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

18 KiB

1modeltop1top1_errtop5top5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns97.7702.23099.8900.110480.318000.960bicubic
3tf_efficientnet_l2_ns_47597.7502.25099.8200.180480.314750.936bicubic
4tf_efficientnet_b7_ns97.2102.79099.7000.30066.356000.949bicubic
5tf_efficientnet_b6_ns97.0302.97099.7100.29043.045280.942bicubic
6ig_resnext101_32x48d96.9603.04099.6700.330828.412240.875bilinear
7resnetv2_152x4_bitm96.8803.12099.6600.340936.534801.000bilinear
8tf_efficientnet_b5_ns96.8803.12099.6400.36030.394560.934bicubic
9ig_resnext101_32x32d96.7803.22099.5300.470468.532240.875bilinear
10tf_efficientnet_b4_ns96.7103.29099.6400.36019.343800.922bicubic
11tf_efficientnet_b896.7003.30099.5500.45087.416720.954bicubic
12tf_efficientnet_b796.5803.42099.5100.49066.356000.949bicubic
13tf_efficientnet_b8_ap96.5603.44099.5500.45087.416720.954bicubic
14resnetv2_152x2_bitm96.4903.51099.6200.380236.344801.000bilinear
15vit_base_resnet50_38496.4703.53099.6600.34098.953841.000bicubic
16ig_resnext101_32x16d96.4303.57099.5400.460194.032240.875bilinear
17resnetv2_101x3_bitm96.3803.62099.6000.400387.934801.000bilinear
18vit_large_patch16_38496.3603.64099.6300.370304.723841.000bicubic
19tf_efficientnet_b6_ap96.3603.64099.5500.45043.045280.942bicubic
20tf_efficientnet_b7_ap96.3503.65099.6000.40066.356000.949bicubic
21seresnet152d_32096.3303.67099.5100.49066.843201.000bicubic
22tf_efficientnet_b696.2803.72099.5200.48043.045280.942bicubic
23swsl_resnext101_32x16d96.2703.73099.5000.500194.032240.875bilinear
24swsl_resnext101_32x8d96.2203.78099.5900.41088.792240.875bilinear
25resnetv2_50x3_bitm96.1703.83099.6200.380217.324801.000bilinear
26vit_base_patch16_38496.1703.83099.5200.48086.863841.000bicubic
27resnest269e96.1203.88099.5200.480110.934160.928bicubic
28resnet200d_32096.1103.89099.4600.54064.693201.000bicubic
29tf_efficientnet_b3_ns96.1103.89099.4700.53012.233000.904bicubic
30resnest200e96.0803.92099.4700.53070.203200.909bicubic
31tf_efficientnet_b5_ap96.0803.92099.5400.46030.394560.934bicubic
32swsl_resnext101_32x4d96.0603.94099.5400.46044.182240.875bilinear
33tf_efficientnet_b595.9804.02099.4500.55030.394560.934bicubic
34ig_resnext101_32x8d95.9404.06099.3900.61088.792240.875bilinear
35seresnet152d95.9404.06099.4000.60066.842560.940bicubic
36resnet152d_32095.8504.15099.4300.57060.213201.000bicubic
37resnet101d_32095.7504.25099.4400.56044.573201.000bicubic
38resnet200d95.7004.30099.3400.66064.692560.940bicubic
39swsl_resnext50_32x4d95.6104.39099.4400.56025.032240.875bilinear
40resnest101e95.5904.41099.2700.73048.282560.875bilinear
41tf_efficientnet_b495.5904.41099.3200.68019.343800.922bicubic
42tf_efficientnet_b2_ns95.5304.47099.3400.6609.112600.890bicubic
43tresnet_xl_44895.5204.48099.3400.66078.444480.875bilinear
44resnetv2_101x1_bitm95.5004.50099.5100.49044.544801.000bilinear
45tf_efficientnet_b4_ap95.5004.50099.3900.61019.343800.922bicubic
46resnet152d95.4704.53099.3000.70060.212560.940bicubic
47ssl_resnext101_32x16d95.4004.60099.4100.590194.032240.875bilinear
48tresnet_l_44895.4004.60099.2800.72055.994480.875bilinear
49ssl_resnext101_32x8d95.3304.67099.3200.68088.792240.875bilinear
50vit_large_patch16_22495.2904.71099.3100.690304.332240.900bicubic
51resnet101d95.2804.72099.2600.74044.572560.940bicubic
52vit_base_patch32_38495.2504.75099.1800.82088.303841.000bicubic
53vit_base_patch16_22495.2204.78099.2400.76086.572240.900bicubic
54swsl_resnet5095.2204.78099.4000.60025.562240.875bilinear
55nasnetalarge95.1704.83099.1300.87088.753310.911bicubic
56ecaresnet101d95.1604.84099.2300.77044.572240.875bicubic
57ssl_resnext101_32x4d95.1604.84099.3000.70044.182240.875bilinear
58efficientnet_b3a95.1504.85099.2100.79012.233201.000bicubic
59regnety_03295.0704.93099.2100.79019.442240.875bicubic
60tresnet_xl95.0704.93099.2500.75078.442240.875bilinear
61efficientnet_b394.9705.03099.2400.76012.233000.904bicubic
62tf_efficientnet_b3_ap94.9605.04099.1100.89012.233000.904bicubic
63tf_efficientnet_b394.9105.09099.1000.90012.233000.904bicubic
64tresnet_l94.9005.10099.0300.97055.992240.875bilinear
65tf_efficientnet_b1_ns94.8805.12099.2500.7507.792400.882bicubic
66tf_efficientnet_lite494.8705.13099.0900.91013.013800.920bilinear
67seresnext50_32x4d94.8105.19099.1300.87027.562240.875bicubic
68legacy_senet15494.7305.27099.1000.900115.092240.875bilinear
69gluon_senet15494.7105.29098.9701.030115.092240.875bicubic
70resnest50d_4s2x40d94.7105.29099.1300.87030.422240.875bicubic
71ssl_resnext50_32x4d94.7005.30099.2400.76025.032240.875bilinear
72gluon_resnet152_v1s94.7005.30099.0500.95060.322240.875bicubic
73rexnet_20094.6705.33099.0900.91016.372240.875bicubic
74tresnet_m_44894.6705.33099.1700.83031.394480.875bilinear
75wide_resnet50_294.6605.34099.0500.95068.882240.875bicubic
76gluon_seresnext101_64x4d94.6305.37098.9701.03088.232240.875bicubic
77resnest50d94.6205.38099.0300.97027.482240.875bilinear
78efficientnet_b3_pruned94.5805.42099.0700.9309.863000.904bicubic
79resnetv2_50x1_bitm94.5305.47099.2400.76025.554801.000bilinear
80regnety_32094.5005.50099.1700.830145.052240.875bicubic
81tf_efficientnet_el94.4705.53099.0800.92010.593000.904bicubic
82gluon_resnet152_v1d94.4505.55099.0001.00060.212240.875bicubic
83ecaresnet101d_pruned94.4405.56099.1000.90024.882240.875bicubic
84gluon_seresnext101_32x4d94.4305.57099.0900.91048.962240.875bicubic
85resnest50d_1s4x24d94.3905.61099.0600.94025.682240.875bicubic
86efficientnet_b2a94.3705.63099.0500.9509.112881.000bicubic
87efficientnet_b294.3405.66099.1000.9009.112600.875bicubic
88gluon_resnext101_64x4d94.3305.67098.8801.12083.462240.875bicubic
89ssl_resnet5094.3205.68099.1600.84025.562240.875bilinear
90regnetx_12094.3005.70099.2000.80046.112240.875bicubic
91rexnet_15094.2805.72099.0900.9109.732240.875bicubic
92tf_efficientnet_b2_ap94.2705.73098.9501.0509.112600.890bicubic
93mixnet_xl94.2205.78098.8201.18011.902240.875bicubic
94dpn9294.2005.80098.9301.07037.672240.875bicubic
95ecaresnet50d94.2005.80099.0200.98025.582240.875bicubic
96regnetx_32094.2005.80099.0500.950107.812240.875bicubic
97tf_efficientnet_b294.2005.80099.0300.9709.112600.890bicubic
98gluon_seresnext50_32x4d94.1805.82098.9101.09027.562240.875bicubic
99gluon_resnet101_v1s94.1805.82099.0200.98044.672240.875bicubic
100legacy_seresnext101_32x4d94.1705.83098.9701.03048.962240.875bilinear
101gluon_resnet101_v1d94.1605.84098.9501.05044.572240.875bicubic
102ecaresnetlight94.1405.86098.9501.05030.162240.875bicubic
103regnety_06494.1405.86099.0300.97030.582240.875bicubic
104gluon_resnext101_32x4d94.1205.88098.9301.07044.182240.875bicubic
105tf_efficientnet_lite394.1205.88098.9601.0408.203000.904bilinear
106regnety_16094.1105.89099.0100.99083.592240.875bicubic
107cspdarknet5394.1005.90098.9801.02027.642560.887bilinear
108seresnet5094.0805.92098.9701.03028.092240.875bicubic
109tresnet_m94.0805.92098.8301.17031.392240.875bilinear
110resnet50d94.0705.93098.9201.08025.582240.875bicubic
111regnety_12094.0605.94099.0200.98051.822240.875bicubic
112gluon_xception6594.0305.97099.0300.97039.922990.903bicubic
113hrnet_w4894.0305.97099.0300.97077.472240.875bilinear
114gluon_resnet152_v1b94.0205.98098.7401.26060.192240.875bicubic
115dla102x294.0205.98099.0300.97041.282240.875bilinear
116dpn10793.9606.04098.8501.15086.922240.875bicubic
117dpn9893.9506.05098.9201.08061.572240.875bicubic
118skresnext50_32x4d93.9506.05098.8201.18027.482240.875bicubic
119regnety_08093.9006.10098.9901.01039.182240.875bicubic
120xception7193.9006.10098.9501.05042.342990.903bicubic
121regnetx_16093.8906.11099.0800.92054.282240.875bicubic
122gluon_resnet152_v1c93.8706.13098.8001.20060.212240.875bicubic
123ese_vovnet39b93.8506.15098.9001.10024.572240.875bicubic
124cspresnet5093.8506.15098.8801.12021.622560.887bilinear
125hrnet_w6493.8506.15098.9201.080128.062240.875bilinear
126resnext50_32x4d93.8506.15098.8301.17025.032240.875bicubic
127ecaresnet50d_pruned93.8206.18099.0001.00019.942240.875bicubic
128resnext50d_32x4d93.8006.20098.7201.28025.052240.875bicubic
129efficientnet_b2_pruned93.8006.20098.9101.0908.312600.890bicubic
130regnetx_08093.7906.21098.9101.09039.572240.875bicubic
131dla16993.7806.22098.8401.16053.392240.875bilinear
132gluon_resnet101_v1b93.7706.23098.7101.29044.552240.875bicubic
133resnext101_32x8d93.7706.23098.9501.05088.792240.875bilinear
134dpn13193.7606.24098.8101.19079.252240.875bicubic
135tf_efficientnet_b0_ns93.7606.24098.9801.0205.292240.875bicubic
136cspresnext5093.7506.25098.8401.16020.572240.875bilinear
137efficientnet_em93.7506.25098.9201.0806.902400.882bicubic
138xception6593.7506.25098.8701.13039.922990.903bicubic
139wide_resnet101_293.7306.27098.8101.190126.892240.875bilinear
140tf_efficientnet_b193.7106.29098.8001.2007.792400.882bicubic
141hrnet_w4093.7106.29098.8001.20057.562240.875bilinear
142resnetblur5093.7106.29098.8001.20025.562240.875bicubic
143rexnet_13093.6806.32098.7201.2807.562240.875bicubic
144regnetx_04093.6806.32098.9501.05022.122240.875bicubic
145gluon_resnext50_32x4d93.6706.33098.7001.30025.032240.875bicubic
146gluon_resnet101_v1c93.6606.34098.7601.24044.572240.875bicubic
147regnetx_06493.6506.35099.0500.95026.212240.875bicubic
148xception93.6506.35098.7901.21022.862990.897bicubic
149tf_efficientnet_b1_ap93.6406.36098.7801.2207.792400.882bicubic
150hrnet_w4493.6306.37098.9501.05067.062240.875bilinear
151regnety_04093.6106.39098.9601.04020.652240.875bicubic
152dpn68b93.6006.40098.7101.29012.612240.875bicubic
153gluon_inception_v393.5906.41098.8401.16023.832990.875bicubic
154gluon_resnet50_v1s93.5906.41098.8301.17025.682240.875bicubic
155tf_efficientnet_cc_b1_8e93.5806.42098.6901.31039.722400.882bicubic
156res2net50_26w_6s93.5706.43098.7501.25037.052240.875bilinear
157dla60_res2next93.5606.44098.8001.20017.032240.875bilinear
158gluon_resnet50_v1d93.5506.45098.7101.29025.582240.875bicubic
159res2net101_26w_4s93.5206.48098.6301.37045.212240.875bilinear
160dla102x93.5106.49098.8501.15026.312240.875bilinear
161xception4193.4806.52098.7601.24026.972990.903bicubic
162selecsls60b93.4806.52098.8401.16032.772240.875bicubic
163resnet5093.4806.52098.5901.41025.562240.875bicubic
164tf_efficientnet_em93.4706.53098.7501.2506.902400.882bicubic
165legacy_seresnet15293.4606.54098.8501.15066.822240.875bilinear
166res2net50_26w_8s93.4506.55098.7101.29048.402240.875bilinear
167legacy_seresnext50_32x4d93.4006.60098.8001.20027.562240.875bilinear
168dla60_res2net93.3906.61098.8401.16020.852240.875bilinear
169hrnet_w3093.3906.61098.8301.17037.712240.875bilinear
170dla10293.3006.70098.7801.22033.272240.875bilinear
171legacy_seresnet10193.2806.72098.7501.25049.332240.875bilinear
172mixnet_l93.2806.72098.7101.2907.332240.875bicubic
173regnetx_03293.2706.73098.7401.26015.302240.875bicubic
174resnest26d93.2606.74098.8401.16017.072240.875bilinear
175tv_resnet15293.2506.75098.7501.25060.192240.875bilinear
176tf_inception_v393.2106.79098.4801.52023.832990.875bicubic
177dla60x93.2106.79098.7201.28017.352240.875bilinear
178res2net50_26w_4s93.1806.82098.6701.33025.702240.875bilinear
179res2next5093.1306.87098.6601.34024.672240.875bilinear
180efficientnet_b193.0606.94098.5301.4707.792400.875bicubic
181tf_mixnet_l93.0506.95098.5401.4607.332240.875bicubic
182regnety_01693.0306.97098.6901.31011.202240.875bicubic
183res2net50_14w_8s93.0106.99098.7001.30025.062240.875bilinear
184selecsls6093.0106.99098.8301.17030.672240.875bicubic
185adv_inception_v392.9907.01098.4801.52023.832990.875bicubic
186seresnext26t_32x4d92.9807.02098.4801.52016.822240.875bicubic
187efficientnet_b1_pruned92.9707.03098.5201.4806.332400.882bicubic
188hrnet_w3292.9507.05098.8401.16041.232240.875bilinear
189efficientnet_es92.9307.07098.6801.3205.442240.875bicubic
190gluon_resnet50_v1c92.9107.09098.7101.29025.582240.875bicubic
191tv_resnext50_32x4d92.9107.09098.7301.27025.032240.875bilinear
192inception_v392.9007.10098.3201.68023.832990.875bicubic
193tv_resnet10192.8807.12098.6601.34044.552240.875bilinear
194densenet16192.8807.12098.8101.19028.682240.875bicubic
195tf_efficientnet_cc_b0_8e92.8607.14098.4601.54024.012240.875bicubic
196rexnet_10092.8507.15098.6201.3804.802240.875bicubic
197tf_efficientnet_cc_b0_4e92.8407.16098.4401.56013.312240.875bicubic
198res2net50_48w_2s92.8007.20098.4601.54025.292240.875bilinear
199seresnext26tn_32x4d92.7707.23098.5501.45016.812240.875bicubic
200hrnet_w1892.7607.24098.6501.35021.302240.875bilinear
201dla6092.6907.31098.6301.37022.042240.875bilinear
202densenet20192.6907.31098.6601.34020.012240.875bicubic
203legacy_seresnet5092.6707.33098.6601.34028.092240.875bilinear
204resnet34d92.6407.36098.4401.56021.822240.875bicubic
205mobilenetv2_120d92.6107.39098.5201.4805.832240.875bicubic
206vit_small_patch16_22492.6107.39098.3901.61048.752240.900bicubic
207tf_efficientnet_b0_ap92.6007.40098.3701.6305.292240.875bicubic
208legacy_seresnext26_32x4d92.5807.42098.4301.57016.792240.875bicubic
209tf_efficientnet_lite292.5807.42098.5501.4506.092600.890bicubic
210skresnet3492.5607.44098.5101.49022.282240.875bicubic
211regnetx_01692.5607.44098.5501.4509.192240.875bicubic
212gluon_resnet50_v1b92.5507.45098.5501.45025.562240.875bicubic
213tf_efficientnet_es92.5407.46098.5101.4905.442240.875bicubic
214selecsls42b92.4807.52098.4401.56032.462240.875bicubic
215efficientnet_b092.4707.53098.6801.3205.292240.875bicubic
216seresnext26d_32x4d92.4407.56098.5401.46016.812240.875bicubic
217densenetblur121d92.4007.60098.4201.5808.002240.875bicubic
218tf_efficientnet_b092.4007.60098.4701.5305.292240.875bicubic
219tf_efficientnet_lite192.3207.68098.4901.5105.422400.882bicubic
220densenet16992.3007.70098.5901.41014.152240.875bicubic
221mixnet_m92.2607.74098.3701.6305.012240.875bicubic
222dpn6892.2507.75098.6001.40012.612240.875bicubic
223resnet26d92.2307.77098.4701.53016.012240.875bicubic
224tf_mixnet_m92.1707.83098.4201.5805.012240.875bicubic
225tv_resnet5092.1307.87098.4201.58025.562240.875bilinear
226mobilenetv2_14092.0407.96098.2501.7506.112240.875bicubic
227ese_vovnet19b_dw92.0207.98098.5201.4806.542240.875bicubic
228densenet12191.9408.06098.2801.7207.982240.875bicubic
229regnety_00891.8908.11098.4201.5806.262240.875bicubic
230mixnet_s91.7808.22098.3001.7004.132240.875bicubic
231tf_mixnet_s91.6908.31098.2401.7604.132240.875bicubic
232semnasnet_10091.6608.34098.2601.7403.892240.875bicubic
233regnety_00691.5908.41098.4301.5706.062240.875bicubic
234mobilenetv3_rw91.5608.44098.2701.7305.482240.875bicubic
235mobilenetv3_large_10091.4808.52098.3301.6705.482240.875bicubic
236legacy_seresnet3491.4708.53098.2001.80021.962240.875bilinear
237resnet2691.4508.55098.2801.72016.002240.875bicubic
238tf_mobilenetv3_large_10091.4108.59098.2501.7505.482240.875bilinear
239tv_densenet12191.3908.61098.2501.7507.982240.875bicubic
240mobilenetv2_110d91.3308.67098.1901.8104.522240.875bicubic
241tf_efficientnet_lite091.2808.72098.0901.9104.652240.875bicubic
242dla3491.2608.74098.1801.82015.742240.875bilinear
243efficientnet_lite091.2608.74098.2501.7504.652240.875bicubic
244fbnetc_10091.2608.74097.8202.1805.572240.875bilinear
245regnetx_00891.2108.79098.3701.6307.262240.875bicubic
246mnasnet_10091.2008.80098.0401.9604.382240.875bicubic
247resnet3491.1908.81098.2301.77021.802240.875bilinear
248hrnet_w18_small_v291.1708.83098.3601.64015.602240.875bilinear
249resnest14d91.1408.86098.3501.65010.612240.875bilinear
250gluon_resnet34_v1b91.0908.91098.1801.82021.802240.875bicubic
251swsl_resnet1891.0908.91098.2101.79011.692240.875bilinear
252regnety_00490.7609.24098.0801.9204.342240.875bicubic
253regnetx_00690.7509.25098.1001.9006.202240.875bicubic
254ssl_resnet1890.7009.30098.0301.97011.692240.875bilinear
255spnasnet_10090.6209.38097.9502.0504.422240.875bilinear
256tf_mobilenetv3_large_07590.3109.69097.8802.1203.992240.875bilinear
257tv_resnet3490.3109.69097.9702.03021.802240.875bilinear
258skresnet1890.1609.84097.7802.22011.962240.875bicubic
259resnet18d90.00010.00097.8402.16011.712240.875bicubic
260hrnet_w18_small89.90010.10097.9002.10013.192240.875bilinear
261mobilenetv2_10089.84010.16097.8402.1603.502240.875bicubic
262regnetx_00489.45010.55097.7802.2205.162240.875bicubic
263legacy_seresnet1889.26010.74097.6902.31011.782240.875bicubic
264tf_mobilenetv3_large_minimal_10089.16010.84097.3202.6803.922240.875bilinear
265gluon_resnet18_v1b88.67011.33097.1102.89011.692240.875bicubic
266regnety_00288.22011.78097.4302.5703.162240.875bicubic
267resnet1888.17011.83097.1202.88011.692240.875bilinear
268regnetx_00287.37012.63096.9903.0102.682240.875bicubic
269dla60x_c87.08012.92097.1402.8601.322240.875bilinear
270tf_mobilenetv3_small_10085.98014.02096.4003.6002.542240.875bilinear
271dla46x_c85.47014.53096.4503.5501.072240.875bilinear
272dla46_c84.71015.29096.2103.7901.302240.875bilinear
273tf_mobilenetv3_small_07584.53015.47095.8804.1202.042240.875bilinear
274tf_mobilenetv3_small_minimal_10082.67017.33095.0005.0002.042240.875bilinear
275pnasnet5large17.87082.13042.12057.88086.063310.911bicubic
276inception_resnet_v216.79083.21038.85061.15055.852990.897bicubic
277inception_v416.54083.46037.38062.62042.682990.875bicubic
278ens_adv_inception_resnet_v216.24083.76040.39059.61055.852990.897bicubic