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

16 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns88.35211.64898.6501.350480.318000.960bicubic
3tf_efficientnet_l2_ns_47588.23411.76698.5461.454480.314750.936bicubic
4tf_efficientnet_b7_ns86.84013.16098.0941.90666.356000.949bicubic
5tf_efficientnet_b6_ns86.45213.54897.8822.11843.045280.942bicubic
6tf_efficientnet_b5_ns86.08813.91297.7522.24830.394560.934bicubic
7ig_resnext101_32x48d85.42814.57297.5722.428828.412240.875bilinear
8tf_efficientnet_b885.37014.63097.3902.61087.416720.954bicubic
9tf_efficientnet_b8_ap85.37014.63097.2942.70687.416720.954bicubic
10tf_efficientnet_b4_ns85.16214.83897.4702.53019.343800.922bicubic
11tf_efficientnet_b7_ap85.12014.88097.2522.74866.356000.949bicubic
12ig_resnext101_32x32d85.09414.90697.4382.562468.532240.875bilinear
13tf_efficientnet_b784.93615.06497.2042.79666.356000.949bicubic
14tf_efficientnet_b6_ap84.78815.21297.1382.86243.045280.942bicubic
15resnest269e84.51815.48296.9863.014110.934160.928bicubic
16swsl_resnext101_32x8d84.28415.71697.1762.82488.792240.875bilinear
17tf_efficientnet_b5_ap84.25215.74896.9743.02630.394560.934bicubic
18ig_resnext101_32x16d84.17015.83097.1962.804194.032240.875bilinear
19tf_efficientnet_b684.11015.89096.8863.11443.045280.942bicubic
20tf_efficientnet_b3_ns84.04815.95296.9103.09012.233000.904bicubic
21resnest200e83.83216.16896.8943.10670.203200.909bicubic
22tf_efficientnet_b583.81216.18896.7483.25230.394560.934bicubic
23swsl_resnext101_32x16d83.34616.65496.8463.154194.032240.875bilinear
24tf_efficientnet_b4_ap83.24816.75296.3923.60819.343800.922bicubic
25swsl_resnext101_32x4d83.23016.77096.7603.24044.182240.875bilinear
26tresnet_xl_44883.05016.95096.1743.82678.444480.875bilinear
27tf_efficientnet_b483.02216.97896.3003.70019.343800.922bicubic
28resnest101e82.89017.11096.3203.68048.282560.875bilinear
29pnasnet5large82.78217.21896.0403.96086.063310.911bicubic
30ig_resnext101_32x8d82.68817.31296.6363.36488.792240.875bilinear
31nasnetalarge82.62017.38096.0463.95488.753310.911bicubic
32tf_efficientnet_b2_ns82.38017.62096.2483.7529.112600.890bicubic
33tresnet_l_44882.26817.73295.9764.02455.994480.875bilinear
34swsl_resnext50_32x4d82.18217.81896.2303.77025.032240.875bilinear
35ecaresnet101d82.17217.82896.0463.95444.572240.875bicubic
36tresnet_xl82.05417.94695.9364.06478.442240.875bilinear
37efficientnet_b3a81.86618.13495.8364.16412.233201.000bicubic
38ssl_resnext101_32x16d81.84418.15696.0963.904194.032240.875bilinear
39tf_efficientnet_b3_ap81.82218.17895.6244.37612.233000.904bicubic
40tresnet_m_44881.71418.28695.5724.42831.394480.875bilinear
41tf_efficientnet_b381.63618.36495.7184.28212.233000.904bicubic
42rexnet_20081.63218.36895.6684.33216.372240.875bicubic
43ssl_resnext101_32x8d81.61618.38496.0383.96288.792240.875bilinear
44tf_efficientnet_lite481.53618.46495.6684.33213.013800.920bilinear
45efficientnet_b381.49418.50695.7164.28412.233000.904bicubic
46tresnet_l81.48818.51295.6244.37655.992240.875bilinear
47tf_efficientnet_b1_ns81.38818.61295.7384.2627.792400.882bicubic
48gluon_senet15481.23418.76695.3484.652115.092240.875bicubic
49swsl_resnet5081.16618.83495.9724.02825.562240.875bilinear
50resnest50d_4s2x40d81.10818.89295.5584.44230.422240.875bicubic
51gluon_resnet152_v1s81.01618.98495.4124.58860.322240.875bicubic
52resnest50d_1s4x24d80.98819.01295.3224.67825.682240.875bicubic
53resnest50d80.97419.02695.3784.62227.482240.875bilinear
54ssl_resnext101_32x4d80.92419.07695.7284.27244.182240.875bilinear
55gluon_seresnext101_32x4d80.90419.09695.2944.70648.962240.875bicubic
56gluon_seresnext101_64x4d80.89419.10695.3084.69288.232240.875bicubic
57efficientnet_b3_pruned80.85819.14295.2424.7589.863000.904bicubic
58ecaresnet101d_pruned80.81819.18295.6284.37224.882240.875bicubic
59regnety_32080.81219.18895.2444.756145.052240.875bicubic
60tresnet_m80.80219.19894.8605.14031.392240.875bilinear
61efficientnet_b2a80.61219.38895.3184.6829.112881.000bicubic
62gluon_resnext101_64x4d80.60419.39694.9885.01283.462240.875bicubic
63ecaresnet50d80.59219.40895.3204.68025.582240.875bicubic
64mixnet_xl80.47619.52494.9365.06411.902240.875bicubic
65gluon_resnet152_v1d80.47419.52695.2064.79460.212240.875bicubic
66ecaresnetlight80.46219.53895.2504.75030.162240.875bicubic
67inception_resnet_v280.45819.54295.3064.69455.842990.897bicubic
68tf_efficientnet_el80.44019.56095.1644.83610.593000.904bicubic
69gluon_resnet101_v1d80.41419.58695.0144.98644.572240.875bicubic
70efficientnet_b280.39219.60895.0764.9249.112600.875bicubic
71regnety_12080.36619.63495.1264.87451.822240.875bicubic
72gluon_resnext101_32x4d80.33419.66694.9265.07444.182240.875bicubic
73ssl_resnext50_32x4d80.31819.68295.4064.59425.032240.875bilinear
74rexnet_15080.31019.69095.1664.8349.732240.875bicubic
75gluon_resnet101_v1s80.30219.69895.1604.84044.672240.875bicubic
76tf_efficientnet_b2_ap80.30019.70095.0284.9729.112600.890bicubic
77regnety_16080.29619.70494.9625.03883.592240.875bicubic
78seresnet5080.27419.72695.0704.93028.092240.875bicubic
79regnetx_32080.24619.75495.0264.974107.812240.875bicubic
80inception_v480.16819.83294.9685.03242.682990.875bicubic
81dpn10780.15619.84494.9105.09086.922240.875bicubic
82skresnext50_32x4d80.15619.84494.6425.35827.482240.875bicubic
83tf_efficientnet_b280.08619.91494.9085.0929.112600.890bicubic
84cspdarknet5380.05819.94295.0844.91627.642560.887bilinear
85cspresnext5080.04019.96094.9445.05620.572240.875bilinear
86dpn9280.00819.99294.8365.16437.672240.875bicubic
87ens_adv_inception_resnet_v279.98220.01894.9365.06455.842990.897bicubic
88gluon_seresnext50_32x4d79.91820.08294.8225.17827.562240.875bicubic
89efficientnet_b2_pruned79.91620.08494.8565.1448.312600.890bicubic
90gluon_resnet152_v1c79.91020.09094.8405.16060.212240.875bicubic
91regnety_08079.87620.12494.8305.17039.182240.875bicubic
92xception7179.87420.12694.9225.07842.342990.903bicubic
93regnetx_16079.85620.14494.8305.17054.282240.875bicubic
94dpn13179.82220.17894.7105.29079.252240.875bicubic
95tf_efficientnet_lite379.82020.18094.9145.0868.203000.904bilinear
96resnext50_32x4d79.76820.23294.5985.40225.032240.875bicubic
97regnety_06479.72220.27894.7685.23230.582240.875bicubic
98ecaresnet50d_pruned79.71620.28494.8805.12019.942240.875bicubic
99gluon_xception6579.71620.28494.8605.14039.922990.903bicubic
100gluon_resnet152_v1b79.68620.31494.7365.26460.192240.875bicubic
101resnext50d_32x4d79.67620.32494.8665.13425.052240.875bicubic
102dpn9879.64220.35894.5985.40261.572240.875bicubic
103regnetx_12079.59620.40494.7385.26246.112240.875bicubic
104xception6579.55220.44894.6545.34639.922990.903bicubic
105gluon_resnet101_v1c79.53420.46694.5785.42244.572240.875bicubic
106rexnet_13079.50020.50094.6825.3187.562240.875bicubic
107hrnet_w6479.47420.52694.6525.348128.062240.875bilinear
108dla102x279.44820.55294.6405.36041.282240.875bilinear
109gluon_resnext50_32x4d79.35420.64694.4265.57425.032240.875bicubic
110ese_vovnet39b79.32020.68094.7125.28824.572240.875bicubic
111resnext101_32x8d79.30820.69294.5185.48288.792240.875bilinear
112tf_efficientnet_cc_b1_8e79.30820.69294.3705.63039.722400.882bicubic
113gluon_resnet101_v1b79.30620.69494.5245.47644.552240.875bicubic
114hrnet_w4879.30020.70094.5125.48877.472240.875bilinear
115resnetblur5079.28620.71494.6385.36225.562240.875bicubic
116tf_efficientnet_b1_ap79.28020.72094.3065.6947.792400.882bicubic
117ssl_resnet5079.22220.77894.8325.16825.562240.875bilinear
118regnety_04079.22020.78094.6565.34420.652240.875bicubic
119dpn68b79.21620.78494.4145.58612.612240.875bicubic
120res2net50_26w_8s79.19820.80294.3685.63248.402240.875bilinear
121res2net101_26w_4s79.19820.80294.4325.56845.212240.875bilinear
122regnetx_08079.19420.80694.5605.44039.572240.875bicubic
123gluon_resnet50_v1d79.07420.92694.4705.53025.582240.875bicubic
124regnetx_06479.07220.92894.4585.54226.212240.875bicubic
125xception79.05220.94894.3925.60822.862990.897bicubic
126resnet5079.03820.96294.3905.61025.562240.875bicubic
127mixnet_l78.97621.02494.1825.8187.332240.875bicubic
128hrnet_w4078.92021.08094.4705.53057.562240.875bilinear
129hrnet_w4478.89621.10494.3685.63267.062240.875bilinear
130regnety_03278.88621.11494.4125.58819.442240.875bicubic
131wide_resnet101_278.85621.14494.2825.718126.892240.875bilinear
132tf_efficientnet_b178.82621.17494.1985.8027.792400.882bicubic
133gluon_inception_v378.80621.19494.3705.63023.832990.875bicubic
134tf_mixnet_l78.77421.22693.9986.0027.332240.875bicubic
135gluon_resnet50_v1s78.71221.28894.2385.76225.682240.875bicubic
136tf_efficientnet_em78.70821.29294.3145.6866.902400.882bicubic
137efficientnet_b178.69821.30294.1445.8567.792400.875bicubic
138dla16978.68821.31294.3365.66453.392240.875bilinear
139tf_efficientnet_b0_ns78.65821.34294.3765.6245.292240.875bicubic
140res2net50_26w_6s78.57021.43094.1245.87637.052240.875bilinear
141xception4178.51621.48494.2785.72226.972990.903bicubic
142dla102x78.51021.49094.2285.77226.312240.875bilinear
143regnetx_04078.48221.51894.2445.75622.122240.875bicubic
144resnest26d78.47821.52294.2985.70217.072240.875bilinear
145wide_resnet50_278.47821.52294.0945.90668.882240.875bilinear
146dla60_res2net78.46421.53694.2065.79420.852240.875bilinear
147hrnet_w3278.45021.55094.1865.81441.232240.875bilinear
148dla60_res2next78.44021.56094.1525.84817.032240.875bilinear
149selecsls60b78.41221.58894.1745.82632.772240.875bicubic
150resnet15278.31221.68894.0385.96260.192240.875bilinear
151dla60x78.24621.75494.0185.98217.352240.875bilinear
152res2next5078.24621.75493.8926.10824.672240.875bilinear
153efficientnet_b1_pruned78.23621.76493.8346.1666.332400.882bicubic
154hrnet_w3078.20621.79494.2225.77837.712240.875bilinear
155regnetx_03278.17221.82894.0885.91215.302240.875bicubic
156res2net50_14w_8s78.15021.85093.8486.15225.062240.875bilinear
157efficientnet_es78.06621.93493.9266.0745.442240.875bicubic
158dla10278.03221.96893.9466.05433.272240.875bilinear
159gluon_resnet50_v1c78.01221.98893.9886.01225.582240.875bicubic
160seresnext26t_32x4d77.99822.00293.7086.29216.822240.875bicubic
161seresnext26tn_32x4d77.98622.01493.7466.25416.812240.875bicubic
162selecsls6077.98222.01893.8286.17230.672240.875bicubic
163res2net50_26w_4s77.96422.03693.8546.14625.702240.875bilinear
164tf_efficientnet_cc_b0_8e77.90822.09293.6546.34624.012240.875bicubic
165regnety_01677.86222.13893.7206.28011.202240.875bicubic
166rexnet_10077.85822.14293.8706.1304.802240.875bicubic
167tf_inception_v377.85822.14293.6386.36223.832990.875bicubic
168efficientnet_b077.69822.30293.5326.4685.292240.875bicubic
169tv_resnext50_32x4d77.62022.38093.6966.30425.032240.875bilinear
170seresnext26d_32x4d77.60222.39893.6086.39216.812240.875bicubic
171adv_inception_v377.58222.41893.7366.26423.832990.875bicubic
172gluon_resnet50_v1b77.58022.42093.7166.28425.562240.875bicubic
173res2net50_48w_2s77.52222.47893.5546.44625.292240.875bilinear
174tf_efficientnet_lite277.46822.53293.7546.2466.092600.890bicubic
175inception_v377.44022.56093.4766.52423.832990.875bicubic
176resnet10177.37422.62693.5406.46044.552240.875bilinear
177densenet16177.35822.64293.6386.36228.682240.875bicubic
178tf_efficientnet_cc_b0_4e77.30622.69493.3346.66613.312240.875bicubic
179densenet20177.28622.71493.4786.52220.012240.875bicubic
180mobilenetv2_120d77.28422.71693.4926.5085.832240.875bicubic
181mixnet_m77.26022.74093.4246.5765.012240.875bicubic
182tf_efficientnet_es77.25822.74293.5946.4065.442240.875bicubic
183selecsls42b77.17422.82693.3906.61032.462240.875bicubic
184tf_efficientnet_b0_ap77.08622.91493.2566.7445.292240.875bicubic
185dla6077.03222.96893.3186.68222.042240.875bilinear
186regnetx_01676.95023.05093.4206.5809.192240.875bicubic
187tf_mixnet_m76.94223.05893.1526.8485.012240.875bicubic
188skresnet3476.91223.08893.3226.67822.282240.875bicubic
189tf_efficientnet_b076.84823.15293.2286.7725.292240.875bicubic
190ese_vovnet19b_dw76.79823.20293.2686.7326.542240.875bicubic
191hrnet_w1876.75823.24293.4446.55621.302240.875bilinear
192resnet26d76.69623.30493.1506.85016.012240.875bicubic
193tf_efficientnet_lite176.64223.35893.2266.7745.422400.882bicubic
194densenetblur121d76.58823.41293.1926.8088.002240.875bicubic
195mobilenetv2_14076.51623.48492.9967.0046.112240.875bicubic
196dpn6876.31823.68292.9787.02212.612240.875bicubic
197regnety_00876.31623.68493.0666.9346.262240.875bicubic
198tv_resnet5076.13823.86292.8647.13625.562240.875bilinear
199mixnet_s75.99224.00892.7967.2044.132240.875bicubic
200densenet16975.90624.09493.0266.97414.152240.875bicubic
201mobilenetv3_large_10075.76624.23492.5427.4585.482240.875bicubic
202tf_mixnet_s75.65024.35092.6287.3724.132240.875bicubic
203mobilenetv3_rw75.63424.36692.7087.2925.482240.875bicubic
204densenet12175.57824.42292.6527.3487.982240.875bicubic
205tf_mobilenetv3_large_10075.51824.48292.6067.3945.482240.875bilinear
206resnest14d75.50624.49492.5187.48210.612240.875bilinear
207efficientnet_lite075.48424.51692.5107.4904.652240.875bicubic
208semnasnet_10075.44824.55292.6047.3963.892240.875bicubic
209resnet2675.29224.70892.5707.43016.002240.875bicubic
210regnety_00675.24624.75492.5327.4686.062240.875bicubic
211fbnetc_10075.12424.87692.3867.6145.572240.875bilinear
212hrnet_w18_small_v275.11424.88692.4167.58415.602240.875bilinear
213resnet3475.11024.89092.2847.71621.802240.875bilinear
214regnetx_00875.03824.96292.3367.6647.262240.875bicubic
215mobilenetv2_110d75.03624.96492.1867.8144.522240.875bicubic
216tf_efficientnet_lite074.83025.17092.1767.8244.652240.875bicubic
217tv_densenet12174.73825.26292.1507.8507.982240.875bicubic
218mnasnet_10074.65825.34292.1147.8864.382240.875bicubic
219dla3474.63025.37092.0787.92215.742240.875bilinear
220gluon_resnet34_v1b74.58825.41291.9908.01021.802240.875bicubic
221spnasnet_10074.08425.91691.8188.1824.422240.875bilinear
222regnety_00474.03425.96691.7528.2484.342240.875bicubic
223regnetx_00673.85226.14891.6728.3286.202240.875bicubic
224tf_mobilenetv3_large_07573.43826.56291.3508.6503.992240.875bilinear
225tv_resnet3473.31226.68891.4268.57421.802240.875bilinear
226swsl_resnet1873.27626.72491.7348.26611.692240.875bilinear
227skresnet1873.03826.96291.1688.83211.962240.875bicubic
228mobilenetv2_10072.97027.03091.0168.9843.502240.875bicubic
229ssl_resnet1872.61027.39091.4168.58411.692240.875bilinear
230regnetx_00472.39627.60490.8309.1705.162240.875bicubic
231hrnet_w18_small72.34227.65890.6789.32213.192240.875bilinear
232tf_mobilenetv3_large_minimal_10072.24827.75290.6309.3703.922240.875bilinear
233gluon_resnet18_v1b70.83629.16489.76210.23811.692240.875bicubic
234regnety_00270.25229.74889.54010.4603.162240.875bicubic
235resnet1869.74830.25289.07810.92211.692240.875bilinear
236regnetx_00268.76231.23888.55611.4442.682240.875bicubic
237tf_mobilenetv3_small_10067.92232.07887.66412.3362.542240.875bilinear
238dla60x_c67.89232.10888.42611.5741.322240.875bilinear
239dla46x_c65.97034.03086.98013.0201.072240.875bilinear
240tf_mobilenetv3_small_07565.71634.28486.13013.8702.042240.875bilinear
241dla46_c64.86635.13486.29213.7081.302240.875bilinear
242tf_mobilenetv3_small_minimal_10062.90637.09484.23015.7702.042240.875bilinear