.982240.875bicubic-10.292-5.736+43
324tresnet_xl71.66028.34089.63010.37078.442240.875bilinear-10.394-6.306+33
325convit_base71.60028.40090.1509.85086.542240.875bicubic-10.688-5.858+14
326tresnet_l_44871.60028.40090.0509.95055.994480.875bilinear-10.668-5.926+14
327xcit_tiny_12_p8_384_dist71.58028.42090.7109.2906.713841.000bicubic-10.808-5.514-2
328swinv2_tiny_window16_25671.57028.43090.3409.66028.352560.900bicubic-11.240-5.892-41
329poolformer_m4871.55028.45089.76010.24073.472240.950bicubic-10.912-6.198-10
330coatnet_0_rw_22471.54028.46089.42010.58027.442240.950bicubic-10.850-6.416-6
331crossvit_15_dagger_24071.52028.48089.86010.14028.212400.875bicubic-10.812-6.658+2
332ssl_resnext101_32x8d71.50028.50090.4609.54088.792240.875bilinear-10.116-5.578+54
333fbnetv3_g.ra2_in1k71.50028.50090.3709.63016.622880.950bilinear-10.548-5.694+26
334mobilevitv2_150_384_in22ft1k71.49028.51090.4209.58010.593841.000bicubic-11.104-5.898-33
335ecaresnet101d71.49028.51090.3309.67044.572240.875bicubic-10.682-5.716+15
336efficientnet_b3.ra2_in1k71.48028.52090.0609.94012.233201.000bicubic-10.762-6.054+5
337resnet51q71.43028.57090.1809.82035.702881.000bilinear-10.930-6.000-11
338pvt_v2_b271.43028.57090.0409.96025.362240.900bicubic-10.646-5.922+17
339ssl_resnext101_32x16d71.41028.59090.5609.440194.032240.875bilinear-10.434-5.536+34
340pit_s_distilled_22471.38028.62089.78010.22024.042240.900bicubic-10.616-6.018+21
341vit_relpos_medium_patch16_224.sw_in1k71.35028.65089.95010.05038.752240.900bicubic-11.116-6.138-24
342xcit_tiny_24_p8_22471.34028.66090.2409.76012.112241.000bicubic-10.560-5.736+29
343vit_base_patch16_224.orig_in21k_ft_in1k71.33028.67090.4609.54086.572240.900bicubic-10.456-5.662+35
344tf_efficientnetv2_b3.in21k_ft_in1k71.31028.69090.7609.24014.363000.900bicubic-11.362-5.864-47
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349convmixer_1536_2071.24028.76089.43010.57051.632240.960bicubic-10.136-6.184+59
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351xcit_small_12_p16_22471.20028.80089.75010.25026.252241.000bicubic-10.774-6.066+12
352crossvit_base_24071.19028.81089.84010.160105.032400.875bicubic-11.026-5.990-8
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354deit_base_patch16_22471.17028.83089.20010.80086.572240.900bicubic-10.828-6.534+7
355mobilevitv2_200_in22ft1k71.14028.86089.70010.30018.452560.888bicubic-11.184-6.240-21
356swin_s3_tiny_22471.13028.87089.72010.28028.332240.900bicubic-10.992-6.228-5
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362xcit_medium_24_p16_22471.02028.98089.52010.48084.402241.000bicubic-11.616-6.456-63
363resnetv2_101x1_bitm71.01028.99091.0908.91044.544481.000bilinear-11.322-4.866-32
364resnetv2_50d_gn71.01028.99089.77010.23025.572880.950bicubic-10.806-6.154+12
365xcit_small_24_p16_22471.01028.99089.70010.30047.672241.000bicubic-11.570-6.304-59
366visformer_small71.01028.99089.46010.54040.222240.900bicubic-11.096-6.412-12
367lamhalobotnet50ts_25670.99029.01089.06010.94022.572560.950bicubic-10.554-6.444+23
368tresnet_m_44870.99029.01088.68011.32031.394480.875bilinear-10.724-6.892+12
369edgenext_small70.98029.02089.87010.1305.593201.000bicubic-10.588-5.836+20
370resnest50d_4s2x40d70.95029.05089.71010.29030.422240.875bicubic-10.158-5.848+54
371wide_resnet50_270.95029.05089.23010.77068.882240.875bicubic-10.506-6.302+29
372convnext_nano.d1h_in1k70.94029.06089.42010.58015.592881.000bicubic-10.530-6.238+26
373vit_small_patch16_224.augreg_in21k_ft_in1k70.93029.07090.1409.86022.052240.900bicubic-10.472-5.994+30
374tnt_s_patch16_22470.93029.07089.60010.40023.762240.900bicubic-10.588-6.148+20
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376tf_efficientnet_b3.ap_in1k70.92029.08089.43010.57012.233000.904bicubic-10.902-6.194-2
377coatnext_nano_rw_22470.91029.09090.2509.75014.702240.900bicubic-11.038-5.668-11
378coatnet_rmlp_nano_rw_22470.91029.09089.92010.08015.152240.900bicubic-11.154-5.950-22
379vit_srelpos_medium_patch16_224.sw_in1k70.90029.10089.96010.04038.742240.900bicubic-11.336-5.974-37
380tf_efficientnet_b1.ns_jft_in1k70.87029.13090.1209.8807.792400.882bicubic-10.518-5.618+25
381vit_base_patch16_rpn_224.in1k70.87029.13089.77010.23086.542240.900bicubic-11.332-6.226-36
382vit_large_patch32_384.orig_in21k_ft_in1k70.86029.14090.5709.430306.633841.000bicubic-10.646-5.522+13
383jx_nest_tiny70.85029.15089.94010.06017.062240.875bicubic-10.564-5.676+20
384resnetrs10170.84029.16089.83010.17063.622880.940bicubic-11.448-6.108-47
385rexnet_20070.84029.16089.70010.30016.372240.875bicubic-10.792-5.968-1
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389coat_lite_small70.80029.20089.57010.43019.842240.900bicubic-11.508-6.280-54
390poolformer_m3670.79029.21089.51010.49056.172240.950bicubic-11.320-6.178-38
391deit3_small_patch16_22470.76029.24089.46010.54022.062240.900bicubic-10.626-5.990+15
392levit_38470.75029.25089.30010.70039.132240.900bicubic-11.836-6.716-88
393swinv2_cr_tiny_ns_22470.72029.28089.37010.63028.332240.900bicubic-11.070-6.454-16
394vit_relpos_small_patch16_224.sw_in1k70.71029.29090.00010.00021.982240.900bicubic-10.752-5.828+4
395vit_base_patch32_clip_224.openai_ft_in1k70.71029.29089.83010.17088.222240.900bicubic-11.220-6.138-24
396mobilevitv2_175_in22ft1k70.65029.35089.71010.29014.252560.888bicubic-11.294-6.082-28
397tf_efficientnet_b3.aa_in1k70.64029.36089.44010.56012.233000.904bicubic-10.996-6.278-13
398crossvit_small_24070.61029.39089.36010.64026.862400.875bicubic-10.410-6.100+33
399cait_xxs24_38470.60029.40089.72010.28012.033841.000bicubic-10.366-5.926+36
400gluon_senet15470.60029.40088.92011.080115.092240.875bicubic-10.634-6.428+14
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402convnext_nano_ols.d1h_in1k70.57029.43089.09010.91015.652881.000bicubic-11.040-6.550-14
403twins_pcpvt_small70.55029.45089.07010.93024.112240.900bicubic-10.538-6.572+25
404swinv2_tiny_window8_25670.54029.46089.50010.50028.352560.900bicubic-11.266-6.494-28
405ssl_resnext101_32x4d70.53029.47089.76010.24044.182240.875bilinear-10.394-5.968+34
406vit_small_r26_s32_224.augreg_in21k_ft_in1k70.52029.48090.1109.89036.432240.900bicubic-11.338-5.912-35
407deit_small_distilled_patch16_22470.52029.48089.47010.53022.442240.900bicubic-10.680-5.908+10
408legacy_senet15470.50029.50089.01010.990115.092240.875bilinear-10.810-6.486+3
409regnetz_b1670.45029.55089.53010.4709.722880.940bicubic-10.266-5.948+42
410twins_svt_small70.44029.56089.36010.64024.062240.900bicubic-11.242-6.310-28
411crossvit_15_24070.43029.57089.53010.47027.532400.875bicubic-11.106-6.162-20
412gluon_seresnext101_64x4d70.43029.57089.35010.65088.232240.875bicubic-10.464-5.958+30
413halonet50ts70.43029.57089.32010.68022.732560.940bicubic-11.214-6.288-30
414tf_efficientnet_lite4.in1k70.43029.57089.11010.89013.013800.920bilinear-11.106-6.558-22
415resnetaa5070.42029.58090.00010.00025.562881.000bicubic-11.202-5.808-29
416resnest50d70.41029.59088.76011.24027.482240.875bilinear-10.564-6.618+18
417resnest50d_1s4x24d70.40029.60089.22010.78025.682240.875bicubic-10.588-6.102+16
418seresnext50_32x4d70.40029.60089.11010.89027.562240.875bicubic-10.866-6.510-5
419cs3darknet_l70.36029.64089.75010.25021.162880.950bicubic-10.536-5.920+22
420gernet_l70.35029.65088.98011.02031.082560.875bilinear-11.004-6.556-11
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422gluon_resnet152_v1s70.29029.71088.85011.15060.322240.875bicubic-10.726-6.562+11
423repvgg_b370.25029.75088.73011.270123.092240.875bilinear-10.242-6.530+40
424coat_mini70.22029.78089.44010.56010.342240.900bicubic-11.048-5.952-12
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426sebotnet33ts_25670.18029.82088.79011.21013.702560.940bicubic-10.970-6.384-6
427ecaresnet101d_pruned70.13029.87089.59010.41024.882240.875bicubic-10.688-6.038+19
428efficientnet_el.ra_in1k70.12029.88089.29010.71010.593000.904bicubic-11.196-6.236-18
429inception_resnet_v270.12029.88088.70011.30055.842990.897bicubic-10.338-6.606+40
430resmlp_36_distilled_22470.09029.91089.10010.90044.692240.875bicubic-11.070-6.388-12
431haloregnetz_b70.09029.91088.86011.14011.682240.940bicubic-10.960-6.336-1
432poolformer_s3670.02029.98089.19010.81030.862240.900bicubic-11.396-6.256-30
433sehalonet33ts70.02029.98088.71011.29013.692560.940bicubic-10.938-6.566+3
434gluon_seresnext101_32x4d70.01029.99088.90011.10048.962240.875bicubic-10.894-6.394+6
435regnety_32070.00030.00088.89011.110145.052240.875bicubic-10.810-6.354+12
436levit_25669.97030.03089.25010.75018.892240.900bicubic-11.540-6.240-42
437gluon_resnet152_v1d69.96030.04088.49011.51060.212240.875bicubic-10.514-6.716+29
438pit_s_22469.89030.11088.93011.07023.462240.900bicubic-11.204-6.640-11
439maxvit_rmlp_pico_rw_25669.88030.12089.27010.7307.522560.950bicubic-10.636-5.942+22
440ecaresnet50d69.84030.16089.40010.60025.582240.875bicubic-10.752-5.920+15
441mobilevitv2_150_in22ft1k69.82030.18089.17010.83010.592560.888bicubic-11.658-6.504-44
442mobilevitv2_20069.76030.24088.61011.39018.452560.888bicubic-11.376-6.756-21
443ssl_resnext50_32x4d69.71030.29089.44010.56025.032240.875bilinear-10.608-5.966+38
444xcit_tiny_24_p16_224_dist69.70030.30088.71011.29012.122241.000bicubic-10.746-6.508+27
445xcit_tiny_12_p16_384_dist69.69030.31089.03010.9706.723841.000bicubic-11.250-6.380-8
446lambda_resnet50ts69.69030.31088.83011.17021.542560.950bicubic-11.476-7.142-27
447resmlp_24_distilled_22469.68030.32089.05010.95030.022240.875bicubic-11.086-6.1680
448gluon_resnext101_64x4d69.68030.32088.27011.73083.462240.875bicubic-10.924-6.718+7
449resnext50_32x4d69.66030.34088.66011.34025.032240.950bicubic-11.458-6.672-26
450efficientnet_b3_pruned.in1k69.58030.42088.98011.0209.863000.904bicubic-11.278-6.262-5
451gcresnext50ts69.54030.46088.85011.15015.672560.900bicubic-11.040-6.320+5
452nf_resnet5069.54030.46088.73011.27025.562880.940bicubic-11.122-6.6060
453gernet_m69.53030.47088.69011.31021.142240.875bilinear-11.202-6.494-5
454ens_adv_inception_resnet_v269.53030.47088.51011.49055.842990.897bicubic-10.452-6.428+51
455efficientnet_el_pruned.in1k69.52030.48088.93011.07010.593000.904bicubic-10.780-6.288+30
456repvgg_b3g469.52030.48088.45011.55083.832240.875bilinear-10.692-6.660+36
457gcresnet50t69.50030.50089.04010.96025.902560.900bicubic-11.440-6.414-21
458efficientnet_b2.ra_in1k69.50030.50088.68011.3209.112881.000bicubic-11.112-6.638-4
459rexnet_15069.47030.53088.98011.0209.732240.875bicubic-10.840-6.186+23
460gcvit_xxtiny69.47030.53088.87011.13012.002240.875bicubic-10.244-6.210+61
461swin_tiny_patch4_window7_22469.45030.55089.02010.98028.292240.900bicubic-11.928-6.520-54
462regnetx_32069.44030.56088.27011.730107.812240.875bicubic-10.806-6.756+27
463cspresnext5069.43030.57088.62011.38020.572560.887bilinear-11.116-6.700-6
464vit_base_patch32_224.augreg_in21k_ft_in1k69.41030.59089.42010.58088.222240.900bicubic-11.314-6.148-14
465convmixer_768_3269.40030.60088.91011.09021.112240.960bicubic-10.764-6.162+30
466darknet5369.37030.63088.77011.23041.612881.000bicubic-11.164-6.650-8
467inception_v469.36030.64088.78011.22042.682990.875bicubic-10.808-6.188+27
468legacy_seresnext101_32x4d69.36030.64088.07011.93048.962240.875bilinear-10.868-6.948+23
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470resnet50d69.33030.67088.22011.78025.582240.875bicubic-11.200-6.940-11
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472xception7169.32030.68088.26011.74042.342990.903bicubic-10.554-6.662+37
473vit_small_patch16_384.augreg_in1k69.31030.69089.02010.98022.203841.000bicubic-11.810-6.554-51
474mobilevitv2_17569.30030.70088.94011.06014.252560.888bicubic-11.560-6.314-30
475vit_small_patch32_384.augreg_in21k_ft_in1k69.29030.71089.82010.18022.923841.000bicubic-11.190-5.778-11
476convnext_pico_ols.d1_in1k69.24030.76088.83011.1709.062881.000bicubic-11.224-6.412-9
477edgenext_small_rw69.23030.77088.75011.2507.833201.000bicubic-11.226-6.442-7
478efficientformer_l169.22030.78088.54011.46012.292240.950bicubic-11.282-6.458-16
479vit_base_patch16_384.augreg_in1k69.18030.82088.38011.62086.863841.000bicubic-11.922-6.952-54
480gluon_xception6569.16030.84088.09011.91039.922990.903bicubic-10.556-6.770+39
481gluon_resnet152_v1c69.14030.86087.87012.13060.212240.875bicubic-10.770-6.970+26
482mixnet_xl.ra_in1k69.10030.90088.31011.69011.902240.875bicubic-11.376-6.626-17
483seresnet33ts69.09030.91088.49011.51019.782560.900bicubic-11.262-6.616-5
484tf_efficientnetv2_b2.in1k69.09030.91088.22011.78010.102600.890bicubic-11.118-6.822+9
485resnetv2_5069.04030.96088.44011.56025.552240.950bicubic-11.392-6.640-13
486gluon_resnet101_v1d69.01030.99088.10011.90044.572240.875bicubic-11.404-6.914-12
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488seresnet5068.98031.02088.71011.29028.092240.875bicubic-11.294-6.360-2
489gcresnet33ts68.98031.02088.47011.53019.882560.900bicubic-11.102-6.528+11
490gluon_resnext101_32x4d68.96031.04088.36011.64044.182240.875bicubic-11.374-6.566-10
491convnext_pico.d1_in1k68.93031.07088.48011.5209.052880.950bicubic-11.496-6.578-18
492tf_efficientnet_b2.ap_in1k68.92031.08088.35011.6509.112600.890bicubic-11.380-6.678-6
493cspdarknet5368.89031.11088.60011.40027.642560.887bilinear-11.168-6.484+8
494mobilevitv2_15068.87031.13088.09011.91010.592560.888bicubic-11.506-6.970-19
495regnety_12068.85031.15088.33011.67051.822240.875bicubic-11.516-6.796-18
496resnet50_gn68.83031.17088.44011.56025.562240.940bicubic-11.222-6.506+6
497gluon_resnet152_v1b68.82031.18087.71012.29060.192240.875bicubic-10.866-7.026+25
498eca_resnet33ts68.81031.19088.58011.42019.682560.900bicubic-11.268-6.390+2
499dpn13168.77031.23087.47012.53079.252240.875bicubic-11.052-7.240+15
500gmlp_s16_22468.76031.24088.09011.91019.422240.875bicubic-10.882-6.508+26
501darknetaa5368.75031.25088.72011.28036.022881.000bilinear-11.772-6.602-41
502tf_efficientnet_b2.aa_in1k68.75031.25087.99012.0109.112600.890bicubic-11.336-6.918-4
503resnext50d_32x4d68.74031.26088.30011.70025.052240.875bicubic-10.936-6.566+21
504poolformer_s2468.74031.26088.22011.78021.392240.900bicubic-11.576-6.818-21
505resnet5068.73031.27087.69012.31025.562240.950bicubic-11.644-6.924-29
506deit_small_patch16_22468.72031.28088.20011.80022.052240.900bicubic-11.136-6.852+4
507gluon_resnet101_v1s68.71031.29087.91012.09044.672240.875bicubic-11.592-7.250-23
508dpn10768.69031.31088.13011.87086.922240.875bicubic-11.466-6.780-12
509gluon_seresnext50_32x4d68.67031.33088.31011.69027.562240.875bicubic-11.248-6.512-4
510hrnet_w6468.64031.36088.05011.950128.062240.875bilinear-10.834-6.602+24
511dpn9868.59031.41087.68012.32061.572240.875bicubic-11.052-6.948+16
512xcit_tiny_12_p8_22468.56031.44088.68011.3206.712241.000bicubic-11.134-6.372+9
513regnetx_16068.53031.47088.45011.55054.282240.875bicubic-11.326-6.380-2
514cspresnet5068.46031.54088.01011.99021.622560.887bilinear-11.114-6.702+15
515rexnet_13068.45031.55088.04011.9607.562240.875bicubic-11.050-6.642+16
516xcit_tiny_24_p16_22468.43031.57088.29011.71012.122241.000bicubic-11.014-6.592+21
517ecaresnet50d_pruned68.42031.58088.37011.63019.942240.875bicubic-11.296-6.510+1
518tf_efficientnet_el.in1k68.42031.58088.21011.79010.593000.904bicubic-11.830-6.918-30
519cait_xxs36_22468.41031.59088.63011.37017.302241.000bicubic-11.340-6.236-2
520ssl_resnet5068.41031.59088.56011.44025.562240.875bilinear-10.812-6.272+33
521skresnext50_32x4d68.35031.65087.57012.43027.482240.875bicubic-11.806-7.072-24
522fbnetv3_d.ra2_in1k68.33031.67088.45011.55010.312560.950bilinear-11.350-6.494+1
523dla102x268.33031.67087.89012.11041.282240.875bilinear-11.118-6.750+14
524efficientnet_b2_pruned.in1k68.32031.68088.10011.9008.312600.890bicubic-11.596-6.756-18
525resmlp_big_24_22468.32031.68087.52012.480129.142240.875bicubic-12.708-7.502-95
526gluon_resnext50_32x4d68.31031.69087.30012.70025.032240.875bicubic-11.044-7.126+14
527vit_base_patch16_224.sam68.28031.72087.72012.28086.572240.900bicubic-11.962-7.036-37
528ecaresnet26t68.23031.77088.79011.21016.013200.950bicubic-11.624-6.294-16
529tf_efficientnet_lite3.in1k68.23031.77087.74012.2608.203000.904bilinear-11.590-7.174-14
530ese_vovnet39b68.21031.79088.24011.76024.572240.875bicubic-11.110-6.472+11
531fbnetv3_b.ra2_in1k68.18031.82087.93012.0708.602560.950bilinear-10.970-6.816+29
532regnetx_12068.15031.85087.66012.34046.112240.875bicubic-11.446-7.078-4
533resmlp_36_22468.08031.92088.19011.81044.692240.875bicubic-11.690-6.696-17
534resnetrs5068.03031.97087.71012.29035.692240.910bicubic-11.862-7.258-26
535pit_xs_distilled_22468.02031.98087.72012.28011.002240.900bicubic-11.286-6.644+10
536dpn9267.99032.01087.58012.42037.672240.875bicubic-12.018-7.256-33
537nf_regnet_b167.96032.04088.20011.80010.222880.900bicubic-11.332-6.548+10
538gluon_resnet50_v1d67.94032.06087.13012.87025.582240.875bicubic-11.134-7.340+27
539resnetv2_50x1_bitm67.92032.08089.30010.70025.554481.000bilinear-12.422-6.384-60
540levit_19267.90032.10087.89012.11010.952240.900bicubic-11.942-6.896-27
541tf_efficientnetv2_b1.in1k67.89032.11087.80012.2008.142400.882bicubic-11.572-6.922-6
542regnetx_08067.88032.12086.99013.01039.572240.875bicubic-11.314-7.570+16
543resnext101_32x8d67.86032.14087.49012.51088.792240.875bilinear-11.448-7.028-1
544efficientnet_em.ra2_in1k67.84032.16088.12011.8806.902400.882bicubic-11.412-6.674+8
545legacy_seresnext50_32x4d67.84032.16087.62012.38027.562240.875bilinear-11.238-6.816+19
546lambda_resnet26t67.81032.19087.78012.22010.962560.940bicubic-11.286-6.812+16
547resmlp_24_22467.81032.19087.61012.39030.022240.875bicubic-11.564-6.936-9
548hrnet_w4867.77032.23087.42012.58077.472240.875bilinear-11.530-7.092-2
549hrnet_w4467.74032.26087.56012.44067.062240.875bilinear-11.156-6.808+25
550coat_lite_mini67.72032.28087.70012.30011.012240.900bicubic-11.368-6.904+13
551tf_efficientnet_b0.ns_jft_in1k67.71032.29088.07011.9305.292240.875bicubic-10.948-6.306+37
552regnetx_06467.68032.32087.52012.48026.212240.875bicubic-11.392-6.938+13
553eca_botnext26ts_25667.68032.32087.06012.94010.592560.950bicubic-11.594-7.554-2
554convnext_femto_ols.d1_in1k67.67032.33087.38012.6205.232880.950bicubic-11.264-7.152+17
555xception67.65032.35087.57012.43022.862990.897bicubic-11.402-6.822+12
556dpn68b67.63032.37087.67012.33012.612240.875bicubic-11.586-6.744-2
557halonet26t67.62032.38087.25012.75012.482560.950bicubic-11.480-7.062+4
558dla16967.61032.39087.59012.41053.392240.875bilinear-11.078-6.746+28
559gluon_inception_v367.59032.41087.47012.53023.832990.875bicubic-11.216-6.900+19
560gluon_resnet101_v1c67.58032.42087.18012.82044.572240.875bicubic-11.954-7.398-30
561res2net50_26w_8s67.57032.43087.28012.72048.402240.875bilinear-11.630-7.088-5
562hrnet_w4067.56032.44087.14012.86057.562240.875bilinear-11.360-7.330+10
563tf_efficientnet_b1.ap_in1k67.52032.48087.76012.2407.792400.882bicubic-11.760-6.546-15
564legacy_seresnet15267.52032.48087.39012.61066.822240.875bilinear-11.140-6.980+24
565mobilevitv2_12567.47032.53087.57012.4307.482560.888bicubic-12.214-7.280-44
566efficientnet_b1.ft_in1k67.47032.53087.51012.4907.792561.000bicubic-11.324-6.832+13
567eca_halonext26ts67.47032.53087.23012.77010.762560.940bicubic-12.016-7.368-33
568gluon_resnet101_v1b67.46032.54087.24012.76044.552240.875bicubic-11.846-7.284-24
569tf_efficientnet_cc_b1_8e.in1k67.45032.55087.31012.69039.722400.882bicubic-11.858-7.060-26
570res2net101_26w_4s67.44032.56087.01012.99045.212240.875bilinear-11.758-7.422-13
571resnetblur5067.43032.57087.44012.56025.562240.875bicubic-11.856-7.198-23
572resnet33ts67.37032.63087.58012.42019.682560.900bicubic-11.844-6.994-17
573cait_xxs24_22467.33032.67087.51012.49011.962241.000bicubic-11.056-6.800+29
574regnetx_03267.29032.71087.00013.00015.302240.875bicubic-10.882-7.088+40
575coat_tiny67.25032.75087.34012.6605.502240.900bicubic-11.184-6.698+24
576xception4167.25032.75087.20012.80026.972990.903bicubic-11.266-7.078+15
577convnext_femto.d1_in1k67.20032.80087.51012.4905.222880.950bicubic-11.504-6.924+7
578resnest26d67.20032.80087.17012.83017.072240.875bilinear-11.278-7.128+17
579repvgg_b267.16032.84087.33012.67089.022240.875bilinear-11.632-7.0840
580legacy_seresnet10167.16032.84087.06012.94049.332240.875bilinear-11.222-7.204+24
581vit_relpos_base_patch32_plus_rpn_256.sw_in1k67.14032.86086.49013.510119.422560.900bicubic-12.340-7.648-48
582botnet26t_25667.13032.87087.55012.45012.492560.950bicubic-12.142-6.978-31
583dla60x67.10032.90087.19012.81017.352240.875bilinear-11.146-6.828+25
584gluon_resnet50_v1s67.06032.94086.86013.14025.682240.875bicubic-11.652-7.378-1
585tv_resnet15267.05032.95087.55012.45060.192240.875bilinear-11.262-6.488+22
586xcit_tiny_12_p16_224_dist67.02032.98087.40012.6006.722241.000bicubic-11.558-6.796+2
587dla60_res2net67.02032.98087.16012.84020.852240.875bilinear-11.444-7.046+10
588dla102x67.01032.99086.77013.23026.312240.875bilinear-11.500-7.458+4
589lambda_resnet26rpt_25666.96033.04087.13012.87010.992560.940bicubic-12.010-7.300-19
590mixnet_l.ft_in1k66.94033.06086.91013.0907.332240.875bicubic-12.036-7.272-21
591pit_xs_22466.92033.08087.28012.72010.622240.900bicubic-11.262-6.888+22
592pvt_v2_b166.91033.09087.43012.57014.012240.900bicubic-11.784-7.062-7
593res2net50_26w_6s66.91033.09086.86013.14037.052240.875bilinear-11.660-7.264-3
594repvgg_b166.90033.10086.78013.22057.422240.875bilinear-11.466-7.318+10
595xcit_nano_12_p8_384_dist66.88033.12087.11012.8903.053841.000bicubic-10.940-6.926+37
596tf_efficientnet_b1.aa_in1k66.88033.12087.01012.9907.792400.882bicubic-11.946-7.188-19
597efficientnet_es.ra_in1k66.88033.12086.73013.2705.442240.875bicubic-11.186-7.196+24
598mobilevit_s66.87033.13087.06012.9405.582560.900bicubic-11.442-7.086+8
599resnet32ts66.86033.14087.25012.75017.962560.900bicubic-12.144-7.106-31
600regnetx_04066.84033.16086.73013.27022.122240.875bicubic-11.642-7.514-6
601hrnet_w3066.78033.22086.80013.20037.712240.875bilinear-11.426-7.422+11
602tf_mixnet_l.in1k66.78033.22086.47013.5307.332240.875bicubic-11.994-7.528-21
603selecsls60b66.76033.24086.53013.47032.772240.875bicubic-11.652-7.644-2
604hrnet_w3266.75033.25087.30012.70041.232240.875bilinear-11.700-6.886-7
605wide_resnet101_266.73033.27087.03012.970126.892240.875bilinear-12.126-7.252-30
606vit_small_patch16_224.augreg_in1k66.71033.29086.71013.29022.052240.900bicubic-12.136-7.574-30
607tf_efficientnetv2_b0.in1k66.70033.30086.71013.2907.142240.875bicubic-11.656-7.314-2
608adv_inception_v366.65033.35086.53013.47023.832990.875bicubic-10.932-7.206+36
609dla60_res2next66.64033.36087.03012.97017.032240.875bilinear-11.800-7.122-11
610vit_tiny_patch16_384.augreg_in21k_ft_in1k66.61033.39087.26012.7405.793841.000bicubic-11.820-7.282-11
611mobilevitv2_10066.61033.39087.00013.0004.902560.888bicubic-11.480-7.164+8
612cs3darknet_m66.57033.43087.16012.8409.312880.950bicubic-11.066-6.854+27
613gluon_resnet50_v1c66.56033.44086.18013.82025.582240.875bicubic-11.452-7.808+9
614levit_12866.55033.45086.75013.2509.212240.900bicubic-11.936-7.260-21
615dla10266.54033.46086.91013.09033.272240.875bilinear-11.492-7.036+6
616vit_base_patch16_224.augreg_in1k66.49033.51086.25013.75086.572240.900bicubic-12.664-7.850-57
617vit_base_patch32_384.augreg_in1k66.42033.58086.95013.05088.303841.000bicubic-12.340-7.278-36
618gmixer_24_22466.42033.58086.15013.85024.722240.875bicubic-11.616-7.514+3
619tf_inception_v366.41033.59086.66013.34023.832990.875bicubic-11.450-6.980+13
620bat_resnext26ts66.40033.60086.83013.17010.732560.900bicubic-11.842-7.270-10
621hardcorenas_f66.37033.63086.20013.8008.202240.875bilinear-11.734-7.602-4
622coat_lite_tiny66.29033.71086.98013.0205.722240.900bicubic-11.222-6.936+25
623efficientnet_b0.ra_in1k66.29033.71085.96014.0405.292240.875bicubic-11.408-7.572+14
624cs3darknet_focus_m66.26033.74087.09012.9109.302880.950bicubic-11.018-6.880+33
625legacy_seresnet5066.25033.75086.33013.67028.092240.875bilinear-11.380-7.418+15
626selecsls6066.21033.79086.34013.66030.672240.875bicubic-11.772-7.488-2
627tf_efficientnet_em.in1k66.18033.82086.36013.6406.902400.882bicubic-11.950-7.684-11
628tv_resnext50_32x4d66.18033.82086.04013.96025.032240.875bilinear-11.440-7.656+13
629tf_efficientnet_cc_b0_8e.in1k66.17033.83086.24013.76024.012240.875bicubic-11.738-7.414-1
630inception_v366.15033.85086.33013.67023.832990.875bicubic-11.290-7.146+20
631res2net50_26w_4s66.14033.86086.60013.40025.702240.875bilinear-11.824-7.254-6
632resmlp_12_distilled_22466.13033.87086.63013.37015.352240.875bicubic-11.814-6.928-6
633efficientnet_b1_pruned.in1k66.09033.91086.57013.4306.332400.882bicubic-12.146-7.264-22
634rexnet_10066.07033.93086.49013.5104.802240.875bicubic-11.788-7.380-2
635gluon_resnet50_v1b66.07033.93086.26013.74025.562240.875bicubic-11.510-7.456+11
636regnety_01666.06033.94086.38013.62011.202240.875bicubic-11.802-7.340-5
637res2net50_14w_8s66.02033.98086.25013.75025.062240.875bilinear-12.130-7.598-22
638tinynet_a.in1k66.01033.99085.79014.2106.191920.875bicubic-11.642-7.7460
639gcresnext26ts65.94034.06085.92014.08010.482560.900bicubic-11.874-7.914-4
640seresnext26t_32x4d65.88034.12085.68014.32016.812240.875bicubic-12.106-8.066-17
641repvgg_b1g465.85034.15086.12013.88039.972240.875bilinear-11.744-7.706+2
642res2next5065.85034.15085.84014.16024.672240.875bilinear-12.396-8.052-33
643densenet16165.84034.16086.45013.55028.682240.875bicubic-11.518-7.188+10
644hardcorenas_e65.84034.16085.98014.0208.072240.875bilinear-11.954-7.714-8
645resnet34d65.78034.22086.71013.29021.822240.875bicubic-11.336-6.672+18
646xcit_tiny_12_p16_22465.78034.22086.22013.7806.722241.000bicubic-11.340-7.492+16
647eca_resnext26ts65.76034.24085.84014.16010.302560.900bicubic-11.692-7.726+2
648mobilenetv3_large_100.miil_in21k_ft_in1k65.76034.24085.20014.8005.482240.875bilinear-12.156-7.710-21
649skresnet3465.75034.25085.96014.04022.282240.875bicubic-11.162-7.362+25
650tv_resnet10165.69034.31085.98014.02044.552240.875bilinear-11.684-7.560+2
651convnext_tiny.fb_in22k_ft_in1k65.68034.32086.61013.39028.592881.000bicubic-13.228-8.064-78
652seresnext26ts65.66034.34086.14013.86010.392560.900bicubic-12.206-7.650-22
653hardcorenas_d65.63034.37085.46014.5407.502240.875bilinear-11.802-8.024-2
654convnext_atto_ols.a2_in1k65.61034.39086.26013.7403.702880.950bicubic-11.606-7.420+6
655selecsls42b65.61034.39085.81014.19032.462240.875bicubic-11.564-7.580+6
656poolformer_s1265.60034.40086.13013.87011.922240.900bicubic-11.630-7.374+3
657tf_efficientnet_b0.ap_in1k65.49034.51085.58014.4205.292240.875bicubic-11.596-7.676+8
658seresnext26d_32x4d65.41034.59085.97014.03016.812240.875bicubic-12.192-7.638-17
659convmixer_1024_20_ks9_p1465.41034.59085.59014.41024.382240.960bicubic-11.536-7.768+13
660resnet26t65.40034.60086.11013.89016.012560.940bicubic-12.482-7.730-31
661tf_efficientnet_lite2.in1k65.38034.62085.99014.0106.092600.890bicubic-12.088-7.764-13
662res2net50_48w_2s65.35034.65085.96014.04025.292240.875bilinear-12.172-7.594-16
663densenet20165.29034.71085.69014.31020.012240.875bicubic-11.996-7.788-8
664densenetblur121d65.28034.72085.71014.2908.002240.875bicubic-11.308-7.482+20
665dla6065.20034.80085.76014.24022.042240.875bilinear-11.832-7.558+2
666crossvit_9_dagger_24065.19034.81086.60013.4008.782400.875bicubic-11.790-7.010+3
667ese_vovnet19b_dw65.19034.81085.47014.5306.542240.875bicubic-11.608-7.798+9
668tf_efficientnet_cc_b0_4e.in1k65.15034.85085.16014.84013.312240.875bicubic-12.156-8.174-14
669gernet_s65.12034.88085.51014.4908.172240.875bilinear-11.796-7.622+4
670legacy_seresnext26_32x4d65.05034.95085.66014.34016.792240.875bicubic-12.054-7.656-6
671mobilenetv2_120d.ra_in1k65.03034.97085.96014.0405.832240.875bicubic-12.254-7.532-15
672convnext_atto.d2_in1k64.94035.06086.23013.7703.702880.950bicubic-12.074-7.470-4
673hrnet_w1864.92035.08085.74014.26021.302240.875bilinear-11.838-7.704+5
674hardcorenas_c64.86035.14085.25014.7505.522240.875bilinear-12.194-7.908-8
675densenet16964.76035.24085.24014.76014.152240.875bicubic-11.146-7.786+22
676mixnet_m.ft_in1k64.70035.30085.45014.5505.012240.875bicubic-12.560-7.974-18
677resnet26d64.68035.32085.12014.88016.012240.875bicubic-12.016-8.030+2
678levit_128s64.61035.39084.73015.2707.782240.900bicubic-11.920-8.136+8
679resnext26ts64.59035.41085.11014.89010.302560.900bicubic-12.190-8.020-2
680xcit_nano_12_p8_224_dist64.52035.48085.98014.0203.052241.000bicubic-11.804-7.110+9
681repvgg_a264.45035.55085.13014.87028.212240.875bilinear-12.010-7.874+7
682xcit_nano_12_p16_384_dist64.43035.57085.30014.7003.053841.000bicubic-11.028-7.394+25
683hardcorenas_b64.42035.58084.87015.1305.182240.875bilinear-12.118-7.884+2
684regnetx_01664.38035.62085.47014.5309.192240.875bicubic-12.570-7.950-14
685tf_efficientnet_lite1.in1k64.38035.62085.47014.5305.422400.882bicubic-12.262-7.756-4
686resmlp_12_22464.35035.65085.58014.42015.352240.875bicubic-12.304-7.600-6
687tf_efficientnet_b0.aa_in1k64.31035.69085.28014.7205.292240.875bicubic-12.538-7.948-12
688tf_mixnet_m.in1k64.27035.73085.09014.9105.012240.875bicubic-12.672-8.062-16
689dpn6864.23035.77085.18014.82012.612240.875bicubic-12.088-7.798+1
690tf_efficientnet_es.in1k64.23035.77084.74015.2605.442240.875bicubic-12.364-8.462-7
691regnety_00864.16035.84085.27014.7306.262240.875bicubic-12.156-7.7960
692vit_small_patch32_224.augreg_in21k_ft_in1k64.07035.93085.56014.44022.882240.900bicubic-11.920-7.712+2
693mobilenetv2_140.ra_in1k64.06035.94085.04014.9606.112240.875bicubic-12.456-7.956-6
694densenet12163.75036.25084.59015.4107.982240.875bicubic-11.828-8.062+9
695hardcorenas_a63.71036.29084.40015.6005.262240.875bilinear-12.206-8.114+1
696mobilevitv2_07563.59036.41084.96015.0402.872560.888bicubic-12.032-7.808+6
697resnest14d63.59036.41084.25015.75010.612240.875bilinear-11.916-8.268+8
698tf_mixnet_s.in1k63.56036.44084.27015.7304.132240.875bicubic-12.090-8.358+2
699resnet2663.47036.53084.26015.74016.002240.875bicubic-11.822-8.310+11
700mixnet_s.ft_in1k63.39036.61084.74015.2604.132240.875bicubic-12.602-8.056-7
701mobilenetv3_large_100.ra_in1k63.36036.64084.09015.9105.482240.875bicubic-12.406-8.452-3
702vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k63.34036.66085.28014.7206.363841.000bicubic-12.612-7.980-7
703efficientnet_es_pruned.in1k63.33036.67084.95015.0505.442240.875bicubic-11.670-7.498+15
704tv_resnet5063.33036.67084.64015.36025.562240.875bilinear-12.808-8.224-12
705mixer_b16_22463.27036.73083.31016.69059.882240.875bicubic-13.330-8.918-23
706efficientnet_lite0.ra_in1k63.24036.76084.44015.5604.652240.875bicubic-12.244-8.0700
707mobilenetv3_rw.rmsp_in1k63.22036.78084.51015.4905.482240.875bicubic-12.414-8.198-6
708semnasnet_100.rmsp_in1k63.15036.85084.52015.4803.892240.875bicubic-12.298-8.0840
709pit_ti_distilled_22463.15036.85083.96016.0405.102240.900bicubic-11.380-8.136+20
710vit_tiny_patch16_224.augreg_in21k_ft_in1k63.11036.89084.85015.1505.722240.900bicubic-12.344-7.998-3
711regnety_00663.11036.89084.25015.7506.062240.875bicubic-12.136-8.282+1
712mobilevit_xs62.94037.06084.84015.1602.322560.900bicubic-11.704-7.512+13
713tv_densenet12162.94037.06084.25015.7507.982240.875bicubic-11.798-7.900+10
714resnet3462.87037.13084.14015.86021.802240.875bilinear-12.240-8.144+1
715legacy_seresnet3462.85037.15084.21015.79021.962240.875bilinear-11.958-7.914+7
716mobilenetv2_110d.ra_in1k62.83037.17084.50015.5004.522240.875bicubic-12.206-7.686+1
717edgenext_x_small62.82037.18084.68015.3202.342881.000bicubic-12.868-8.086-18
718deit_tiny_distilled_patch16_22462.81037.19083.93016.0705.912240.900bicubic-11.700-7.960+11
719hrnet_w18_small_v262.80037.20083.98016.02015.602240.875bilinear-12.314-8.436-5
720swsl_resnet1862.76037.24084.30015.70011.692240.875bilinear-10.516-7.434+22
721tinynet_b.in1k62.73037.27084.25015.7503.731880.875bicubic-12.244-7.938-2
722repvgg_b062.72037.28083.86016.14015.822240.875bilinear-12.432-8.558-10
723gluon_resnet34_v1b62.57037.43083.99016.01021.802240.875bicubic-12.018-8.000+4
724xcit_nano_12_p8_22462.56037.44084.20015.8003.052241.000bicubic-11.354-7.972+11
725tf_efficientnet_lite0.in1k62.55037.45084.22015.7804.652240.875bicubic-12.280-7.956-4
726regnetx_00862.49037.51084.02015.9807.262240.875bicubic-12.548-8.316-10
727dla3462.48037.52083.91016.09015.742240.875bilinear-12.150-8.168-1
728tf_mobilenetv3_large_100.in1k62.46037.54083.97016.0305.482240.875bilinear-13.058-8.636-24
729fbnetc_100.rmsp_in1k62.44037.56083.38016.6205.572240.875bilinear-12.684-9.006-16
730crossvit_9_24062.26037.74084.27015.7308.552400.875bicubic-11.704-7.698+4
731crossvit_tiny_24062.07037.93083.60016.4007.012400.875bicubic-11.254-8.316+9
732mnasnet_100.rmsp_in1k61.90038.10083.71016.2904.382240.875bicubic-12.758-8.404-8
733regnety_00461.87038.13083.43016.5704.342240.875bicubic-12.164-8.322-1
734vgg19_bn61.86038.14083.45016.550143.682240.875bilinear-12.354-8.392-4
735convit_tiny61.59038.41084.12015.8805.712240.875bicubic-11.526-7.594+8
736ssl_resnet1861.48038.52083.30016.70011.692240.875bilinear-11.130-8.116+12
737regnetx_00661.35038.65083.45016.5506.202240.875bicubic-12.502-8.222-1
738spnasnet_100.rmsp_in1k61.22038.78082.79017.2104.422240.875bilinear-12.864-9.028-7
739tv_resnet3461.19038.81082.71017.29021.802240.875bilinear-12.122-8.716+2
740vit_base_patch32_224.augreg_in1k61.05038.95082.74017.26088.222240.900bicubic-13.854-9.038-20
741pit_ti_22460.98039.02083.86016.1404.852240.900bicubic-11.932-7.542+6
742skresnet1860.86039.14082.88017.12011.962240.875bicubic-12.178-8.288+2
743ghostnet_10060.83039.17082.36017.6405.182240.875bilinear-13.148-9.096-10
744vgg16_bn60.76039.24082.95017.050138.372240.875bilinear-12.590-8.556-5
745semnasnet_075.rmsp_in1k60.71039.29082.51017.4902.912240.875bicubic-12.264-8.6260
746tf_mobilenetv3_large_075.in1k60.40039.60081.95018.0503.992240.875bilinear-13.038-9.400-8
747xcit_nano_12_p16_224_dist60.24039.76082.49017.5103.052241.000bicubic-12.062-8.372+6
748mobilenetv2_100.ra_in1k60.19039.81082.24017.7603.502240.875bicubic-12.780-8.776-2
749resnet18d60.16039.84082.30017.70011.712240.875bicubic-12.100-8.396+5
750vit_base_patch32_224.sam60.01039.99081.23018.77088.222240.900bicubic-13.680-9.784-13
751deit_tiny_patch16_22459.83040.17082.67017.3305.722240.900bicubic-12.338-8.448+5
752legacy_seresnet1859.80040.20081.69018.31011.782240.875bicubic-11.944-8.644+9
753vgg1959.71040.29081.45018.550143.672240.875bilinear-12.658-9.422-3
754regnetx_00459.41040.59081.69018.3105.162240.875bicubic-12.986-9.140-5
755edgenext_xx_small59.39040.61081.82018.1801.332881.000bicubic-12.476-8.724+4
756vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k59.07040.93081.76018.2406.342240.900bicubic-12.718-9.068+3
757tf_mobilenetv3_large_minimal_100.in1k59.07040.93081.15018.8503.922240.875bilinear-13.178-9.480-1
758vgg13_bn59.00041.00081.07018.930133.052240.875bilinear-12.594-9.312+5
759hrnet_w18_small58.95041.05081.34018.66013.192240.875bilinear-13.392-9.338-7
760lcnet_100.ra2_in1k58.87041.13081.18018.8202.952240.875bicubic-13.244-9.198-3
761vgg1658.83041.17081.66018.340138.362240.875bilinear-12.764-8.716+1
762pvt_v2_b058.76041.24082.13017.8703.672240.900bicubic-11.896-8.078+4
763xcit_nano_12_p16_22458.35041.65080.88019.1203.052241.000bicubic-11.604-8.874+7
764gluon_resnet18_v1b58.34041.66080.97019.03011.692240.875bicubic-12.496-8.790+1
765tinynet_c.in1k58.17041.83080.28019.7202.461840.875bicubic-13.062-9.468-1
766resnet14t57.80042.20079.92020.08010.082240.950bilinear-14.550-10.420-15
767mobilevitv2_05057.72042.28080.90019.1001.372560.888bicubic-12.420-9.026+2
768vgg11_bn57.41042.59080.02019.980132.872240.875bilinear-12.950-9.782-1
769resnet1857.17042.83080.20019.80011.692240.875bilinear-12.578-8.878+2
770mobilevit_xxs57.17042.83079.74020.2601.272560.900bicubic-11.742-9.198+5
771vgg1357.15042.85079.54020.460133.052240.875bilinear-12.776-9.7060
772regnety_00257.00043.00079.84020.1603.162240.875bicubic-13.252-9.700-4
773mixer_l16_22456.69043.31075.99024.010208.202240.875bicubic-15.368-11.678-15
774regnetx_00256.05043.95079.21020.7902.682240.875bicubic-12.712-9.346+2
775dla60x_c56.00044.00078.93021.0701.322240.875bilinear-11.892-9.496+4
776vgg1155.80044.20078.83021.170132.862240.875bilinear-13.224-9.798-3
777resnet10t55.67044.33078.02021.9805.442240.950bilinear-12.624-10.0580
778lcnet_075.ra2_in1k55.41044.59078.30021.7002.362240.875bicubic-13.408-10.070-3
779mobilenetv3_small_100.lamb_in1k54.70045.30077.77022.2302.542240.875bicubic-12.952-9.866+1
780tf_mobilenetv3_small_100.in1k54.53045.47077.06022.9402.542240.875bilinear-13.392-10.604-2
781tinynet_d.in1k53.42046.58076.35023.6502.341520.875bicubic-13.542-10.7160
782mnasnet_small.lamb_in1k53.28046.72075.89024.1102.032240.875bicubic-12.926-10.6180
783dla46x_c53.05046.95076.87023.1301.072240.875bilinear-12.920-10.1100
784mobilenetv2_050.lamb_in1k52.85047.15075.44024.5601.972240.875bicubic-13.092-10.6420
785tf_mobilenetv3_small_075.in1k52.16047.84075.47024.5302.042240.875bilinear-13.556-10.6600
786dla46_c52.13047.87075.69024.3101.302240.875bilinear-12.736-10.602+1
787mobilenetv3_small_075.lamb_in1k51.90048.10074.73025.2702.042240.875bicubic-13.346-10.706-1
788lcnet_050.ra2_in1k49.99050.01073.45026.5501.882240.875bicubic-13.110-10.9300
789tf_mobilenetv3_small_minimal_100.in1k49.50050.50073.05026.9502.042240.875bilinear-13.406-11.1800
790tinynet_e.in1k46.70053.30070.36029.6402.041060.875bicubic-13.156-11.4020
791mobilenetv3_small_050.lamb_in1k44.89055.11067.67032.3301.592240.875bicubic-13.000-12.5240