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

14 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns_47562.386737.613387.106712.8933480.314750.936bicubic
3tf_efficientnet_l2_ns62.026737.973387.9612.04480.318000.96bicubic
4tf_efficientnet_b7_ns45.7254.2874.225.866.356000.949bicubic
5ig_resnext101_32x48d41.573358.426766.613333.3867828.412240.875bilinear
6tf_efficientnet_b6_ns40.426759.573368.8431.1643.045280.942bicubic
7ig_resnext101_32x32d39.413360.586763.7636.24468.532240.875bilinear
8tf_efficientnet_b5_ns39.013360.986768.0431.9630.394560.934bicubic
9ig_resnext101_32x16d36.053363.946759.0440.96194.032240.875bilinear
10swsl_resnext101_32x8d32.066767.933359.440.688.792240.875bilinear
11tf_efficientnet_b4_ns30.869.259.4440.5619.343800.922bicubic
12tf_efficientnet_b8_ap29.670.456.933343.066787.416720.954bicubic
13tf_efficientnet_b829.373370.626757.066742.933387.416720.954bicubic
14ig_resnext101_32x8d28.706771.293352.3247.6888.792240.875bilinear
15swsl_resnext101_32x16d27.946772.053352.3247.68194.032240.875bilinear
16tf_efficientnet_b7_ap27.813372.186754.773345.226766.356000.949bicubic
17tresnet_xl_44826.8873.1251.093348.906778.444480.875bilinear
18swsl_resnext101_32x4d25.346774.653349.626750.373344.182240.875bilinear
19tf_efficientnet_b725.253374.746751.666748.333366.356000.949bicubic
20tresnet_l_44824.573375.426748.651.455.994480.875bilinear
21tf_efficientnet_b6_ap24.346775.653350.426749.573343.045280.942bicubic
22tf_efficientnet_b620.373379.626745.493354.506743.045280.942bicubic
23tresnet_m_44819.6880.3242.7657.2431.394480.875bilinear
24tf_efficientnet_b5_ap19.466780.533344.7255.2830.394560.934bicubic
25tf_efficientnet_b3_ns19.413380.586744.626755.373312.233000.904bicubic
26swsl_resnext50_32x4d18.066781.933341.866758.133325.032240.875bilinear
27ssl_resnext101_32x16d17.213382.786739.946760.0533194.032240.875bilinear
28tf_efficientnet_b517.066782.933341.906758.093330.394560.934bicubic
29swsl_resnet5015.986784.013338.853361.146725.562240.875bilinear
30ssl_resnext101_32x8d15.1284.8837.7262.2888.792240.875bilinear
31tf_efficientnet_b4_ap13.6886.3235.9264.0819.343800.922bicubic
32ecaresnet101d13.306786.693335.533364.466744.572240.875bicubic
33tf_efficientnet_b413.306786.693335.5264.4819.343800.922bicubic
34pnasnet5large13.0886.9232.213367.786786.063310.875bicubic
35nasnetalarge12.573387.426733.413366.586788.753310.875bicubic
36ssl_resnext101_32x4d12.1287.8831.893368.106744.182240.875bilinear
37tf_efficientnet_b2_ns11.786788.213332.9667.049.112600.89bicubic
38gluon_senet1549.906790.093326.453373.5467115.092240.875bicubic
39ssl_resnext50_32x4d9.666790.333328.426771.573325.032240.875bilinear
40senet1549.453390.546726.4473.56115.092240.875bilinear
41tresnet_xl9.306790.693328.413371.586778.442240.875bilinear
42efficientnet_b3a9.266790.733328.426771.573312.233201bicubic
43efficientnet_b38.946791.053328.213371.786712.233000.904bicubic
44inception_v48.9291.0824.706775.293342.682990.875bicubic
45gluon_seresnext101_64x4d8.866791.133327.3272.6888.232240.875bicubic
46tf_efficientnet_b1_ns8.613391.386727.2872.727.792400.882bicubic
47ecaresnet50d8.506791.493326.266773.733325.582240.875bicubic
48gluon_xception658.466791.533325.133374.866739.922990.875bicubic
49gluon_resnet152_v1d8.413391.586723.453376.546760.212240.875bicubic
50inception_resnet_v28.1691.8423.533376.466755.842990.8975bicubic
51tf_efficientnet_b3_ap8.133391.866726.2873.7212.233000.904bicubic
52gluon_seresnext101_32x4d8.0491.9624.733375.266748.962240.875bicubic
53tf_efficientnet_b38.013391.986725.466774.533312.233000.904bicubic
54ens_adv_inception_resnet_v27.986792.013323.826776.173355.842990.8975bicubic
55tf_efficientnet_lite47.933392.066725.5674.4413.013800.92bilinear
56tresnet_l7.8892.1225.186774.813355.992240.875bilinear
57gluon_resnet152_v1s7.866792.133323.173376.826760.322240.875bicubic
58gluon_resnext101_64x4d7.706792.293323.2476.7683.462240.875bicubic
59skresnext50_32x4d7.0892.9223.026776.973327.482240.875bicubic
60ssl_resnet5079323.9276.0825.562240.875bilinear
61ecaresnet101d_pruned6.893.224.275.824.882240.875bicubic
62ecaresnetlight6.7693.2422.5677.4430.162240.875bicubic
63efficientnet_b2a6.7693.2423.493376.50679.112881bicubic
64seresnext101_32x4d6.413393.586721.5278.4848.962240.875bilinear
65efficientnet_b26.093393.906721.933378.06679.112600.875bicubic
66gluon_resnext101_32x4d6.0493.9621.133378.866744.182240.875bicubic
67gluon_resnet101_v1d5.9294.0819.946780.053344.572240.875bicubic
68gluon_seresnext50_32x4d5.786794.213321.426778.573327.562240.875bicubic
69efficientnet_b3_pruned5.733394.266721.3678.649.863000.904bicubic
70gluon_inception_v35.506794.493319.946780.053323.832990.875bicubic
71mixnet_xl5.4894.5221.093378.906711.92240.875bicubic
72tresnet_m5.4494.5619.9680.0431.392240.875bilinear
73gluon_resnet101_v1s5.2894.7219.546780.453344.672240.875bicubic
74hrnet_w645.133394.866719.453380.5467128.062240.875bilinear
75efficientnet_b2_pruned4.946795.053319.346780.65338.312600.89bicubic
76dpn1074.8895.1217.613382.386786.922240.875bicubic
77gluon_resnet152_v1c4.866795.133317.773382.226760.212240.875bicubic
78adv_inception_v34.746795.253317.546782.453323.832990.875bicubic
79dla102x24.746795.253318.9681.0441.752240.875bilinear
80tf_inception_v34.746795.253317.746782.253323.832990.875bicubic
81hrnet_w484.7295.2818.4481.5677.472240.875bilinear
82dpn1314.6495.3616.866783.133379.252240.875bicubic
83gluon_resnet152_v1b4.586795.413316.533383.466760.192240.875bicubic
84ecaresnet50d_pruned4.546795.453318.546781.453319.942240.875bicubic
85dpn924.493395.506718.281.837.672240.875bicubic
86hrnet_w444.493395.506717.346782.653367.062240.875bilinear
87resnext50d_32x4d4.346795.653317.773382.226725.052240.875bicubic
88xception4.346795.653316.7683.2422.862990.8975bicubic
89seresnext50_32x4d4.2895.7217.813382.186727.562240.875bilinear
90resnext50_32x4d4.253395.746718.386781.613325.032240.875bicubic
91tf_efficientnet_cc_b1_8e4.2495.7615.946784.053339.722400.882bicubic
92tf_efficientnet_el4.226795.773318.173381.826710.593000.904bicubic
93inception_v34.295.816.293383.706727.162990.875bicubic
94tf_efficientnet_b2_ap4.173395.826718.3281.689.112600.89bicubic
95seresnet1524.146795.853315.893384.106766.822240.875bilinear
96resnext101_32x8d4.133395.866716.986783.013388.792240.875bilinear
97tf_efficientnet_b0_ns4.133395.866717.6882.325.292240.875bicubic
98dpn984.0895.9215.946784.053361.572240.875bicubic
99res2net101_26w_4s49614.826785.173345.212240.875bilinear
100efficientnet_b13.973396.026715.7684.247.792400.875bicubic
101tf_efficientnet_lite33.933396.066716.5283.488.23000.904bilinear
102tf_efficientnet_b23.773396.226716.613383.38679.112600.89bicubic
103hrnet_w303.6896.3215.573384.426737.712240.875bilinear
104hrnet_w323.653396.346714.786785.213341.232240.875bilinear
105hrnet_w403.653396.346715.4484.5657.562240.875bilinear
106seresnext26t_32x4d3.613396.386715.893384.106716.822240.875bicubic
107tf_efficientnet_b1_ap3.546796.453315.066784.93337.792400.882bicubic
108seresnext26tn_32x4d3.506796.493315.7684.2416.812240.875bicubic
109dla1693.466796.533315.333384.666753.992240.875bilinear
110gluon_resnext50_32x4d3.453396.546716.1283.8825.032240.875bicubic
111mixnet_l3.4496.5615.306784.69337.332240.875bicubic
112seresnext26d_32x4d3.496.616.1683.8416.812240.875bicubic
113resnetblur503.333396.666715.586784.413325.562240.875bicubic
114res2net50_26w_8s3.333396.666714.0485.9648.42240.875bilinear
115dla102x3.306796.693315.1284.8826.772240.875bilinear
116gluon_resnet101_v1c3.306796.693314.1285.8844.572240.875bicubic
117seresnet1013.253396.746715.453384.546749.332240.875bilinear
118dla60_res2next3.0496.9614.453385.546717.332240.875bilinear
119gluon_resnet50_v1d3.013396.986714.626785.373325.582240.875bicubic
120wide_resnet101_22.9697.0413.946786.0533126.892240.875bilinear
121efficientnet_b1_pruned2.933397.066714.413385.58676.332400.882bicubic
122gluon_resnet50_v1s2.9297.0813.1286.8825.682240.875bicubic
123tf_efficientnet_b12.866797.133313.506786.49337.792400.882bicubic
124res2net50_26w_6s2.8497.1612.687.437.052240.875bilinear
125efficientnet_b02.813397.186713.906786.09335.292240.875bicubic
126tf_mixnet_l2.813397.186713.0486.967.332240.875bicubic
127dpn68b2.706797.293312.6487.3612.612240.875bicubic
128selecsls60b2.693397.306713.173386.826732.772240.875bicubic
129tf_efficientnet_cc_b0_8e2.6897.3212.773387.226724.012240.875bicubic
130dla60_res2net2.6497.3614.285.821.152240.875bilinear
131gluon_resnet101_v1b2.626797.373313.573386.426744.552240.875bicubic
132dla60x2.613397.386713.333386.666717.652240.875bilinear
133mixnet_m2.546797.453312.426787.57335.012240.875bicubic
134skresnet342.5297.4812.773387.226722.282240.875bicubic
135efficientnet_es2.373397.626713.8886.125.442240.875bicubic
136resnet1522.3697.6412.287.860.192240.875bilinear
137swsl_resnet182.333397.666711.213388.786711.692240.875bilinear
138wide_resnet50_22.3297.6811.888.268.882240.875bilinear
139seresnext26_32x4d2.293397.706712.4487.5616.792240.875bicubic
140hrnet_w182.266797.733311.853388.146721.32240.875bilinear
141dla1022.253397.746712.1287.8833.732240.875bilinear
142resnet502.226797.773311.333388.666725.562240.875bicubic
143selecsls602.0897.9212.8487.1630.672240.875bicubic
144tf_efficientnet_cc_b0_4e2.0897.9210.973389.026713.312240.875bicubic
145res2next502.066797.933311.453388.546724.672240.875bilinear
146seresnet502.066797.933312.266787.733328.092240.875bilinear
147densenet1611.973398.026710.586789.413328.682240.875bicubic
148tf_efficientnet_b0_ap1.9698.0410.889.25.292240.875bicubic
149tf_efficientnet_em1.813398.186711.626788.37336.92400.882bicubic
150tf_mixnet_m1.813398.186710.546789.45335.012240.875bicubic
151tf_efficientnet_lite21.898.211.146788.85336.092600.89bicubic
152res2net50_14w_8s1.786798.213310.346789.653325.062240.875bilinear
153res2net50_26w_4s1.773398.226710.4489.5625.72240.875bilinear
154mobilenetv3_large_1001.7698.2410.293389.70675.482240.875bicubic
155tf_efficientnet_b01.693398.30679.733390.26675.292240.875bicubic
156tv_resnext50_32x4d1.6898.3210.689.425.032240.875bilinear
157mobilenetv3_rw1.666798.333310.733389.26675.482240.875bicubic
158resnet1011.666798.33339.813390.186744.552240.875bilinear
159mobilenetv2_120d1.6498.3610.453389.54675.832240.875bicubic
160mixnet_s1.586798.413310.253389.74674.132240.875bicubic
161densenet2011.546798.45339.626790.373320.012240.875bicubic
162gluon_resnet50_v1c1.546798.453310.613389.386725.582240.875bicubic
163semnasnet_1001.546798.45339.3290.683.892240.875bicubic
164selecsls42b1.466798.533310.4489.5632.462240.875bicubic
165tf_efficientnet_lite11.453398.54679.706790.29335.422400.882bicubic
166ssl_resnet181.386798.61338.1691.8411.692240.875bilinear
167dla601.346798.65339.466790.533322.332240.875bilinear
168dpn681.346798.65338.813391.186712.612240.875bicubic
169res2net50_48w_2s1.306798.69338.9291.0825.292240.875bilinear
170tf_mixnet_s1.2898.728.746791.25334.132240.875bicubic
171mobilenetv2_1401.253398.74679.106790.89336.112240.875bicubic
172fbnetc_1001.226798.77338.746791.25335.572240.875bilinear
173resnet26d1.226798.77339.2890.7216.012240.875bicubic
174densenet1691.186798.81338.3291.6814.152240.875bicubic
175tf_mobilenetv3_large_1001.186798.81337.946792.05335.482240.875bilinear
176gluon_resnet50_v1b1.1698.849.026790.973325.562240.875bicubic
177seresnet341.1298.887.492.621.962240.875bilinear
178tf_efficientnet_es1.1298.888.691.45.442240.875bicubic
179spnasnet_1001.106798.89338.253391.74674.422240.875bilinear
180tf_efficientnet_lite01.106798.89337.493392.50674.652240.875bicubic
181dla341.0898.927.693392.306715.782240.875bilinear
182resnet340.986799.01337.533392.466721.82240.875bilinear
183mobilenetv2_110d0.933399.06678.106791.89334.522240.875bicubic
184gluon_resnet34_v1b0.893399.10676.693.421.82240.875bicubic
185hrnet_w18_small_v20.893399.10677.386792.613315.62240.875bilinear
186skresnet180.8899.127.386792.613311.962240.875bicubic
187mnasnet_1000.866799.13337.866792.13334.382240.875bicubic
188tf_mobilenetv3_large_0750.866799.13336.7293.283.992240.875bilinear
189tf_mobilenetv3_small_1000.746799.25334.666795.33332.542240.875bilinear
190seresnet180.7299.286.026793.973311.782240.875bicubic
191densenet1210.6899.326.906793.09337.982240.875bicubic
192tf_mobilenetv3_small_0750.626799.37334.173395.82672.042240.875bilinear
193resnet260.699.46.8893.12162240.875bicubic
194tv_resnet340.699.45.5294.4821.82240.875bilinear
195mobilenetv2_1000.533399.46676.186793.81333.52240.875bicubic
196dla46_c0.5299.484.186795.81331.312240.875bilinear
197tf_mobilenetv3_large_minimal_1000.4899.524.8895.123.922240.875bilinear
198dla60x_c0.466799.53335.213394.78671.342240.875bilinear
199hrnet_w18_small0.453399.54674.8495.1613.192240.875bilinear
200dla46x_c0.413399.58674.4495.561.082240.875bilinear
201gluon_resnet18_v1b0.386799.61334.786795.213311.692240.875bicubic
202tf_mobilenetv3_small_minimal_1000.3699.642.866797.13332.042240.875bilinear
203resnet180.293399.70674.0495.9611.692240.875bilinear
204tv_resnet5001002.893397.106725.562240.875bilinear