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

16 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns98.5501.45099.8200.180480.318000.960bicubic
3tf_efficientnet_l2_ns_47598.5001.50099.8300.170480.314750.936bicubic
4tf_efficientnet_b7_ns97.9102.09099.7200.28066.356000.949bicubic
5tf_efficientnet_b6_ns97.6302.37099.5800.42043.045280.942bicubic
6ig_resnext101_32x48d97.6202.38099.7000.300828.412240.875bilinear
7tf_efficientnet_b5_ns97.5002.50099.6300.37030.394560.934bicubic
8ig_resnext101_32x32d97.3602.64099.6800.320468.532240.875bilinear
9swsl_resnext101_32x8d97.2002.80099.5700.43088.792240.875bilinear
10tf_efficientnet_b7_ap97.2002.80099.5400.46066.356000.949bicubic
11tf_efficientnet_b897.2002.80099.5000.50087.416720.954bicubic
12tf_efficientnet_b8_ap97.1102.89099.6600.34087.416720.954bicubic
13tf_efficientnet_b6_ap97.0802.92099.6200.38043.045280.942bicubic
14tf_efficientnet_b797.0102.99099.5200.48066.356000.949bicubic
15tf_efficientnet_b4_ns96.9503.05099.5800.42019.343800.922bicubic
16ig_resnext101_32x16d96.8203.18099.5900.410194.032240.875bilinear
17tf_efficientnet_b5_ap96.6803.32099.4600.54030.394560.934bicubic
18tf_efficientnet_b696.6703.33099.3700.63043.045280.942bicubic
19resnest200e96.6103.39099.3500.65070.203200.909bicubic
20swsl_resnext101_32x16d96.6003.40099.5200.480194.032240.875bilinear
21resnest269e96.5203.48099.3500.650110.934160.928bicubic
22swsl_resnext101_32x4d96.4203.58099.4700.53044.182240.875bilinear
23tf_efficientnet_b3_ns96.3903.61099.3500.65012.233000.904bicubic
24tf_efficientnet_b596.3503.65099.3100.69030.394560.934bicubic
25ig_resnext101_32x8d96.3203.68099.4300.57088.792240.875bilinear
26tf_efficientnet_b4_ap96.1603.84099.2800.72019.343800.922bicubic
27tresnet_xl_44895.9704.03099.1300.87078.444480.875bilinear
28tf_efficientnet_b495.9004.10099.1700.83019.343800.922bicubic
29swsl_resnext50_32x4d95.8704.13099.2500.75025.032240.875bilinear
30resnest101e95.8604.14099.2100.79048.282560.875bilinear
31tresnet_l_44895.8604.14099.1200.88055.994480.875bilinear
32ssl_resnext101_32x16d95.8004.20099.1800.820194.032240.875bilinear
33tf_efficientnet_b2_ns95.7704.23099.1200.8809.112600.890bicubic
34pnasnet5large95.7104.29098.9201.08086.063310.911bicubic
35nasnetalarge95.6804.32098.9301.07088.753310.911bicubic
36ecaresnet101d95.5304.47099.1300.87044.572240.875bicubic
37ssl_resnext101_32x8d95.4704.53099.1100.89088.792240.875bilinear
38ssl_resnext101_32x4d95.4404.56099.1300.87044.182240.875bilinear
39tresnet_xl95.4404.56099.0500.95078.442240.875bilinear
40swsl_resnet5095.4104.59099.2900.71025.562240.875bilinear
41tf_efficientnet_b3_ap95.3204.68098.9001.10012.233000.904bicubic
42tresnet_l95.2904.71099.0100.99055.992240.875bilinear
43efficientnet_b3a95.2604.74098.9301.07012.233201.000bicubic
44tf_efficientnet_b1_ns95.1704.83099.1100.8907.792400.882bicubic
45ecaresnet101d_pruned95.0804.92098.9801.02024.882240.875bicubic
46efficientnet_b395.0804.92098.9801.02012.233000.904bicubic
47gluon_resnet152_v1s95.0404.96098.9301.07060.322240.875bicubic
48tf_efficientnet_b395.0104.99098.9101.09012.233000.904bicubic
49tresnet_m_44894.9905.01098.9801.02031.394480.875bilinear
50resnest50d_4s2x40d94.9605.04099.0700.93030.422240.875bicubic
51rexnet_20094.9405.06099.0100.99016.372240.875bicubic
52gluon_seresnext101_64x4d94.9305.07098.8301.17088.232240.875bicubic
53gluon_senet15494.9205.08098.7601.240115.092240.875bicubic
54gluon_seresnext101_32x4d94.9205.08098.8101.19048.962240.875bicubic
55tf_efficientnet_lite494.8905.11099.0200.98013.013800.920bilinear
56ssl_resnext50_32x4d94.8705.13098.8801.12025.032240.875bilinear
57resnest50d94.8305.17098.8801.12027.482240.875bilinear
58ecaresnetlight94.7705.23098.8001.20030.162240.875bicubic
59resnest50d_1s4x24d94.7505.25098.9801.02025.682240.875bicubic
60gluon_resnet152_v1d94.7405.26098.7401.26060.212240.875bicubic
61gluon_resnet101_v1s94.7205.28098.8201.18044.672240.875bicubic
62efficientnet_b294.7005.30098.6701.3309.112600.875bicubic
63gluon_resnext101_64x4d94.6705.33098.6501.35083.462240.875bicubic
64cspdarknet5394.6605.34098.8001.20027.642560.887bilinear
65ecaresnet50d94.6305.37098.8901.11025.582240.875bicubic
66efficientnet_b3_pruned94.6305.37098.7601.2409.863000.904bicubic
67tresnet_m94.6205.38098.5501.45031.392240.875bilinear
68efficientnet_b2a94.6105.39098.7101.2909.112881.000bicubic
69tf_efficientnet_el94.5905.41098.7501.25010.593000.904bicubic
70seresnet5094.5505.45098.7501.25028.092240.875bicubic
71inception_resnet_v294.5405.46098.7901.21055.842990.897bicubic
72regnety_32094.5405.46098.8501.150145.052240.875bicubic
73gluon_resnext101_32x4d94.5305.47098.6301.37044.182240.875bicubic
74tf_efficientnet_b2_ap94.4905.51098.6201.3809.112600.890bicubic
75regnety_12094.4805.52098.8101.19051.822240.875bicubic
76rexnet_15094.4805.52098.7901.2109.732240.875bicubic
77cspresnext5094.4805.52098.6801.32020.572240.875bilinear
78regnetx_32094.4605.54098.7401.260107.812240.875bicubic
79ssl_resnet5094.4505.55098.9201.08025.562240.875bilinear
80inception_v494.3805.62098.5801.42042.682990.875bicubic
81tf_efficientnet_b294.3605.64098.6101.3909.112600.890bicubic
82gluon_seresnext50_32x4d94.3405.66098.6101.39027.562240.875bicubic
83regnety_16094.3405.66098.8501.15083.592240.875bicubic
84dpn10794.3105.69098.4801.52086.922240.875bicubic
85xception7194.2805.72098.6401.36042.342990.903bicubic
86gluon_xception6594.2605.74098.5701.43039.922990.903bicubic
87skresnext50_32x4d94.2605.74098.4601.54027.482240.875bicubic
88regnetx_12094.2405.76098.6501.35046.112240.875bicubic
89dpn9294.2305.77098.7301.27037.672240.875bicubic
90ecaresnet50d_pruned94.2205.78098.7301.27019.942240.875bicubic
91gluon_resnet101_v1d94.2205.78098.5501.45044.572240.875bicubic
92tf_efficientnet_lite394.2005.80098.6401.3608.203000.904bilinear
93mixnet_xl94.1905.81098.3401.66011.902240.875bicubic
94resnext50d_32x4d94.1805.82098.5701.43025.052240.875bicubic
95regnety_08094.1705.83098.6801.32039.182240.875bicubic
96ens_adv_inception_resnet_v294.1605.84098.6001.40055.842990.897bicubic
97gluon_resnet152_v1c94.1605.84098.6401.36060.212240.875bicubic
98regnety_06494.1505.85098.7301.27030.582240.875bicubic
99efficientnet_b2_pruned94.1405.86098.5301.4708.312600.890bicubic
100dpn9894.1305.87098.5701.43061.572240.875bicubic
101regnetx_16094.1205.88098.7501.25054.282240.875bicubic
102resnext50_32x4d94.1005.90098.3501.65025.032240.875bicubic
103ese_vovnet39b94.0905.91098.6601.34024.572240.875bicubic
104gluon_resnet152_v1b94.0805.92098.4501.55060.192240.875bicubic
105dpn13194.0105.99098.7201.28079.252240.875bicubic
106hrnet_w6494.0105.99098.6101.390128.062240.875bilinear
107resnetblur5093.9606.04098.5901.41025.562240.875bicubic
108dla102x293.9506.05098.4901.51041.282240.875bilinear
109hrnet_w4893.9206.08098.6101.39077.472240.875bilinear
110rexnet_13093.9006.10098.4001.6007.562240.875bicubic
111tf_efficientnet_cc_b1_8e93.9006.10098.2601.74039.722400.882bicubic
112regnetx_06493.8906.11098.6301.37026.212240.875bicubic
113regnetx_08093.8706.13098.5201.48039.572240.875bicubic
114regnety_04093.8606.14098.6501.35020.652240.875bicubic
115resnext101_32x8d93.8306.17098.5801.42088.792240.875bilinear
116gluon_resnext50_32x4d93.8106.19098.4101.59025.032240.875bicubic
117resnet5093.8106.19098.3901.61025.562240.875bicubic
118gluon_resnet50_v1d93.7706.23098.3901.61025.582240.875bicubic
119xception6593.7606.24098.3701.63039.922990.903bicubic
120gluon_resnet101_v1b93.7506.25098.3801.62044.552240.875bicubic
121res2net101_26w_4s93.7506.25098.3101.69045.212240.875bilinear
122wide_resnet101_293.7206.28098.5401.460126.892240.875bilinear
123dpn68b93.6906.31098.5101.49012.612240.875bicubic
124tf_efficientnet_b1_ap93.6906.31098.3601.6407.792400.882bicubic
125gluon_resnet101_v1c93.6706.33098.4201.58044.572240.875bicubic
126tf_efficientnet_b0_ns93.6306.37098.6401.3605.292240.875bicubic
127gluon_resnet50_v1s93.6206.38098.4601.54025.682240.875bicubic
128regnetx_04093.5606.44098.5401.46022.122240.875bicubic
129hrnet_w4493.5506.45098.7001.30067.062240.875bilinear
130res2net50_26w_8s93.5406.46098.2601.74048.402240.875bilinear
131hrnet_w3293.5306.47098.4501.55041.232240.875bilinear
132dla102x93.5206.48098.5101.49026.312240.875bilinear
133tf_efficientnet_b193.5006.50098.3601.6407.792400.882bicubic
134hrnet_w4093.4906.51098.5801.42057.562240.875bilinear
135tf_efficientnet_em93.4806.52098.4401.5606.902400.882bicubic
136gluon_inception_v393.4606.54098.5701.43023.832990.875bicubic
137xception93.4606.54098.5301.47022.862990.897bicubic
138mixnet_l93.4506.55098.2201.7807.332240.875bicubic
139xception4193.4306.57098.4301.57026.972990.903bicubic
140res2net50_26w_6s93.4106.59098.2801.72037.052240.875bilinear
141regnety_03293.3906.61098.6401.36019.442240.875bicubic
142dla16993.3406.66098.6001.40053.392240.875bilinear
143resnest26d93.3306.67098.6301.37017.072240.875bilinear
144tf_inception_v393.3206.68098.0301.97023.832990.875bicubic
145tf_mixnet_l93.3106.69098.0301.9707.332240.875bicubic
146resnet15293.3006.70098.3901.61060.192240.875bilinear
147selecsls60b93.3006.70098.2801.72032.772240.875bicubic
148efficientnet_b193.2606.74098.1701.8307.792400.875bicubic
149hrnet_w3093.2006.80098.4101.59037.712240.875bilinear
150dla60_res2net93.1806.82098.4201.58020.852240.875bilinear
151dla60_res2next93.1806.82098.4101.59017.032240.875bilinear
152wide_resnet50_293.1706.83098.3501.65068.882240.875bilinear
153efficientnet_es93.1406.86098.4201.5805.442240.875bicubic
154dla60x93.1206.88098.5101.49017.352240.875bilinear
155regnetx_03293.1206.88098.3901.61015.302240.875bicubic
156seresnext26t_32x4d93.0706.93098.1101.89016.822240.875bicubic
157dla10293.0606.94098.5401.46033.272240.875bilinear
158gluon_resnet50_v1c93.0306.97098.3901.61025.582240.875bicubic
159regnety_01693.0306.97098.3601.64011.202240.875bicubic
160rexnet_10093.0306.97098.1901.8104.802240.875bicubic
161selecsls6093.0306.97098.3001.70030.672240.875bicubic
162adv_inception_v392.8807.12098.1401.86023.832990.875bicubic
163res2next5092.8407.16098.1801.82024.672240.875bilinear
164tf_efficientnet_cc_b0_8e92.8307.17098.1801.82024.012240.875bicubic
165seresnext26tn_32x4d92.8207.18098.3701.63016.812240.875bicubic
166resnet10192.8107.19098.2501.75044.552240.875bilinear
167efficientnet_b1_pruned92.7707.23098.0401.9606.332400.882bicubic
168densenet20192.7507.25098.2301.77020.012240.875bicubic
169res2net50_14w_8s92.7407.26098.1801.82025.062240.875bilinear
170tv_resnext50_32x4d92.7407.26098.2701.73025.032240.875bilinear
171inception_v392.7207.28097.9702.03023.832990.875bicubic
172seresnext26d_32x4d92.7007.30098.1501.85016.812240.875bicubic
173efficientnet_b092.6907.31098.0701.9305.292240.875bicubic
174tf_efficientnet_lite292.6507.35098.2301.7706.092600.890bicubic
175tf_efficientnet_lite192.6207.38098.0801.9205.422400.882bicubic
176tf_efficientnet_cc_b0_4e92.5907.41098.0801.92013.312240.875bicubic
177res2net50_48w_2s92.5507.45098.0801.92025.292240.875bilinear
178tf_efficientnet_es92.5507.45098.2801.7205.442240.875bicubic
179gluon_resnet50_v1b92.5407.46098.1701.83025.562240.875bicubic
180densenet16192.5007.50098.2901.71028.682240.875bicubic
181res2net50_26w_4s92.5007.50098.0601.94025.702240.875bilinear
182mixnet_m92.4307.57097.8702.1305.012240.875bicubic
183mobilenetv2_120d92.4007.60098.0501.9505.832240.875bicubic
184skresnet3492.3907.61098.1501.85022.282240.875bicubic
185tf_mixnet_m92.3307.67097.8902.1105.012240.875bicubic
186hrnet_w1892.3207.68098.2401.76021.302240.875bilinear
187ese_vovnet19b_dw92.2907.71098.0901.9106.542240.875bicubic
188selecsls42b92.2807.72098.1501.85032.462240.875bicubic
189tf_efficientnet_b092.2507.75098.0002.0005.292240.875bicubic
190dla6092.2307.77098.1101.89022.042240.875bilinear
191tf_efficientnet_b0_ap92.2007.80098.0201.9805.292240.875bicubic
192regnetx_01692.1707.83098.2101.7909.192240.875bicubic
193resnet26d92.0707.93097.9602.04016.012240.875bicubic
194dpn6892.0107.99098.0501.95012.612240.875bicubic
195densenet16991.9308.07098.1001.90014.152240.875bicubic
196densenetblur121d91.9108.09098.0701.9308.002240.875bicubic
197tv_resnet5091.8808.12098.0401.96025.562240.875bilinear
198mobilenetv2_14091.8308.17097.8602.1406.112240.875bicubic
199mixnet_s91.8308.17097.6902.3104.132240.875bicubic
200regnety_00891.7508.25098.1801.8206.262240.875bicubic
201resnest14d91.7208.28097.8702.13010.612240.875bilinear
202densenet12191.5708.43098.0301.9707.982240.875bicubic
203tf_mixnet_s91.5108.49097.6202.3804.132240.875bicubic
204regnety_00691.3708.63097.7102.2906.062240.875bicubic
205mobilenetv3_large_10091.3208.68097.7102.2905.482240.875bicubic
206semnasnet_10091.2808.72097.5602.4403.892240.875bicubic
207tf_mobilenetv3_large_10091.2408.76097.6602.3405.482240.875bilinear
208mobilenetv3_rw91.2108.79097.6602.3405.482240.875bicubic
209hrnet_w18_small_v291.1908.81097.9002.10015.602240.875bilinear
210efficientnet_lite091.1408.86097.6302.3704.652240.875bicubic
211resnet3491.1308.87097.6202.38021.802240.875bilinear
212resnet2691.1108.89097.7402.26016.002240.875bicubic
213regnetx_00891.0508.95097.7102.2907.262240.875bicubic
214tf_efficientnet_lite091.0408.96097.5902.4104.652240.875bicubic
215gluon_resnet34_v1b90.9609.04097.6302.37021.802240.875bicubic
216mobilenetv2_110d90.9509.05097.5502.4504.522240.875bicubic
217tv_densenet12190.8909.11097.7102.2907.982240.875bicubic
218dla3490.7609.24097.6602.34015.742240.875bilinear
219fbnetc_10090.7009.30097.2102.7905.572240.875bilinear
220swsl_resnet1890.6909.31097.7002.30011.692240.875bilinear
221mnasnet_10090.5109.49097.4702.5304.382240.875bicubic
222regnety_00490.5009.50097.5402.4604.342240.875bicubic
223regnetx_00690.3509.65097.4302.5706.202240.875bicubic
224spnasnet_10090.3509.65097.1902.8104.422240.875bilinear
225ssl_resnet1890.2209.78097.5502.45011.692240.875bilinear
226tv_resnet3489.94010.06097.3402.66021.802240.875bilinear
227tf_mobilenetv3_large_07589.68010.32097.2102.7903.992240.875bilinear
228skresnet1889.66010.34097.2302.77011.962240.875bicubic
229mobilenetv2_10089.60010.40097.1402.8603.502240.875bicubic
230hrnet_w18_small89.05010.95097.1102.89013.192240.875bilinear
231tf_mobilenetv3_large_minimal_10088.97011.03096.8603.1403.922240.875bilinear
232regnetx_00488.90011.10097.1202.8805.162240.875bicubic
233gluon_resnet18_v1b88.40011.60096.6803.32011.692240.875bicubic
234resnet1887.39012.61096.2903.71011.692240.875bilinear
235regnety_00287.38012.62096.5903.4103.162240.875bicubic
236dla60x_c86.29013.71096.1603.8401.322240.875bilinear
237regnetx_00286.19013.81095.9804.0202.682240.875bicubic
238tf_mobilenetv3_small_10085.19014.81095.7704.2302.542240.875bilinear
239dla46x_c84.25015.75095.2704.7301.072240.875bilinear
240dla46_c83.65016.35094.9205.0801.302240.875bilinear
241tf_mobilenetv3_small_07583.52016.48094.7905.2102.042240.875bilinear
242tf_mobilenetv3_small_minimal_10081.38018.62093.6706.3302.042240.875bilinear