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

18 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns88.35011.65098.6561.344480.318000.960bicubic
3tf_efficientnet_l2_ns_47588.24011.76098.5501.450480.314750.936bicubic
4tf_efficientnet_b7_ns86.82813.17298.0841.91666.356000.949bicubic
5tf_efficientnet_b6_ns86.44813.55297.8802.12043.045280.942bicubic
6tf_efficientnet_b5_ns86.07813.92297.7522.24830.394560.934bicubic
7ig_resnext101_32x48d85.42414.57697.5782.422828.412240.875bilinear
8tf_efficientnet_b8_ap85.37414.62697.2982.70287.416720.954bicubic
9tf_efficientnet_b885.35014.65097.3902.61087.416720.954bicubic
10vit_large_patch16_38485.16614.83497.3622.638304.723841.000bicubic
11tf_efficientnet_b4_ns85.15014.85097.4702.53019.343800.922bicubic
12tf_efficientnet_b7_ap85.12014.88097.2502.75066.356000.949bicubic
13ig_resnext101_32x32d85.09014.91097.4402.560468.532240.875bilinear
14vit_base_resnet50_38484.98615.01497.2962.70498.953841.000bicubic
15resnetv2_152x4_bitm84.94815.05297.4502.550936.534801.000bilinear
16tf_efficientnet_b784.93415.06697.2042.79666.356000.949bicubic
17tf_efficientnet_b6_ap84.78615.21497.1382.86243.045280.942bicubic
18resnest269e84.52615.47496.9863.014110.934160.928bicubic
19resnetv2_152x2_bitm84.40415.59697.4342.566236.344801.000bilinear
20resnetv2_101x3_bitm84.38215.61897.3662.634387.934801.000bilinear
21seresnet152d_32084.36415.63697.0402.96066.843201.000bicubic
22swsl_resnext101_32x8d84.27015.73097.1702.83088.792240.875bilinear
23tf_efficientnet_b5_ap84.25415.74696.9743.02630.394560.934bicubic
24vit_base_patch16_38484.20215.79897.2182.78286.863841.000bicubic
25ig_resnext101_32x16d84.16415.83697.1942.806194.032240.875bilinear
26tf_efficientnet_b684.11415.88696.8883.11243.045280.942bicubic
27tf_efficientnet_b3_ns84.04415.95696.9103.09012.233000.904bicubic
28resnet200d_32083.96816.03296.8183.18264.693201.000bicubic
29resnest200e83.85216.14896.8903.11070.203200.909bicubic
30tf_efficientnet_b583.80816.19296.7463.25430.394560.934bicubic
31resnetv2_50x3_bitm83.75216.24897.1202.880217.324801.000bilinear
32seresnet152d83.74016.26096.7703.23066.842560.940bicubic
33resnet152d_32083.66616.33496.7343.26660.213201.000bicubic
34swsl_resnext101_32x16d83.34416.65696.8403.160194.032240.875bilinear
35tf_efficientnet_b4_ap83.25616.74496.3943.60619.343800.922bicubic
36resnet200d83.24216.75896.4883.51264.692560.940bicubic
37swsl_resnext101_32x4d83.22216.77896.7683.23244.182240.875bilinear
38resnet152d83.13416.86696.3503.65060.212560.940bicubic
39vit_large_patch16_22483.06016.94096.4443.556304.332240.900bicubic
40tresnet_xl_44883.05616.94496.1863.81478.444480.875bilinear
41tf_efficientnet_b483.02616.97496.2983.70219.343800.922bicubic
42resnet101d_32083.02416.97696.4563.54444.573201.000bicubic
43resnest101e82.87817.12296.3143.68648.282560.875bilinear
44ig_resnext101_32x8d82.69617.30496.6443.35688.792240.875bilinear
45nasnetalarge82.62617.37496.0503.95088.753310.911bicubic
46tf_efficientnet_b2_ns82.39217.60896.2383.7629.112600.890bicubic
47resnet101d82.31017.69096.0643.93644.572560.940bicubic
48tresnet_l_44882.26017.74095.9784.02255.994480.875bilinear
49efficientnet_b3a82.25417.74696.1143.88612.233201.000bicubic
50resnetv2_101x1_bitm82.21417.78696.4723.52844.544801.000bilinear
51ecaresnet101d82.17617.82496.0563.94444.572240.875bicubic
52swsl_resnext50_32x4d82.17217.82896.2323.76825.032240.875bilinear
53efficientnet_b382.08217.91896.0263.97412.233000.904bicubic
54tresnet_xl82.05417.94695.9324.06878.442240.875bilinear
55regnety_03282.00817.99295.9124.08819.442240.875bicubic
56ssl_resnext101_32x16d81.83818.16296.0923.908194.032240.875bilinear
57tf_efficientnet_b3_ap81.82218.17895.6204.38012.233000.904bicubic
58vit_base_patch16_22481.78418.21696.1263.87486.572240.900bicubic
59tresnet_m_44881.71818.28295.5664.43431.394480.875bilinear
60vit_base_patch32_38481.65618.34496.1303.87088.303841.000bicubic
61tf_efficientnet_b381.64618.35495.7224.27812.233000.904bicubic
62rexnet_20081.62618.37495.6724.32816.372240.875bicubic
63ssl_resnext101_32x8d81.60618.39496.0443.95688.792240.875bilinear
64tf_efficientnet_lite481.53618.46495.6604.34013.013800.920bilinear
65tresnet_l81.48618.51495.6204.38055.992240.875bilinear
66wide_resnet50_281.45218.54895.5224.47868.882240.875bicubic
67tf_efficientnet_b1_ns81.38618.61495.7404.2607.792400.882bicubic
68legacy_senet15481.32618.67495.5084.492115.092240.875bilinear
69seresnext50_32x4d81.27418.72695.6184.38227.562240.875bicubic
70gluon_senet15481.22818.77295.3524.648115.092240.875bicubic
71swsl_resnet5081.13618.86495.9744.02625.562240.875bilinear
72resnest50d_4s2x40d81.11418.88695.5544.44630.422240.875bicubic
73gluon_resnet152_v1s81.01818.98295.4204.58060.322240.875bicubic
74resnest50d_1s4x24d81.00418.99695.3264.67425.682240.875bicubic
75resnest50d80.95819.04295.3784.62227.482240.875bilinear
76ssl_resnext101_32x4d80.91419.08695.7344.26644.182240.875bilinear
77gluon_seresnext101_64x4d80.88419.11695.3144.68688.232240.875bicubic
78gluon_seresnext101_32x4d80.87219.12895.2924.70848.962240.875bicubic
79efficientnet_b3_pruned80.85819.14295.2404.7609.863000.904bicubic
80ecaresnet101d_pruned80.81619.18495.6384.36224.882240.875bicubic
81tresnet_m80.80419.19694.8585.14231.392240.875bilinear
82regnety_32080.79819.20295.2464.754145.052240.875bicubic
83gluon_resnext101_64x4d80.63019.37094.9985.00283.462240.875bicubic
84ecaresnet50d80.61419.38695.3084.69225.582240.875bicubic
85efficientnet_b2a80.61419.38695.3184.6829.112881.000bicubic
86resnet50d80.54819.45295.1584.84225.582240.875bicubic
87gluon_resnet152_v1d80.47819.52295.2004.80060.212240.875bicubic
88mixnet_xl80.47419.52694.9345.06611.902240.875bicubic
89ecaresnetlight80.45819.54295.2504.75030.162240.875bicubic
90tf_efficientnet_el80.44819.55295.1704.83010.593000.904bicubic
91gluon_resnet101_v1d80.40219.59895.0204.98044.572240.875bicubic
92efficientnet_b280.37819.62295.0784.9229.112600.875bicubic
93regnety_12080.37819.62295.1224.87851.822240.875bicubic
94gluon_resnext101_32x4d80.33419.66694.9085.09244.182240.875bicubic
95rexnet_15080.31019.69095.1624.8389.732240.875bicubic
96ssl_resnext50_32x4d80.30219.69895.4124.58825.032240.875bilinear
97tf_efficientnet_b2_ap80.30219.69895.0324.9689.112600.890bicubic
98gluon_resnet101_v1s80.28619.71495.1604.84044.672240.875bicubic
99regnety_16080.27619.72494.9685.03283.592240.875bicubic
100seresnet5080.25819.74295.0664.93428.092240.875bicubic
101regnetx_32080.25419.74695.0304.970107.812240.875bicubic
102legacy_seresnext101_32x4d80.22819.77295.0204.98048.962240.875bilinear
103resnetv2_50x1_bitm80.19219.80895.6304.37025.554801.000bilinear
104dpn10780.15619.84494.9105.09086.922240.875bicubic
105skresnext50_32x4d80.14619.85494.6405.36027.482240.875bicubic
106tf_efficientnet_b280.07219.92894.9045.0969.112600.890bicubic
107cspdarknet5380.04819.95295.0924.90827.642560.887bilinear
108cspresnext5080.04619.95494.9445.05620.572240.875bilinear
109dpn9279.99020.01094.8445.15637.672240.875bicubic
110gluon_seresnext50_32x4d79.92420.07694.8225.17827.562240.875bicubic
111gluon_resnet152_v1c79.91420.08694.8485.15260.212240.875bicubic
112efficientnet_b2_pruned79.90620.09494.8565.1448.312600.890bicubic
113xception7179.88420.11694.9325.06842.342990.903bicubic
114regnety_08079.87020.13094.8305.17039.182240.875bicubic
115regnetx_16079.83820.16294.8245.17654.282240.875bicubic
116dpn13179.82620.17494.7125.28879.252240.875bicubic
117tf_efficientnet_lite379.82620.17494.9085.0928.203000.904bilinear
118resnext50_32x4d79.79020.21094.6065.39425.032240.875bicubic
119regnety_06479.73220.26894.7645.23630.582240.875bicubic
120ecaresnet50d_pruned79.71220.28894.8765.12419.942240.875bicubic
121gluon_xception6579.70220.29894.8685.13239.922990.903bicubic
122gluon_resnet152_v1b79.69220.30894.7345.26660.192240.875bicubic
123resnext50d_32x4d79.66820.33294.8665.13425.052240.875bicubic
124dpn9879.65020.35094.6065.39461.572240.875bicubic
125regnetx_12079.61020.39094.7325.26846.112240.875bicubic
126cspresnet5079.57420.42694.7085.29221.622560.887bilinear
127xception6579.55020.45094.6585.34239.922990.903bicubic
128gluon_resnet101_v1c79.53220.46894.5885.41244.572240.875bicubic
129rexnet_13079.49420.50694.6745.3267.562240.875bicubic
130hrnet_w6479.46220.53894.6545.346128.062240.875bilinear
131dla102x279.44220.55894.6465.35441.282240.875bilinear
132gluon_resnext50_32x4d79.35420.64694.4245.57625.032240.875bicubic
133tf_efficientnet_cc_b1_8e79.32620.67494.3725.62839.722400.882bicubic
134hrnet_w4879.31620.68494.5145.48677.472240.875bilinear
135ese_vovnet39b79.31220.68894.7225.27824.572240.875bicubic
136gluon_resnet101_v1b79.30420.69694.5305.47044.552240.875bicubic
137resnext101_32x8d79.30420.69694.5265.47488.792240.875bilinear
138resnetblur5079.28620.71494.6405.36025.562240.875bicubic
139tf_efficientnet_b1_ap79.27620.72494.3025.6987.792400.882bicubic
140efficientnet_em79.26420.73694.7905.2106.902400.882bicubic
141ssl_resnet5079.23620.76494.8305.17025.562240.875bilinear
142regnety_04079.23220.76894.6445.35620.652240.875bicubic
143dpn68b79.21220.78894.4225.57812.612240.875bicubic
144regnetx_08079.21220.78894.5545.44639.572240.875bicubic
145res2net101_26w_4s79.19420.80694.4345.56645.212240.875bilinear
146res2net50_26w_8s79.19220.80894.3685.63248.402240.875bilinear
147legacy_seresnext50_32x4d79.08420.91694.4345.56627.562240.875bilinear
148regnetx_06479.06420.93694.4705.53026.212240.875bicubic
149gluon_resnet50_v1d79.06420.93694.4605.54025.582240.875bicubic
150xception79.04620.95494.3965.60422.862990.897bicubic
151resnet5079.03620.96494.3925.60825.562240.875bicubic
152mixnet_l78.98021.02094.1825.8187.332240.875bicubic
153hrnet_w4078.93221.06894.4785.52257.562240.875bilinear
154hrnet_w4478.89021.11094.3745.62667.062240.875bilinear
155wide_resnet101_278.85421.14694.2825.718126.892240.875bilinear
156tf_efficientnet_b178.84421.15694.1965.8047.792400.882bicubic
157gluon_inception_v378.80021.20094.3805.62023.832990.875bicubic
158tf_mixnet_l78.77621.22494.0025.9987.332240.875bicubic
159tf_efficientnet_em78.71221.28894.3285.6726.902400.882bicubic
160efficientnet_b178.70621.29494.1545.8467.792400.875bicubic
161gluon_resnet50_v1s78.70021.30094.2465.75425.682240.875bicubic
162dla16978.69421.30694.3305.67053.392240.875bilinear
163legacy_seresnet15278.66621.33494.3765.62466.822240.875bilinear
164tf_efficientnet_b0_ns78.66021.34094.3725.6285.292240.875bicubic
165res2net50_26w_6s78.56621.43494.1205.88037.052240.875bilinear
166xception4178.53621.46494.2845.71626.972990.903bicubic
167dla102x78.51021.49094.2305.77026.312240.875bilinear
168regnetx_04078.48421.51694.2525.74822.122240.875bicubic
169resnest26d78.48021.52094.3005.70017.072240.875bilinear
170dla60_res2net78.46021.54094.2065.79420.852240.875bilinear
171hrnet_w3278.44621.55494.1905.81041.232240.875bilinear
172dla60_res2next78.44421.55694.1585.84217.032240.875bilinear
173selecsls60b78.41021.59094.1785.82232.772240.875bicubic
174legacy_seresnet10178.38021.62094.2625.73849.332240.875bilinear
175tv_resnet15278.32021.68094.0525.94860.192240.875bilinear
176dla60x78.25021.75094.0245.97617.352240.875bilinear
177efficientnet_b1_pruned78.24821.75293.8366.1646.332400.882bicubic
178res2next5078.23621.76493.9066.09424.672240.875bilinear
179hrnet_w3078.20621.79494.2245.77637.712240.875bilinear
180regnetx_03278.14821.85294.0885.91215.302240.875bicubic
181res2net50_14w_8s78.13821.86293.8566.14425.062240.875bilinear
182efficientnet_es78.08821.91293.9326.0685.442240.875bicubic
183dla10278.03021.97093.9526.04833.272240.875bilinear
184gluon_resnet50_v1c78.00821.99293.9886.01225.582240.875bicubic
185res2net50_26w_4s77.99222.00893.8526.14825.702240.875bilinear
186selecsls6077.99022.01093.8286.17230.672240.875bicubic
187seresnext26t_32x4d77.98822.01293.7326.26816.822240.875bicubic
188seresnext26tn_32x4d77.98622.01493.7446.25616.812240.875bicubic
189tf_efficientnet_cc_b0_8e77.90822.09293.6526.34824.012240.875bicubic
190regnety_01677.86822.13293.7266.27411.202240.875bicubic
191tf_inception_v377.86622.13493.6466.35423.832990.875bicubic
192rexnet_10077.86222.13893.8786.1224.802240.875bicubic
193vit_small_patch16_22477.85422.14693.4246.57648.752240.900bicubic
194efficientnet_b077.70622.29493.5226.4785.292240.875bicubic
195legacy_seresnet5077.63622.36493.7446.25628.092240.875bilinear
196tv_resnext50_32x4d77.61422.38693.6846.31625.032240.875bilinear
197seresnext26d_32x4d77.58622.41493.6086.39216.812240.875bicubic
198adv_inception_v377.58222.41893.7406.26023.832990.875bicubic
199gluon_resnet50_v1b77.57822.42293.7186.28225.562240.875bicubic
200res2net50_48w_2s77.53422.46693.5606.44025.292240.875bilinear
201tf_efficientnet_lite277.48222.51893.7486.2526.092600.890bicubic
202inception_v377.46422.53693.4766.52423.832990.875bicubic
203tv_resnet10177.36622.63493.5566.44444.552240.875bilinear
204densenet16177.36022.64093.6346.36628.682240.875bicubic
205tf_efficientnet_cc_b0_4e77.32022.68093.3226.67813.312240.875bicubic
206densenet20177.29022.71093.4806.52020.012240.875bicubic
207tf_efficientnet_es77.28422.71693.6046.3965.442240.875bicubic
208mobilenetv2_120d77.27822.72293.5106.4905.832240.875bicubic
209mixnet_m77.27422.72693.4226.5785.012240.875bicubic
210selecsls42b77.18422.81693.3886.61232.462240.875bicubic
211resnet34d77.11422.88693.3826.61821.822240.875bicubic
212legacy_seresnext26_32x4d77.10622.89493.3086.69216.792240.875bicubic
213tf_efficientnet_b0_ap77.10222.89893.2646.7365.292240.875bicubic
214dla6077.03622.96493.3246.67622.042240.875bilinear
215tf_mixnet_m76.95623.04493.1646.8365.012240.875bicubic
216regnetx_01676.94623.05493.4266.5749.192240.875bicubic
217skresnet3476.93023.07093.3226.67822.282240.875bicubic
218tf_efficientnet_b076.84823.15293.2326.7685.292240.875bicubic
219ese_vovnet19b_dw76.81823.18293.2786.7226.542240.875bicubic
220hrnet_w1876.76423.23693.4426.55821.302240.875bilinear
221resnet26d76.68823.31293.1466.85416.012240.875bicubic
222tf_efficientnet_lite176.66623.33493.2386.7625.422400.882bicubic
223densenetblur121d76.58623.41493.1966.8048.002240.875bicubic
224mobilenetv2_14076.51223.48892.9987.0026.112240.875bicubic
225regnety_00876.32023.68093.0686.9326.262240.875bicubic
226dpn6876.31223.68892.9687.03212.612240.875bicubic
227tv_resnet5076.15823.84292.8787.12225.562240.875bilinear
228mixnet_s75.99424.00692.7907.2104.132240.875bicubic
229densenet16975.89824.10293.0226.97814.152240.875bicubic
230mobilenetv3_large_10075.77424.22692.5387.4625.482240.875bicubic
231tf_mixnet_s75.68224.31892.6387.3624.132240.875bicubic
232mobilenetv3_rw75.62024.38092.7127.2885.482240.875bicubic
233densenet12175.56424.43692.6487.3527.982240.875bicubic
234resnest14d75.51424.48692.5187.48210.612240.875bilinear
235tf_mobilenetv3_large_10075.51024.49092.6107.3905.482240.875bilinear
236efficientnet_lite075.50224.49892.5147.4864.652240.875bicubic
237semnasnet_10075.45224.54892.6107.3903.892240.875bicubic
238resnet2675.29024.71092.5667.43416.002240.875bicubic
239regnety_00675.26824.73292.5307.4706.062240.875bicubic
240fbnetc_10075.11624.88492.3747.6265.572240.875bilinear
241hrnet_w18_small_v275.10824.89292.4127.58815.602240.875bilinear
242resnet3475.10624.89492.2767.72421.802240.875bilinear
243regnetx_00875.05224.94892.3427.6587.262240.875bicubic
244mobilenetv2_110d75.04824.95292.1907.8104.522240.875bicubic
245tf_efficientnet_lite074.83225.16892.1747.8264.652240.875bicubic
246legacy_seresnet3474.79025.21092.1267.87421.962240.875bilinear
247tv_densenet12174.74225.25892.1547.8467.982240.875bicubic
248mnasnet_10074.67025.33092.1027.8984.382240.875bicubic
249dla3474.62425.37692.0627.93815.742240.875bilinear
250gluon_resnet34_v1b74.58825.41291.9968.00421.802240.875bicubic
251spnasnet_10074.08025.92091.8208.1804.422240.875bilinear
252regnety_00474.01825.98291.7648.2364.342240.875bicubic
253regnetx_00673.84426.15691.6788.3226.202240.875bicubic
254tf_mobilenetv3_large_07573.44826.55291.3428.6583.992240.875bilinear
255tv_resnet3473.30426.69691.4248.57621.802240.875bilinear
256swsl_resnet1873.28026.72091.7588.24211.692240.875bilinear
257skresnet1873.02626.97491.1728.82811.962240.875bicubic
258mobilenetv2_10072.95027.05091.0028.9983.502240.875bicubic
259ssl_resnet1872.61627.38491.4168.58411.692240.875bilinear
260regnetx_00472.39427.60690.8189.1825.162240.875bicubic
261hrnet_w18_small72.33627.66490.6849.31613.192240.875bilinear
262resnet18d72.27427.72690.6889.31211.712240.875bicubic
263tf_mobilenetv3_large_minimal_10072.24427.75690.6369.3643.922240.875bilinear
264legacy_seresnet1871.73628.26490.3429.65811.782240.875bicubic
265gluon_resnet18_v1b70.83829.16289.75810.24211.692240.875bicubic
266regnety_00270.27829.72289.54610.4543.162240.875bicubic
267resnet1869.74230.25889.08610.91411.692240.875bilinear
268regnetx_00268.75431.24688.56011.4402.682240.875bicubic
269tf_mobilenetv3_small_10067.92232.07887.67612.3242.542240.875bilinear
270dla60x_c67.91232.08888.41811.5821.322240.875bilinear
271dla46x_c65.97634.02486.98813.0121.072240.875bilinear
272tf_mobilenetv3_small_07565.72434.27686.13413.8662.042240.875bilinear
273dla46_c64.87035.13086.29413.7061.302240.875bilinear
274tf_mobilenetv3_small_minimal_10062.91037.09084.24415.7562.042240.875bilinear
275inception_v41.00898.99216.85483.14642.682990.875bicubic
276ens_adv_inception_resnet_v20.99899.00217.32482.67655.852990.897bicubic
277pnasnet5large0.98499.01618.57681.42486.063310.911bicubic
278inception_resnet_v20.95099.05017.29482.70655.852990.897bicubic