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

13 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns88.35211.64898.6481.352480.318000.96bicubic
3tf_efficientnet_l2_ns_47588.23411.76698.5461.454480.314750.936bicubic
4tf_efficientnet_b7_ns86.83813.16298.0941.90666.356000.949bicubic
5tf_efficientnet_b6_ns86.46213.53897.8842.11643.045280.942bicubic
6tf_efficientnet_b5_ns86.0813.9297.7542.24630.394560.934bicubic
7ig_resnext101_32x48d85.44214.55897.5722.428828.412240.875bilinear
8tf_efficientnet_b885.3714.6397.3922.60887.416720.954bicubic
9tf_efficientnet_b8_ap85.36814.63297.2942.70687.416720.954bicubic
10tf_efficientnet_b4_ns85.15814.84297.4682.53219.343800.922bicubic
11tf_efficientnet_b7_ap85.11814.88297.2522.74866.356000.949bicubic
12ig_resnext101_32x32d85.09214.90897.4362.564468.532240.875bilinear
13tf_efficientnet_b784.93215.06897.2082.79266.356000.949bicubic
14tf_efficientnet_b6_ap84.78615.21497.1382.86243.045280.942bicubic
15swsl_resnext101_32x8d84.29415.70697.1742.82688.792240.875bilinear
16tf_efficientnet_b5_ap84.25415.74696.9763.02430.394560.934bicubic
17ig_resnext101_32x16d84.17615.82497.1962.804194.032240.875bilinear
18tf_efficientnet_b684.11215.88896.8843.11643.045280.942bicubic
19tf_efficientnet_b3_ns84.05415.94696.9123.08812.233000.904bicubic
20tf_efficientnet_b583.81616.18496.753.2530.394560.934bicubic
21swsl_resnext101_32x16d83.33816.66296.8523.148194.032240.875bilinear
22tf_efficientnet_b4_ap83.24816.75296.3883.61219.343800.922bicubic
23swsl_resnext101_32x4d83.23416.76696.7563.24444.182240.875bilinear
24tresnet_xl_44883.04816.95296.1743.82678.444480.875bilinear
25tf_efficientnet_b483.01616.98496.2983.70219.343800.922bicubic
26pnasnet5large82.7417.2696.043.9686.063310.875bicubic
27ig_resnext101_32x8d82.68817.31296.6323.36888.792240.875bilinear
28nasnetalarge82.55817.44296.0363.96488.753310.875bicubic
29tf_efficientnet_b2_ns82.3817.6296.2523.7489.112600.89bicubic
30tresnet_l_44882.26817.73295.9784.02255.994480.875bilinear
31swsl_resnext50_32x4d82.1817.8296.2283.77225.032240.875bilinear
32ecaresnet101d82.16617.83496.0523.94844.572240.875bicubic
33tresnet_xl82.0717.9395.9284.07278.442240.875bilinear
34efficientnet_b3a81.87418.12695.844.1612.233201bicubic
35ssl_resnext101_32x16d81.83618.16496.0943.906194.032240.875bilinear
36tf_efficientnet_b3_ap81.82818.17295.6244.37612.233000.904bicubic
37tresnet_m_44881.71218.28895.574.4331.394480.875bilinear
38tf_efficientnet_b381.6418.3695.7224.27812.233000.904bicubic
39ssl_resnext101_32x8d81.62618.37496.0383.96288.792240.875bilinear
40tf_efficientnet_lite481.52818.47295.6684.33213.013800.92bilinear
41efficientnet_b381.49818.50295.7184.28212.233000.904bicubic
42tresnet_l81.48818.51295.6284.37255.992240.875bilinear
43tf_efficientnet_b1_ns81.38618.61495.7384.2627.792400.882bicubic
44senet15481.30418.69695.4984.502115.092240.875bilinear
45gluon_senet15481.22418.77695.3564.644115.092240.875bicubic
46swsl_resnet5081.1818.8295.9864.01425.562240.875bilinear
47gluon_resnet152_v1s81.01218.98895.4164.58460.322240.875bicubic
48ssl_resnext101_32x4d80.92819.07295.7284.27244.182240.875bilinear
49gluon_seresnext101_32x4d80.90219.09895.2944.70648.962240.875bicubic
50gluon_seresnext101_64x4d80.8919.1195.3044.69688.232240.875bicubic
51ecaresnet101d_pruned80.80819.19295.6284.37224.882240.875bicubic
52tresnet_m80.79619.20494.8565.14431.392240.875bilinear
53efficientnet_b2a80.60819.39295.314.699.112881bicubic
54ecaresnet50d80.60419.39695.3224.67825.582240.875bicubic
55gluon_resnext101_64x4d80.60219.39894.9945.00683.462240.875bicubic
56mixnet_xl80.47819.52294.9325.06811.92240.875bicubic
57gluon_resnet152_v1d80.4719.5395.2064.79460.212240.875bicubic
58inception_resnet_v280.4619.5495.314.6955.842990.8975bicubic
59ecaresnetlight80.45419.54695.2564.74430.162240.875bicubic
60tf_efficientnet_el80.44819.55295.164.8410.593000.904bicubic
61gluon_resnet101_v1d80.42419.57695.024.9844.572240.875bicubic
62efficientnet_b280.40219.59895.0764.9249.112600.875bicubic
63gluon_resnext101_32x4d80.33419.66694.9265.07444.182240.875bicubic
64ssl_resnext50_32x4d80.32819.67295.4044.59625.032240.875bilinear
65tf_efficientnet_b2_ap80.30619.69495.0284.9729.112600.89bicubic
66gluon_resnet101_v1s80.319.795.154.8544.672240.875bicubic
67seresnext101_32x4d80.23619.76495.0284.97248.962240.875bilinear
68dpn10780.16419.83694.9125.08886.922240.875bicubic
69inception_v480.15619.84494.9745.02642.682990.875bicubic
70skresnext50_32x4d80.1519.8594.6445.35627.482240.875bicubic
71tf_efficientnet_b280.0919.9194.9065.0949.112600.89bicubic
72dpn9280.01619.98494.8385.16237.672240.875bicubic
73ens_adv_inception_resnet_v279.97620.02494.9465.05455.842990.8975bicubic
74gluon_resnet152_v1c79.91620.08494.8425.15860.212240.875bicubic
75gluon_seresnext50_32x4d79.91220.08894.8185.18227.562240.875bicubic
76dpn13179.82820.17294.7045.29679.252240.875bicubic
77tf_efficientnet_lite379.81220.18894.9145.0868.23000.904bilinear
78resnext50_32x4d79.76220.23894.65.425.032240.875bicubic
79ecaresnet50d_pruned79.71820.28294.895.1119.942240.875bicubic
80gluon_resnet152_v1b79.69220.30894.7385.26260.192240.875bicubic
81resnext50d_32x4d79.67420.32694.8685.13225.052240.875bicubic
82dpn9879.63620.36494.5945.40661.572240.875bicubic
83gluon_xception6579.60420.39694.7485.25239.922990.875bicubic
84gluon_resnet101_v1c79.54420.45694.5865.41444.572240.875bicubic
85hrnet_w6479.47220.52894.655.35128.062240.875bilinear
86dla102x279.45220.54894.6445.35641.752240.875bilinear
87gluon_resnext50_32x4d79.35620.64494.4245.57625.032240.875bicubic
88resnext101_32x8d79.31220.68894.5265.47488.792240.875bilinear
89hrnet_w4879.3120.6994.5185.48277.472240.875bilinear
90gluon_resnet101_v1b79.30420.69694.5245.47644.552240.875bicubic
91tf_efficientnet_cc_b1_8e79.29820.70294.3645.63639.722400.882bicubic
92resnetblur5079.2920.7194.6325.36825.562240.875bicubic
93tf_efficientnet_b1_ap79.27820.72294.3085.6927.792400.882bicubic
94ssl_resnet5079.22820.77294.8325.16825.562240.875bilinear
95res2net50_26w_8s79.2120.7994.3625.63848.42240.875bilinear
96res2net101_26w_4s79.19620.80494.445.5645.212240.875bilinear
97seresnext50_32x4d79.07620.92494.4345.56627.562240.875bilinear
98gluon_resnet50_v1d79.07420.92694.4765.52425.582240.875bicubic
99xception79.04820.95294.3925.60822.862990.8975bicubic
100resnet5079.03220.96894.3845.61625.562240.875bicubic
101mixnet_l78.97621.02494.1845.8167.332240.875bicubic
102hrnet_w4078.93421.06694.4665.53457.562240.875bilinear
103hrnet_w4478.89421.10694.375.6367.062240.875bilinear
104wide_resnet101_278.84621.15494.2845.716126.892240.875bilinear
105tf_efficientnet_b178.83221.16894.1965.8047.792400.882bicubic
106gluon_inception_v378.80421.19694.385.6223.832990.875bicubic
107tf_mixnet_l78.7721.2394.0045.9967.332240.875bicubic
108gluon_resnet50_v1s78.71221.28894.2425.75825.682240.875bicubic
109dla16978.7121.2994.3385.66253.992240.875bilinear
110efficientnet_b178.69821.30294.1525.8487.792400.875bicubic
111tf_efficientnet_em78.69821.30294.325.686.92400.882bicubic
112seresnet15278.65821.34294.3745.62666.822240.875bilinear
113tf_efficientnet_b0_ns78.65221.34894.3685.6325.292240.875bicubic
114res2net50_26w_6s78.57421.42694.1265.87437.052240.875bilinear
115dla102x78.50821.49294.2345.76626.772240.875bilinear
116dla60_res2net78.47221.52894.2045.79621.152240.875bilinear
117wide_resnet50_278.46821.53294.0865.91468.882240.875bilinear
118dla60_res2next78.44821.55294.1445.85617.332240.875bilinear
119hrnet_w3278.44821.55294.1885.81241.232240.875bilinear
120selecsls60b78.41821.58294.1665.83432.772240.875bicubic
121seresnet10178.39621.60494.2585.74249.332240.875bilinear
122resnet15278.31221.68894.0465.95460.192240.875bilinear
123dla60x78.24221.75894.0225.97817.652240.875bilinear
124res2next5078.24221.75893.8926.10824.672240.875bilinear
125hrnet_w3078.19621.80494.2185.78237.712240.875bilinear
126res2net50_14w_8s78.15221.84893.8426.15825.062240.875bilinear
127efficientnet_es78.05421.94693.936.075.442240.875bicubic
128dla10278.02621.97493.956.0533.732240.875bilinear
129gluon_resnet50_v1c78.0121.9993.9886.01225.582240.875bicubic
130seresnext26tn_32x4d77.9922.0193.7486.25216.812240.875bicubic
131seresnext26t_32x4d77.98822.01293.7066.29416.822240.875bicubic
132selecsls6077.98222.01893.8326.16830.672240.875bicubic
133res2net50_26w_4s77.94622.05493.8526.14825.72240.875bilinear
134tf_efficientnet_cc_b0_8e77.90822.09293.6566.34424.012240.875bicubic
135tf_inception_v377.85622.14493.6446.35623.832990.875bicubic
136efficientnet_b077.69222.30893.5326.4685.292240.875bicubic
137seresnet5077.63622.36493.7526.24828.092240.875bilinear
138tv_resnext50_32x4d77.61822.38293.6986.30225.032240.875bilinear
139seresnext26d_32x4d77.60422.39693.6126.38816.812240.875bicubic
140gluon_resnet50_v1b77.57822.42293.7186.28225.562240.875bicubic
141adv_inception_v377.57622.42493.7246.27623.832990.875bicubic
142dpn68b77.51422.48693.8226.17812.612240.875bicubic
143res2net50_48w_2s77.51422.48693.5486.45225.292240.875bilinear
144tf_efficientnet_lite277.4622.5493.7466.2546.092600.89bicubic
145inception_v377.43422.56693.4786.52227.162990.875bicubic
146resnet10177.37422.62693.5466.45444.552240.875bilinear
147densenet16177.34822.65293.6486.35228.682240.875bicubic
148tf_efficientnet_cc_b0_4e77.30422.69693.3326.66813.312240.875bicubic
149mobilenetv2_120d77.29422.70693.5026.4985.832240.875bicubic
150densenet20177.2922.7193.4786.52220.012240.875bicubic
151tf_efficientnet_es77.26422.73693.66.45.442240.875bicubic
152mixnet_m77.25622.74493.4186.5825.012240.875bicubic
153selecsls42b77.17622.82493.3926.60832.462240.875bicubic
154seresnext26_32x4d77.122.993.316.6916.792240.875bicubic
155tf_efficientnet_b0_ap77.08422.91693.2546.7465.292240.875bicubic
156dla6077.02222.97893.3086.69222.332240.875bilinear
157tf_mixnet_m76.9523.0593.1566.8445.012240.875bicubic
158skresnet3476.9123.0993.3166.68422.282240.875bicubic
159tf_efficientnet_b076.8423.1693.2266.7745.292240.875bicubic
160hrnet_w1876.75623.24493.4426.55821.32240.875bilinear
161resnet26d76.6823.3293.1666.83416.012240.875bicubic
162tf_efficientnet_lite176.63823.36293.2326.7685.422400.882bicubic
163mobilenetv2_14076.52423.47692.997.016.112240.875bicubic
164dpn6876.30623.69492.977.0312.612240.875bicubic
165tv_resnet5076.1323.8792.8627.13825.562240.875bilinear
166mixnet_s75.98824.01292.7947.2064.132240.875bicubic
167densenet16975.91224.08893.0246.97614.152240.875bicubic
168mobilenetv3_large_10075.76824.23292.547.465.482240.875bicubic
169tf_mixnet_s75.64824.35292.6367.3644.132240.875bicubic
170mobilenetv3_rw75.62824.37292.7087.2925.482240.875bicubic
171tf_mobilenetv3_large_10075.51624.48492.67.45.482240.875bilinear
172semnasnet_10075.45624.54492.5927.4083.892240.875bicubic
173resnet2675.29224.70892.577.43162240.875bicubic
174hrnet_w18_small_v275.12624.87492.4167.58415.62240.875bilinear
175fbnetc_10075.1224.8892.3867.6145.572240.875bilinear
176resnet3475.11224.88892.2887.71221.82240.875bilinear
177mobilenetv2_110d75.05224.94892.187.824.522240.875bicubic
178tf_efficientnet_lite074.84225.15892.177.834.652240.875bicubic
179seresnet3474.80825.19292.1267.87421.962240.875bilinear
180densenet12174.75225.24892.1527.8487.982240.875bicubic
181mnasnet_10074.65625.34492.1267.8744.382240.875bicubic
182dla3474.63625.36492.0647.93615.782240.875bilinear
183gluon_resnet34_v1b74.5825.4291.9888.01221.82240.875bicubic
184spnasnet_10074.0825.9291.8328.1684.422240.875bilinear
185tf_mobilenetv3_large_07573.44226.55891.3528.6483.992240.875bilinear
186tv_resnet3473.31426.68691.428.5821.82240.875bilinear
187swsl_resnet1873.28626.71491.7328.26811.692240.875bilinear
188skresnet1873.04426.95691.1788.82211.962240.875bicubic
189mobilenetv2_10072.97827.02291.0168.9843.52240.875bicubic
190ssl_resnet1872.627.491.4188.58211.692240.875bilinear
191hrnet_w18_small72.34227.65890.6729.32813.192240.875bilinear
192tf_mobilenetv3_large_minimal_10072.24427.75690.6369.3643.922240.875bilinear
193seresnet1871.75828.24290.3349.66611.782240.875bicubic
194gluon_resnet18_v1b70.8329.1789.75610.24411.692240.875bicubic
195resnet1869.75830.24289.07810.92211.692240.875bilinear
196tf_mobilenetv3_small_10067.91832.08287.66212.3382.542240.875bilinear
197dla60x_c67.90832.09288.43411.5661.342240.875bilinear
198dla46x_c65.9834.0286.9813.021.082240.875bilinear
199tf_mobilenetv3_small_07565.71834.28286.13613.8642.042240.875bilinear
200dla46_c64.87835.12286.28613.7141.312240.875bilinear
201tf_mobilenetv3_small_minimal_10062.89837.10284.2315.772.042240.875bilinear