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

17 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns97.7802.22099.8900.110480.318000.960bicubic
3tf_efficientnet_l2_ns_47597.7502.25099.8200.180480.314750.936bicubic
4tf_efficientnet_b7_ns97.2002.80099.7000.30066.356000.949bicubic
5tf_efficientnet_b6_ns97.0202.98099.7100.29043.045280.942bicubic
6ig_resnext101_32x48d96.9703.03099.6700.330828.412240.875bilinear
7tf_efficientnet_b5_ns96.8703.13099.6400.36030.394560.934bicubic
8ig_resnext101_32x32d96.7803.22099.5300.470468.532240.875bilinear
9tf_efficientnet_b4_ns96.7103.29099.6400.36019.343800.922bicubic
10tf_efficientnet_b896.7003.30099.5300.47087.416720.954bicubic
11tf_efficientnet_b796.5803.42099.5100.49066.356000.949bicubic
12tf_efficientnet_b8_ap96.5503.45099.5400.46087.416720.954bicubic
13ig_resnext101_32x16d96.4403.56099.5400.460194.032240.875bilinear
14tf_efficientnet_b6_ap96.3703.63099.5500.45043.045280.942bicubic
15vit_large_patch16_38496.3603.64099.6300.370304.723841.000bicubic
16tf_efficientnet_b7_ap96.3503.65099.5900.41066.356000.949bicubic
17tf_efficientnet_b696.2903.71099.5200.48043.045280.942bicubic
18swsl_resnext101_32x16d96.2703.73099.5000.500194.032240.875bilinear
19swsl_resnext101_32x8d96.2403.76099.5900.41088.792240.875bilinear
20vit_base_patch16_38496.1903.81099.5300.47086.863841.000bicubic
21resnest269e96.1203.88099.5200.480110.934160.928bicubic
22tf_efficientnet_b3_ns96.1003.90099.4800.52012.233000.904bicubic
23tf_efficientnet_b5_ap96.0803.92099.5400.46030.394560.934bicubic
24resnest200e96.0703.93099.4800.52070.203200.909bicubic
25swsl_resnext101_32x4d96.0503.95099.5300.47044.182240.875bilinear
26tf_efficientnet_b595.9804.02099.4500.55030.394560.934bicubic
27ig_resnext101_32x8d95.9304.07099.3800.62088.792240.875bilinear
28swsl_resnext50_32x4d95.6204.38099.4400.56025.032240.875bilinear
29tf_efficientnet_b495.5904.41099.3300.67019.343800.922bicubic
30resnest101e95.5704.43099.2700.73048.282560.875bilinear
31tf_efficientnet_b2_ns95.5204.48099.3400.6609.112600.890bicubic
32tresnet_xl_44895.5104.49099.3400.66078.444480.875bilinear
33tf_efficientnet_b4_ap95.4904.51099.3900.61019.343800.922bicubic
34tresnet_l_44895.4104.59099.3000.70055.994480.875bilinear
35ssl_resnext101_32x16d95.4104.59099.4100.590194.032240.875bilinear
36pnasnet5large95.3604.64099.1300.87086.063310.911bicubic
37ssl_resnext101_32x8d95.3404.66099.3200.68088.792240.875bilinear
38vit_base_patch32_38495.2604.74099.1800.82088.303841.000bicubic
39vit_large_patch32_38495.2404.76099.3200.680306.633841.000bicubic
40swsl_resnet5095.2004.80099.3900.61025.562240.875bilinear
41ecaresnet101d95.1604.84099.2300.77044.572240.875bicubic
42ssl_resnext101_32x4d95.1604.84099.3000.70044.182240.875bilinear
43nasnetalarge95.1504.85099.1300.87088.753310.911bicubic
44efficientnet_b3a95.1404.86099.2100.79012.233201.000bicubic
45regnety_03295.0704.93099.2100.79019.442240.875bicubic
46tresnet_xl95.0604.94099.2600.74078.442240.875bilinear
47efficientnet_b394.9705.03099.2300.77012.233000.904bicubic
48tf_efficientnet_b3_ap94.9705.03099.1100.89012.233000.904bicubic
49tf_efficientnet_b394.9105.09099.1100.89012.233000.904bicubic
50tresnet_l94.9005.10099.0300.97055.992240.875bilinear
51tf_efficientnet_lite494.8705.13099.0900.91013.013800.920bilinear
52tf_efficientnet_b1_ns94.8605.14099.2500.7507.792400.882bicubic
53seresnext50_32x4d94.8205.18099.1300.87027.562240.875bicubic
54legacy_senet15494.7305.27099.1000.900115.092240.875bilinear
55gluon_resnet152_v1s94.7205.28099.0600.94060.322240.875bicubic
56gluon_senet15494.7105.29098.9701.030115.092240.875bicubic
57resnest50d_4s2x40d94.7105.29099.1300.87030.422240.875bicubic
58ssl_resnext50_32x4d94.7005.30099.2400.76025.032240.875bilinear
59wide_resnet50_294.6705.33099.0500.95068.882240.875bicubic
60rexnet_20094.6605.34099.0900.91016.372240.875bicubic
61tresnet_m_44894.6605.34099.1500.85031.394480.875bilinear
62gluon_seresnext101_64x4d94.6505.35098.9801.02088.232240.875bicubic
63resnest50d94.6205.38099.0300.97027.482240.875bilinear
64efficientnet_b3_pruned94.5805.42099.0700.9309.863000.904bicubic
65regnety_32094.5205.48099.1700.830145.052240.875bicubic
66tf_efficientnet_el94.4505.55099.0800.92010.593000.904bicubic
67gluon_seresnext101_32x4d94.4505.55099.0900.91048.962240.875bicubic
68ecaresnet101d_pruned94.4505.55099.1000.90024.882240.875bicubic
69gluon_resnet152_v1d94.4405.56099.0100.99060.212240.875bicubic
70resnest50d_1s4x24d94.3905.61099.0700.93025.682240.875bicubic
71inception_v494.3805.62098.8201.18042.682990.875bicubic
72efficientnet_b2a94.3705.63099.0500.9509.112881.000bicubic
73gluon_resnext101_64x4d94.3505.65098.8801.12083.462240.875bicubic
74efficientnet_b294.3405.66099.1000.9009.112600.875bicubic
75inception_resnet_v294.3405.66098.8001.20055.842990.897bicubic
76ssl_resnet5094.3105.69099.1500.85025.562240.875bilinear
77regnetx_12094.2705.73099.1900.81046.112240.875bicubic
78rexnet_15094.2705.73099.0800.9209.732240.875bicubic
79tf_efficientnet_b2_ap94.2705.73098.9501.0509.112600.890bicubic
80mixnet_xl94.2305.77098.8201.18011.902240.875bicubic
81regnetx_32094.2105.79099.0500.950107.812240.875bicubic
82tf_efficientnet_b294.2105.79099.0300.9709.112600.890bicubic
83ecaresnet50d94.1905.81099.0200.98025.582240.875bicubic
84dpn9294.1905.81098.9301.07037.672240.875bicubic
85gluon_resnet101_v1d94.1705.83098.9401.06044.572240.875bicubic
86gluon_resnet101_v1s94.1705.83099.0100.99044.672240.875bicubic
87gluon_seresnext50_32x4d94.1705.83098.9101.09027.562240.875bicubic
88ecaresnetlight94.1405.86098.9501.05030.162240.875bicubic
89regnety_06494.1405.86099.0300.97030.582240.875bicubic
90ens_adv_inception_resnet_v294.1305.87098.7901.21055.842990.897bicubic
91legacy_seresnext101_32x4d94.1305.87098.9701.03048.962240.875bilinear
92tf_efficientnet_lite394.1305.87098.9601.0408.203000.904bilinear
93gluon_resnext101_32x4d94.1205.88098.9301.07044.182240.875bicubic
94regnety_16094.1205.88099.0200.98083.592240.875bicubic
95cspdarknet5394.0905.91098.9801.02027.642560.887bilinear
96seresnet5094.0805.92098.9701.03028.092240.875bicubic
97resnet50d94.0705.93098.9201.08025.582240.875bicubic
98tresnet_m94.0705.93098.8301.17031.392240.875bilinear
99hrnet_w4894.0305.97099.0400.96077.472240.875bilinear
100gluon_resnet152_v1b94.0305.97098.7401.26060.192240.875bicubic
101gluon_xception6594.0105.99099.0200.98039.922990.903bicubic
102regnety_12094.0105.99099.0300.97051.822240.875bicubic
103dla102x294.0006.00099.0300.97041.282240.875bilinear
104dpn10793.9606.04098.8401.16086.922240.875bicubic
105skresnext50_32x4d93.9506.05098.8201.18027.482240.875bicubic
106dpn9893.9406.06098.9201.08061.572240.875bicubic
107regnety_08093.8906.11099.0001.00039.182240.875bicubic
108xception7193.8906.11098.9501.05042.342990.903bicubic
109gluon_resnet152_v1c93.8806.12098.8001.20060.212240.875bicubic
110regnetx_16093.8806.12099.0900.91054.282240.875bicubic
111cspresnet5093.8606.14098.8701.13021.622560.887bilinear
112ese_vovnet39b93.8506.15098.9001.10024.572240.875bicubic
113resnext50_32x4d93.8406.16098.8301.17025.032240.875bicubic
114hrnet_w6493.8306.17098.9301.070128.062240.875bilinear
115ecaresnet50d_pruned93.8206.18099.0001.00019.942240.875bicubic
116resnext50d_32x4d93.8106.19098.7401.26025.052240.875bicubic
117dla16993.8006.20098.8401.16053.392240.875bilinear
118efficientnet_b2_pruned93.8006.20098.9101.0908.312600.890bicubic
119regnetx_08093.7906.21098.9101.09039.572240.875bicubic
120resnext101_32x8d93.7706.23098.9501.05088.792240.875bilinear
121cspresnext5093.7606.24098.8401.16020.572240.875bilinear
122dpn13193.7606.24098.8001.20079.252240.875bicubic
123gluon_resnet101_v1b93.7606.24098.7001.30044.552240.875bicubic
124xception6593.7606.24098.8601.14039.922990.903bicubic
125efficientnet_em93.7406.26098.9301.0706.902400.882bicubic
126tf_efficientnet_b0_ns93.7406.26098.9801.0205.292240.875bicubic
127wide_resnet101_293.7306.27098.8101.190126.892240.875bilinear
128hrnet_w4093.7106.29098.8001.20057.562240.875bilinear
129resnetblur5093.7106.29098.8101.19025.562240.875bicubic
130tf_efficientnet_b193.7106.29098.8001.2007.792400.882bicubic
131gluon_resnet101_v1c93.6906.31098.7601.24044.572240.875bicubic
132regnetx_04093.6806.32098.9401.06022.122240.875bicubic
133rexnet_13093.6706.33098.7101.2907.562240.875bicubic
134gluon_resnext50_32x4d93.6506.35098.6901.31025.032240.875bicubic
135xception93.6406.36098.7701.23022.862990.897bicubic
136regnetx_06493.6306.37099.0500.95026.212240.875bicubic
137tf_efficientnet_b1_ap93.6306.37098.8001.2007.792400.882bicubic
138dpn68b93.6206.38098.7001.30012.612240.875bicubic
139hrnet_w4493.6206.38098.9601.04067.062240.875bilinear
140regnety_04093.6206.38098.9501.05020.652240.875bicubic
141vit_base_patch16_22493.6006.40098.7601.24086.542240.900bicubic
142gluon_resnet50_v1s93.5906.41098.8401.16025.682240.875bicubic
143res2net50_26w_6s93.5906.41098.7501.25037.052240.875bilinear
144dla60_res2next93.5706.43098.8001.20017.032240.875bilinear
145tf_efficientnet_cc_b1_8e93.5706.43098.6901.31039.722400.882bicubic
146gluon_inception_v393.5406.46098.8301.17023.832990.875bicubic
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148gluon_resnet50_v1d93.5306.47098.7101.29025.582240.875bicubic
149res2net101_26w_4s93.5206.48098.6001.40045.212240.875bilinear
150selecsls60b93.5006.50098.8401.16032.772240.875bicubic
151xception4193.4806.52098.7501.25026.972990.903bicubic
152tf_efficientnet_em93.4706.53098.7501.2506.902400.882bicubic
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154res2net50_26w_8s93.4506.55098.7001.30048.402240.875bilinear
155legacy_seresnet15293.4406.56098.8501.15066.822240.875bilinear
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157dla60_res2net93.3806.62098.8601.14020.852240.875bilinear
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160legacy_seresnet10193.2606.74098.7401.26049.332240.875bilinear
161mixnet_l93.2606.74098.7001.3007.332240.875bicubic
162regnetx_03293.2506.75098.7301.27015.302240.875bicubic
163resnest26d93.2406.76098.8501.15017.072240.875bilinear
164tv_resnet15293.2406.76098.7501.25060.192240.875bilinear
165tf_inception_v393.2006.80098.4801.52023.832990.875bicubic
166dla60x93.1906.81098.7101.29017.352240.875bilinear
167res2net50_26w_4s93.1806.82098.6701.33025.702240.875bilinear
168res2next5093.1506.85098.6601.34024.672240.875bilinear
169efficientnet_b193.0606.94098.5401.4607.792400.875bicubic
170tf_mixnet_l93.0406.96098.5401.4607.332240.875bicubic
171res2net50_14w_8s93.0306.97098.7001.30025.062240.875bilinear
172adv_inception_v393.0106.99098.4901.51023.832990.875bicubic
173selecsls6093.0106.99098.8301.17030.672240.875bicubic
174regnety_01693.0007.00098.6801.32011.202240.875bicubic
175efficientnet_b1_pruned92.9807.02098.5301.4706.332400.882bicubic
176seresnext26t_32x4d92.9607.04098.4801.52016.822240.875bicubic
177hrnet_w3292.9507.05098.8401.16041.232240.875bilinear
178efficientnet_es92.9107.09098.6901.3105.442240.875bicubic
179gluon_resnet50_v1c92.9107.09098.7101.29025.582240.875bicubic
180inception_v392.9007.10098.3301.67023.832990.875bicubic
181tv_resnext50_32x4d92.9007.10098.7201.28025.032240.875bilinear
182densenet16192.9007.10098.8101.19028.682240.875bicubic
183tv_resnet10192.8807.12098.6601.34044.552240.875bilinear
184tf_efficientnet_cc_b0_8e92.8707.13098.4601.54024.012240.875bicubic
185rexnet_10092.8507.15098.6201.3804.802240.875bicubic
186tf_efficientnet_cc_b0_4e92.8407.16098.4401.56013.312240.875bicubic
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191dla6092.6707.33098.6301.37022.042240.875bilinear
192legacy_seresnet5092.6707.33098.6501.35028.092240.875bilinear
193resnet34d92.6407.36098.4201.58021.822240.875bicubic
194mobilenetv2_120d92.6107.39098.5101.4905.832240.875bicubic
195tf_efficientnet_b0_ap92.6107.39098.3701.6305.292240.875bicubic
196vit_small_patch16_22492.6007.40098.3901.61048.752240.900bicubic
197tf_efficientnet_lite292.5907.41098.5501.4506.092600.890bicubic
198skresnet3492.5707.43098.5201.48022.282240.875bicubic
199legacy_seresnext26_32x4d92.5707.43098.4201.58016.792240.875bicubic
200gluon_resnet50_v1b92.5607.44098.5501.45025.562240.875bicubic
201tf_efficientnet_es92.5507.45098.5101.4905.442240.875bicubic
202regnetx_01692.5407.46098.5501.4509.192240.875bicubic
203efficientnet_b092.4807.52098.6801.3205.292240.875bicubic
204selecsls42b92.4807.52098.4401.56032.462240.875bicubic
205seresnext26d_32x4d92.4407.56098.5401.46016.812240.875bicubic
206densenetblur121d92.4007.60098.4101.5908.002240.875bicubic
207tf_efficientnet_b092.4007.60098.4701.5305.292240.875bicubic
208tf_efficientnet_lite192.3107.69098.4901.5105.422400.882bicubic
209densenet16992.3007.70098.5901.41014.152240.875bicubic
210mixnet_m92.2707.73098.3501.6505.012240.875bicubic
211dpn6892.2407.76098.6101.39012.612240.875bicubic
212resnet26d92.2307.77098.4501.55016.012240.875bicubic
213tf_mixnet_m92.2007.80098.4201.5805.012240.875bicubic
214tv_resnet5092.1407.86098.4201.58025.562240.875bilinear
215mobilenetv2_14092.0307.97098.2501.7506.112240.875bicubic
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217densenet12191.9408.06098.2801.7207.982240.875bicubic
218regnety_00891.9008.10098.4201.5806.262240.875bicubic
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220tf_mixnet_s91.6808.32098.2401.7604.132240.875bicubic
221semnasnet_10091.6608.34098.2701.7303.892240.875bicubic
222regnety_00691.5708.43098.4301.5706.062240.875bicubic
223mobilenetv3_rw91.5508.45098.2701.7305.482240.875bicubic
224legacy_seresnet3491.4808.52098.2001.80021.962240.875bilinear
225mobilenetv3_large_10091.4808.52098.3201.6805.482240.875bicubic
226resnet2691.4408.56098.2801.72016.002240.875bicubic
227tf_mobilenetv3_large_10091.4208.58098.2601.7405.482240.875bilinear
228tv_densenet12191.4008.60098.2501.7507.982240.875bicubic
229mobilenetv2_110d91.3508.65098.1901.8104.522240.875bicubic
230tf_efficientnet_lite091.3008.70098.0901.9104.652240.875bicubic
231fbnetc_10091.2708.73097.8302.1705.572240.875bilinear
232efficientnet_lite091.2608.74098.2501.7504.652240.875bicubic
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235resnet3491.2008.80098.2401.76021.802240.875bilinear
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240swsl_resnet1891.0908.91098.2101.79011.692240.875bilinear
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243ssl_resnet1890.7009.30098.0201.98011.692240.875bilinear
244spnasnet_10090.6109.39097.9502.0504.422240.875bilinear
245tf_mobilenetv3_large_07590.3209.68097.8702.1303.992240.875bilinear
246tv_resnet3490.2909.71097.9802.02021.802240.875bilinear
247skresnet1890.1609.84097.7802.22011.962240.875bicubic
248resnet18d89.99010.01097.8302.17011.712240.875bicubic
249hrnet_w18_small89.88010.12097.9002.10013.192240.875bilinear
250mobilenetv2_10089.83010.17097.8302.1703.502240.875bicubic
251regnetx_00489.46010.54097.7702.2305.162240.875bicubic
252legacy_seresnet1889.27010.73097.6802.32011.782240.875bicubic
253tf_mobilenetv3_large_minimal_10089.18010.82097.3202.6803.922240.875bilinear
254gluon_resnet18_v1b88.66011.34097.1002.90011.692240.875bicubic
255regnety_00288.20011.80097.4302.5703.162240.875bicubic
256resnet1888.15011.85097.1202.88011.692240.875bilinear
257regnetx_00287.38012.62096.9903.0102.682240.875bicubic
258dla60x_c87.11012.89097.1402.8601.322240.875bilinear
259tf_mobilenetv3_small_10085.96014.04096.4003.6002.542240.875bilinear
260dla46x_c85.48014.52096.4403.5601.072240.875bilinear
261dla46_c84.66015.34096.2003.8001.302240.875bilinear
262tf_mobilenetv3_small_07584.53015.47095.8904.1102.042240.875bilinear
263tf_mobilenetv3_small_minimal_10082.67017.33095.0005.0002.042240.875bilinear