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

18 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns98.5401.46099.8200.180480.318000.960bicubic
3tf_efficientnet_l2_ns_47598.4901.51099.8300.170480.314750.936bicubic
4tf_efficientnet_b7_ns97.8802.12099.7200.28066.356000.949bicubic
5ig_resnext101_32x48d97.6402.36099.7000.300828.412240.875bilinear
6tf_efficientnet_b6_ns97.6302.37099.5800.42043.045280.942bicubic
7tf_efficientnet_b5_ns97.4902.51099.6300.37030.394560.934bicubic
8resnetv2_152x4_bitm97.4802.52099.6100.390936.534801.000bilinear
9ig_resnext101_32x32d97.3602.64099.6800.320468.532240.875bilinear
10tf_efficientnet_b897.2102.79099.5000.50087.416720.954bicubic
11tf_efficientnet_b7_ap97.2002.80099.5400.46066.356000.949bicubic
12swsl_resnext101_32x8d97.1902.81099.5700.43088.792240.875bilinear
13vit_base_resnet50_38497.1802.82099.5600.44098.953841.000bicubic
14resnetv2_152x2_bitm97.1302.87099.5900.410236.344801.000bilinear
15vit_large_patch16_38497.1202.88099.6400.360304.723841.000bicubic
16tf_efficientnet_b8_ap97.1102.89099.6600.34087.416720.954bicubic
17tf_efficientnet_b6_ap97.0802.92099.6200.38043.045280.942bicubic
18resnetv2_101x3_bitm97.0802.92099.5100.490387.934801.000bilinear
19tf_efficientnet_b797.0102.99099.5200.48066.356000.949bicubic
20tf_efficientnet_b4_ns96.9303.07099.5800.42019.343800.922bicubic
21ig_resnext101_32x16d96.8303.17099.5900.410194.032240.875bilinear
22resnetv2_50x3_bitm96.7803.22099.4200.580217.324801.000bilinear
23seresnet152d_32096.7703.23099.4500.55066.843201.000bicubic
24resnet200d_32096.7403.26099.3400.66064.693201.000bicubic
25vit_base_patch16_38496.7103.29099.5100.49086.863841.000bicubic
26tf_efficientnet_b5_ap96.6903.31099.4600.54030.394560.934bicubic
27tf_efficientnet_b696.6703.33099.3700.63043.045280.942bicubic
28resnest200e96.6203.38099.3500.65070.203200.909bicubic
29swsl_resnext101_32x16d96.6003.40099.5200.480194.032240.875bilinear
30seresnet152d96.5703.43099.4000.60066.842560.940bicubic
31resnest269e96.5203.48099.3500.650110.934160.928bicubic
32swsl_resnext101_32x4d96.4103.59099.4700.53044.182240.875bilinear
33tf_efficientnet_b3_ns96.3703.63099.3500.65012.233000.904bicubic
34resnet152d_32096.3503.65099.3900.61060.213201.000bicubic
35tf_efficientnet_b596.3403.66099.3100.69030.394560.934bicubic
36ig_resnext101_32x8d96.3103.69099.4300.57088.792240.875bilinear
37resnet101d_32096.2903.71099.2300.77044.573201.000bicubic
38resnet200d96.2903.71099.2500.75064.692560.940bicubic
39tf_efficientnet_b4_ap96.1703.83099.2800.72019.343800.922bicubic
40resnetv2_101x1_bitm96.0703.93099.3000.70044.544801.000bilinear
41resnet152d95.9904.01099.2600.74060.212560.940bicubic
42tresnet_xl_44895.9704.03099.1200.88078.444480.875bilinear
43vit_large_patch16_22495.9404.06099.2400.760304.332240.900bicubic
44resnet101d95.9304.07099.0700.93044.572560.940bicubic
45tf_efficientnet_b495.8904.11099.1700.83019.343800.922bicubic
46swsl_resnext50_32x4d95.8804.12099.2500.75025.032240.875bilinear
47tresnet_l_44895.8604.14099.1200.88055.994480.875bilinear
48resnest101e95.8504.15099.2100.79048.282560.875bilinear
49ssl_resnext101_32x16d95.8104.19099.1800.820194.032240.875bilinear
50vit_base_patch32_38495.8104.19099.1500.85088.303841.000bicubic
51tf_efficientnet_b2_ns95.7404.26099.1200.8809.112600.890bicubic
52efficientnet_b3a95.7204.28099.0400.96012.233201.000bicubic
53nasnetalarge95.6804.32098.9301.07088.753310.911bicubic
54efficientnet_b395.5804.42099.1000.90012.233000.904bicubic
55ecaresnet101d95.5404.46099.1300.87044.572240.875bicubic
56ssl_resnext101_32x8d95.4704.53099.1100.89088.792240.875bilinear
57tresnet_xl95.4404.56099.0600.94078.442240.875bilinear
58ssl_resnext101_32x4d95.4304.57099.1300.87044.182240.875bilinear
59swsl_resnet5095.4104.59099.2800.72025.562240.875bilinear
60regnety_03295.3604.64099.1000.90019.442240.875bicubic
61vit_base_patch16_22495.3404.66099.0001.00086.572240.900bicubic
62tf_efficientnet_b3_ap95.3204.68098.9001.10012.233000.904bicubic
63tresnet_l95.2904.71099.0100.99055.992240.875bilinear
64tf_efficientnet_b1_ns95.1704.83099.1100.8907.792400.882bicubic
65ecaresnet101d_pruned95.0704.93098.9801.02024.882240.875bicubic
66wide_resnet50_295.0704.93098.9701.03068.882240.875bicubic
67legacy_senet15495.0604.94098.8301.170115.092240.875bilinear
68gluon_resnet152_v1s95.0504.95098.9301.07060.322240.875bicubic
69resnetv2_50x1_bitm95.0404.96099.1600.84025.554801.000bilinear
70seresnext50_32x4d95.0404.96098.8901.11027.562240.875bicubic
71tf_efficientnet_b395.0104.99098.9101.09012.233000.904bicubic
72tresnet_m_44894.9905.01098.9801.02031.394480.875bilinear
73resnest50d_4s2x40d94.9505.05099.0700.93030.422240.875bicubic
74gluon_seresnext101_64x4d94.9505.05098.8201.18088.232240.875bicubic
75gluon_senet15494.9305.07098.7701.230115.092240.875bicubic
76rexnet_20094.9305.07099.0001.00016.372240.875bicubic
77gluon_seresnext101_32x4d94.9205.08098.8101.19048.962240.875bicubic
78ssl_resnext50_32x4d94.8605.14098.8701.13025.032240.875bilinear
79tf_efficientnet_lite494.8605.14099.0200.98013.013800.920bilinear
80resnest50d94.8205.18098.8801.12027.482240.875bilinear
81ecaresnetlight94.7805.22098.8001.20030.162240.875bicubic
82resnest50d_1s4x24d94.7605.24098.9801.02025.682240.875bicubic
83gluon_resnet152_v1d94.7505.25098.7401.26060.212240.875bicubic
84efficientnet_b294.7105.29098.6701.3309.112600.875bicubic
85gluon_resnet101_v1s94.7005.30098.8201.18044.672240.875bicubic
86cspdarknet5394.6705.33098.8101.19027.642560.887bilinear
87gluon_resnext101_64x4d94.6405.36098.6601.34083.462240.875bicubic
88efficientnet_b2a94.6305.37098.7101.2909.112881.000bicubic
89efficientnet_b3_pruned94.6205.38098.7701.2309.863000.904bicubic
90ecaresnet50d94.6205.38098.8901.11025.582240.875bicubic
91tf_efficientnet_el94.6105.39098.7501.25010.593000.904bicubic
92tresnet_m94.6105.39098.5501.45031.392240.875bilinear
93seresnet5094.5605.44098.7501.25028.092240.875bicubic
94regnety_32094.5505.45098.8401.160145.052240.875bicubic
95gluon_resnext101_32x4d94.5205.48098.6301.37044.182240.875bicubic
96ssl_resnet5094.4905.51098.9201.08025.562240.875bilinear
97tf_efficientnet_b2_ap94.4905.51098.6201.3809.112600.890bicubic
98cspresnext5094.4805.52098.6801.32020.572240.875bilinear
99regnety_12094.4805.52098.8101.19051.822240.875bicubic
100rexnet_15094.4705.53098.7901.2109.732240.875bicubic
101regnetx_32094.4405.56098.7301.270107.812240.875bicubic
102tf_efficientnet_b294.3705.63098.6101.3909.112600.890bicubic
103legacy_seresnext101_32x4d94.3605.64098.6401.36048.962240.875bilinear
104gluon_seresnext50_32x4d94.3505.65098.6201.38027.562240.875bicubic
105regnety_16094.3505.65098.8501.15083.592240.875bicubic
106dpn10794.3105.69098.4801.52086.922240.875bicubic
107xception7194.2905.71098.6401.36042.342990.903bicubic
108resnet50d94.2705.73098.7201.28025.582240.875bicubic
109gluon_xception6594.2605.74098.5701.43039.922990.903bicubic
110skresnext50_32x4d94.2605.74098.4701.53027.482240.875bicubic
111regnetx_12094.2405.76098.6701.33046.112240.875bicubic
112dpn9294.2205.78098.7301.27037.672240.875bicubic
113ecaresnet50d_pruned94.2105.79098.7301.27019.942240.875bicubic
114gluon_resnet101_v1d94.2005.80098.5601.44044.572240.875bicubic
115mixnet_xl94.1905.81098.3401.66011.902240.875bicubic
116resnext50d_32x4d94.1905.81098.5801.42025.052240.875bicubic
117tf_efficientnet_lite394.1905.81098.6401.3608.203000.904bilinear
118regnety_08094.1805.82098.6801.32039.182240.875bicubic
119gluon_resnet152_v1c94.1605.84098.6401.36060.212240.875bicubic
120regnety_06494.1505.85098.7301.27030.582240.875bicubic
121efficientnet_b2_pruned94.1405.86098.5201.4808.312600.890bicubic
122dpn9894.1305.87098.5701.43061.572240.875bicubic
123regnetx_16094.1205.88098.7401.26054.282240.875bicubic
124resnext50_32x4d94.1105.89098.3501.65025.032240.875bicubic
125ese_vovnet39b94.0905.91098.6601.34024.572240.875bicubic
126gluon_resnet152_v1b94.0905.91098.4501.55060.192240.875bicubic
127dpn13194.0006.00098.7201.28079.252240.875bicubic
128hrnet_w6493.9906.01098.6101.390128.062240.875bilinear
129dla102x293.9506.05098.4901.51041.282240.875bilinear
130resnetblur5093.9506.05098.5901.41025.562240.875bicubic
131hrnet_w4893.9406.06098.6101.39077.472240.875bilinear
132tf_efficientnet_cc_b1_8e93.9106.09098.2501.75039.722400.882bicubic
133rexnet_13093.9006.10098.4001.6007.562240.875bicubic
134regnetx_06493.8906.11098.6301.37026.212240.875bicubic
135regnetx_08093.8606.14098.5201.48039.572240.875bicubic
136regnety_04093.8606.14098.6401.36020.652240.875bicubic
137efficientnet_em93.8506.15098.8101.1906.902400.882bicubic
138gluon_resnext50_32x4d93.8206.18098.4101.59025.032240.875bicubic
139resnet5093.8106.19098.3801.62025.562240.875bicubic
140resnext101_32x8d93.8006.20098.5801.42088.792240.875bilinear
141gluon_resnet50_v1d93.7806.22098.4001.60025.582240.875bicubic
142xception6593.7706.23098.3601.64039.922990.903bicubic
143cspresnet5093.7506.25098.6301.37021.622560.887bilinear
144gluon_resnet101_v1b93.7306.27098.4001.60044.552240.875bicubic
145res2net101_26w_4s93.7306.27098.3201.68045.212240.875bilinear
146wide_resnet101_293.7306.27098.5401.460126.892240.875bilinear
147legacy_seresnext50_32x4d93.7206.28098.5801.42027.562240.875bilinear
148tf_efficientnet_b1_ap93.7106.29098.3601.6407.792400.882bicubic
149dpn68b93.6806.32098.5201.48012.612240.875bicubic
150gluon_resnet101_v1c93.6706.33098.4101.59044.572240.875bicubic
151gluon_resnet50_v1s93.6306.37098.4701.53025.682240.875bicubic
152tf_efficientnet_b0_ns93.6206.38098.6401.3605.292240.875bicubic
153hrnet_w4493.5806.42098.7001.30067.062240.875bilinear
154regnetx_04093.5606.44098.5501.45022.122240.875bicubic
155res2net50_26w_8s93.5406.46098.2701.73048.402240.875bilinear
156hrnet_w3293.5206.48098.4301.57041.232240.875bilinear
157tf_efficientnet_b193.5206.48098.3601.6407.792400.882bicubic
158dla102x93.5206.48098.5001.50026.312240.875bilinear
159tf_efficientnet_em93.5006.50098.4401.5606.902400.882bicubic
160hrnet_w4093.4906.51098.5901.41057.562240.875bilinear
161xception93.4706.53098.5301.47022.862990.897bicubic
162gluon_inception_v393.4606.54098.5601.44023.832990.875bicubic
163mixnet_l93.4306.57098.2201.7807.332240.875bicubic
164legacy_seresnet15293.4206.58098.3501.65066.822240.875bilinear
165xception4193.4106.59098.4201.58026.972990.903bicubic
166res2net50_26w_6s93.4006.60098.2801.72037.052240.875bilinear
167resnest26d93.3706.63098.6401.36017.072240.875bilinear
168dla16993.3406.66098.6001.40053.392240.875bilinear
169tf_inception_v393.3306.67098.0401.96023.832990.875bicubic
170tv_resnet15293.3206.68098.3901.61060.192240.875bilinear
171tf_mixnet_l93.3006.70098.0301.9707.332240.875bicubic
172legacy_seresnet10193.2906.71098.5001.50049.332240.875bilinear
173selecsls60b93.2906.71098.2801.72032.772240.875bicubic
174efficientnet_b193.2706.73098.1901.8107.792400.875bicubic
175hrnet_w3093.2106.79098.4101.59037.712240.875bilinear
176efficientnet_es93.2006.80098.4101.5905.442240.875bicubic
177dla60_res2next93.1806.82098.4101.59017.032240.875bilinear
178dla60_res2net93.1506.85098.4201.58020.852240.875bilinear
179regnetx_03293.1206.88098.3901.61015.302240.875bicubic
180dla60x93.1006.90098.4901.51017.352240.875bilinear
181dla10293.0906.91098.5501.45033.272240.875bilinear
182seresnext26t_32x4d93.0606.94098.1001.90016.822240.875bicubic
183selecsls6093.0506.95098.3001.70030.672240.875bicubic
184gluon_resnet50_v1c93.0306.97098.3701.63025.582240.875bicubic
185regnety_01693.0306.97098.3601.64011.202240.875bicubic
186rexnet_10093.0306.97098.1901.8104.802240.875bicubic
187legacy_seresnet5092.9507.05098.1901.81028.092240.875bilinear
188adv_inception_v392.8907.11098.1301.87023.832990.875bicubic
189res2next5092.8307.17098.1701.83024.672240.875bilinear
190tf_efficientnet_cc_b0_8e92.8207.18098.1801.82024.012240.875bicubic
191seresnext26tn_32x4d92.8107.19098.3701.63016.812240.875bicubic
192tv_resnet10192.8007.20098.2301.77044.552240.875bilinear
193efficientnet_b1_pruned92.7707.23098.0401.9606.332400.882bicubic
194vit_small_patch16_22492.7707.23097.9302.07048.752240.900bicubic
195tv_resnext50_32x4d92.7607.24098.2701.73025.032240.875bilinear
196densenet20192.7507.25098.2401.76020.012240.875bicubic
197seresnext26d_32x4d92.7307.27098.1501.85016.812240.875bicubic
198inception_v392.7207.28097.9602.04023.832990.875bicubic
199res2net50_14w_8s92.7207.28098.1901.81025.062240.875bilinear
200resnet34d92.6907.31098.3001.70021.822240.875bicubic
201efficientnet_b092.6707.33098.0801.9205.292240.875bicubic
202tf_efficientnet_lite292.6607.34098.2301.7706.092600.890bicubic
203legacy_seresnext26_32x4d92.6307.37098.1201.88016.792240.875bicubic
204tf_efficientnet_lite192.6207.38098.0801.9205.422400.882bicubic
205tf_efficientnet_cc_b0_4e92.6107.39098.0801.92013.312240.875bicubic
206res2net50_48w_2s92.5607.44098.0701.93025.292240.875bilinear
207tf_efficientnet_es92.5507.45098.2901.7105.442240.875bicubic
208gluon_resnet50_v1b92.5407.46098.1901.81025.562240.875bicubic
209res2net50_26w_4s92.4907.51098.0601.94025.702240.875bilinear
210densenet16192.4907.51098.2901.71028.682240.875bicubic
211mixnet_m92.4407.56097.8702.1305.012240.875bicubic
212mobilenetv2_120d92.4007.60098.0501.9505.832240.875bicubic
213skresnet3492.3807.62098.1401.86022.282240.875bicubic
214tf_mixnet_m92.3307.67097.8902.1105.012240.875bicubic
215hrnet_w1892.3107.69098.2401.76021.302240.875bilinear
216selecsls42b92.3007.70098.1501.85032.462240.875bicubic
217ese_vovnet19b_dw92.2907.71098.1001.9006.542240.875bicubic
218tf_efficientnet_b092.2307.77098.0002.0005.292240.875bicubic
219tf_efficientnet_b0_ap92.2207.78098.0201.9805.292240.875bicubic
220dla6092.2207.78098.1101.89022.042240.875bilinear
221regnetx_01692.1707.83098.2101.7909.192240.875bicubic
222resnet26d92.0507.95097.9502.05016.012240.875bicubic
223dpn6892.0107.99098.0401.96012.612240.875bicubic
224densenetblur121d91.9208.08098.0901.9108.002240.875bicubic
225densenet16991.9108.09098.1001.90014.152240.875bicubic
226tv_resnet5091.8808.12098.0401.96025.562240.875bilinear
227mobilenetv2_14091.8208.18097.8602.1406.112240.875bicubic
228mixnet_s91.8208.18097.6902.3104.132240.875bicubic
229regnety_00891.7408.26098.1801.8206.262240.875bicubic
230resnest14d91.7408.26097.8702.13010.612240.875bilinear
231densenet12191.5608.44098.0201.9807.982240.875bicubic
232tf_mixnet_s91.5108.49097.6102.3904.132240.875bicubic
233regnety_00691.3708.63097.7102.2906.062240.875bicubic
234mobilenetv3_large_10091.3308.67097.7102.2905.482240.875bicubic
235semnasnet_10091.2908.71097.5702.4303.892240.875bicubic
236tf_mobilenetv3_large_10091.2308.77097.6602.3405.482240.875bilinear
237mobilenetv3_rw91.2108.79097.6602.3405.482240.875bicubic
238hrnet_w18_small_v291.1908.81097.9002.10015.602240.875bilinear
239efficientnet_lite091.1708.83097.6202.3804.652240.875bicubic
240resnet2691.1208.88097.7302.27016.002240.875bicubic
241resnet3491.1108.89097.6202.38021.802240.875bilinear
242regnetx_00891.0508.95097.7102.2907.262240.875bicubic
243tf_efficientnet_lite091.0408.96097.5702.4304.652240.875bicubic
244gluon_resnet34_v1b90.9909.01097.6402.36021.802240.875bicubic
245mobilenetv2_110d90.9709.03097.5402.4604.522240.875bicubic
246tv_densenet12190.9009.10097.7102.2907.982240.875bicubic
247legacy_seresnet3490.8909.11097.5802.42021.962240.875bilinear
248dla3490.7609.24097.6502.35015.742240.875bilinear
249fbnetc_10090.7109.29097.2102.7905.572240.875bilinear
250swsl_resnet1890.6809.32097.7102.29011.692240.875bilinear
251mnasnet_10090.5109.49097.4702.5304.382240.875bicubic
252regnety_00490.5009.50097.5602.4404.342240.875bicubic
253spnasnet_10090.3509.65097.1902.8104.422240.875bilinear
254regnetx_00690.3309.67097.4302.5706.202240.875bicubic
255ssl_resnet1890.2309.77097.5602.44011.692240.875bilinear
256tv_resnet3489.92010.08097.3402.66021.802240.875bilinear
257tf_mobilenetv3_large_07589.71010.29097.2202.7803.992240.875bilinear
258skresnet1889.66010.34097.2202.78011.962240.875bicubic
259mobilenetv2_10089.61010.39097.1402.8603.502240.875bicubic
260resnet18d89.30010.70097.1502.85011.712240.875bicubic
261hrnet_w18_small89.04010.96097.1002.90013.192240.875bilinear
262tf_mobilenetv3_large_minimal_10088.96011.04096.8703.1303.922240.875bilinear
263regnetx_00488.89011.11097.1202.8805.162240.875bicubic
264legacy_seresnet1888.88011.12096.9703.03011.782240.875bicubic
265gluon_resnet18_v1b88.37011.63096.6903.31011.692240.875bicubic
266resnet1887.37012.63096.2603.74011.692240.875bilinear
267regnety_00287.36012.64096.5703.4303.162240.875bicubic
268dla60x_c86.28013.72096.1603.8401.322240.875bilinear
269regnetx_00286.20013.80095.9704.0302.682240.875bicubic
270tf_mobilenetv3_small_10085.18014.82095.7804.2202.542240.875bilinear
271dla46x_c84.25015.75095.2804.7201.072240.875bilinear
272dla46_c83.64016.36094.9105.0901.302240.875bilinear
273tf_mobilenetv3_small_07583.49016.51094.7905.2102.042240.875bilinear
274tf_mobilenetv3_small_minimal_10081.38018.62093.6706.3302.042240.875bilinear
275inception_resnet_v210.93089.07028.87071.13055.852990.897bicubic
276pnasnet5large10.69089.31031.05068.95086.063310.911bicubic
277ens_adv_inception_resnet_v210.65089.35030.49069.51055.852990.897bicubic
278inception_v410.57089.43028.26071.74042.682990.875bicubic