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

20 KiB

1modelrank_difftop1top1_difftop1_errtop5top5_difftop5_errparam_countimg_sizecropt_pctinterpolation
2tf_efficientnet_l2_ns_475+162.387-25.84737.61387.107-11.43912.893480.3104750.936bicubic
3tf_efficientnet_l2_ns-162.027-26.32537.97387.960-10.68812.040480.3108000.960bicubic
4tf_efficientnet_b7_ns=45.720-41.11854.28074.200-23.89425.80066.3506000.949bicubic
5ig_resnext101_32x48d+241.573-43.86958.42766.613-30.95933.387828.4102240.875bilinear
6tf_efficientnet_b6_ns-140.427-46.03559.57368.840-29.04431.16043.0405280.942bicubic
7ig_resnext101_32x32d+539.413-45.67960.58763.760-33.67636.240468.5302240.875bilinear
8tf_efficientnet_b5_ns-239.013-47.06760.98768.040-29.71431.96030.3904560.934bicubic
9ig_resnext101_32x16d+936.053-48.12363.94759.040-38.15640.960194.0302240.875bilinear
10swsl_resnext101_32x8d+532.067-52.22767.93359.400-37.77440.60088.7902240.875bilinear
11tf_efficientnet_b4_ns-130.800-54.35869.20059.440-38.02840.56019.3403800.922bicubic
12tf_efficientnet_b8_ap-329.600-55.76870.40056.933-40.36143.06787.4106720.954bicubic
13tf_efficientnet_b8-529.373-55.99770.62757.067-40.32542.93387.4106720.954bicubic
14ig_resnext101_32x8d+1628.707-53.98171.29352.320-44.31247.68088.7902240.875bilinear
15swsl_resnext101_32x16d+827.947-55.39172.05352.320-44.53247.680194.0302240.875bilinear
16tf_efficientnet_b7_ap-527.813-57.30572.18754.773-42.47945.22766.3506000.949bicubic
17resnest269e=27.613-56.57372.38753.107-43.81546.893110.9304160.875bilinear
18tresnet_xl_448+826.880-56.16873.12051.093-45.08148.90778.4404480.875bilinear
19resnest200e+226.427-57.40773.57351.933-44.90548.06770.2003200.875bilinear
20swsl_resnext101_32x4d+525.347-57.88774.65349.627-47.12950.37344.1802240.875bilinear
21tf_efficientnet_b7-825.253-59.67974.74751.667-45.54148.33366.3506000.949bicubic
22tresnet_l_448+1124.573-57.69575.42748.600-47.37851.40055.9904480.875bilinear
23tf_efficientnet_b6_ap-924.347-60.43975.65350.427-46.71149.57343.0405280.942bicubic
24tf_efficientnet_b6-520.373-63.73979.62745.493-51.39154.50743.0405280.942bicubic
25tresnet_m_448+1519.680-62.03280.32042.760-52.81057.24031.3904480.875bilinear
26tf_efficientnet_b5_ap-1019.467-64.78780.53344.720-52.25655.28030.3904560.934bicubic
27tf_efficientnet_b3_ns-719.413-64.64180.58744.627-52.28555.37312.2303000.904bicubic
28swsl_resnext50_32x4d+618.067-64.11381.93341.867-54.36158.13325.0302240.875bilinear
29ssl_resnext101_32x16d+917.213-64.62382.78739.947-56.14760.053194.0302240.875bilinear
30tf_efficientnet_b5-817.067-66.74982.93341.907-54.84358.09330.3904560.934bicubic
31resnest101e-316.493-66.39783.50740.747-55.57759.25348.2802560.875bilinear
32swsl_resnet50+1715.987-65.19384.01338.853-57.13361.14725.5602240.875bilinear
33ssl_resnext101_32x8d+915.120-66.50684.88037.720-58.31862.28088.7902240.875bilinear
34tf_efficientnet_b4_ap-1013.680-69.56886.32035.920-60.46864.08019.3403800.922bicubic
35ecaresnet101d=13.307-68.85986.69335.533-60.51964.46744.5702240.875bicubic
36tf_efficientnet_b4-913.307-69.70986.69335.520-60.77864.48019.3403800.922bicubic
37pnasnet5large-813.080-69.66086.92032.213-63.82767.78786.0603310.875bicubic
38nasnetalarge-712.573-69.98587.42733.413-62.62366.58788.7503310.875bicubic
39ssl_resnext101_32x4d+1512.120-68.80887.88031.893-63.83568.10744.1802240.875bilinear
40tf_efficientnet_b2_ns-811.787-70.59388.21332.960-63.29267.0409.1102600.890bicubic
41gluon_senet154+79.907-71.31790.09326.453-68.90373.547115.0902240.875bicubic
42resnest50d_4s2x40d+89.787-71.32790.21329.147-66.42170.85330.4202240.875bicubic
43ssl_resnext50_32x4d+309.667-70.66190.33328.427-66.97771.57325.0302240.875bilinear
44senet154+39.453-71.85190.54726.440-69.05873.560115.0902240.875bilinear
45tresnet_xl-99.307-72.76390.69328.413-67.51571.58778.4402240.875bilinear
46efficientnet_b3a-99.267-72.60790.73328.427-67.41371.57312.2303201.000bicubic
47efficientnet_b3-38.947-72.55191.05328.213-67.50571.78712.2303000.904bicubic
48inception_v4+328.920-71.23691.08024.707-70.26775.29342.6802990.875bicubic
49gluon_seresnext101_64x4d+78.867-72.02391.13327.320-67.98472.68088.2302240.875bicubic
50tf_efficientnet_b1_ns-48.613-72.77391.38727.280-68.45872.7207.7902400.882bicubic
51resnest50d_1s4x24d+18.520-72.47091.48026.787-68.53573.21325.6802240.875bicubic
52ecaresnet50d+108.507-72.09791.49326.267-69.05573.73325.5802240.875bicubic
53gluon_xception65+458.467-71.13791.53325.133-69.61574.86739.9202990.875bicubic
54gluon_resnet152_v1d+118.413-72.05791.58723.453-71.75376.54760.2102240.875bicubic
55inception_resnet_v2+118.160-72.30091.84023.533-71.77776.46755.8402990.897bicubic
56tf_efficientnet_b3_ap-178.133-73.69591.86726.280-69.34473.72012.2303000.904bicubic
57gluon_seresnext101_32x4d-28.040-72.86291.96024.733-70.56175.26748.9602240.875bicubic
58tf_efficientnet_b3-178.013-73.62791.98725.467-70.25574.53312.2303000.904bicubic
59ens_adv_inception_resnet_v2+257.987-71.98992.01323.827-71.11976.17355.8402990.897bicubic
60tf_efficientnet_lite4-177.933-73.59592.06725.560-70.10874.44013.0103800.920bilinear
61tresnet_l-167.880-73.60892.12025.187-70.44174.81355.9902240.875bilinear
62gluon_resnet152_v1s-117.867-73.14592.13323.173-72.24376.82760.3202240.875bicubic
63resnest50d-107.747-73.21192.25325.293-70.08974.70727.4802240.875bilinear
64gluon_resnext101_64x4d-17.707-72.89592.29323.240-71.75476.76083.4602240.875bicubic
65skresnext50_32x4d+167.080-73.07092.92023.027-71.61776.97327.4802240.875bicubic
66ssl_resnet50+457.000-72.22893.00023.920-70.91276.08025.5602240.875bilinear
67regnety_320-96.920-73.89493.08023.040-72.20076.960145.0502240.875bicubic
68ecaresnet101d_pruned-96.800-74.00893.20024.200-71.42875.80024.8802240.875bicubic
69ecaresnetlight-26.760-73.69493.24022.560-72.69677.44030.1602240.875bicubic
70efficientnet_b2a-96.760-73.84893.24023.493-71.81776.5079.1102881.000bicubic
71seresnext101_32x4d+76.413-73.82393.58721.520-73.50878.48048.9602240.875bilinear
72efficientnet_b2-26.093-74.30993.90721.933-73.14378.0679.1102600.875bicubic
73gluon_resnext101_32x4d-16.040-74.29493.96021.133-73.79378.86744.1802240.875bicubic
74regnetx_320+35.987-74.25994.01319.880-75.14280.120107.8102240.875bicubic
75ese_vovnet39b+295.973-73.34794.02721.293-73.41778.70724.5702240.875bicubic
76gluon_resnet101_v1d-75.920-74.50494.08019.947-75.07380.05344.5702240.875bicubic
77gluon_seresnext50_32x4d+105.787-74.12594.21321.427-73.39178.57327.5602240.875bicubic
78efficientnet_b3_pruned-215.733-75.12394.26721.360-73.88078.6409.8603000.904bicubic
79regnety_160-35.640-74.66094.36019.347-75.61580.65383.5902240.875bicubic
80gluon_inception_v3+475.507-73.29794.49319.947-74.43380.05323.8302990.875bicubic
81mixnet_xl-175.480-74.99894.52021.093-73.83978.90711.9002240.875bicubic
82tresnet_m-225.440-75.35694.56019.960-74.89680.04031.3902240.875bilinear
83regnety_120-125.413-74.96994.58719.853-75.27580.14751.8202240.875bicubic
84gluon_resnet101_v1s-95.280-75.02094.72019.547-75.60380.45344.6702240.875bicubic
85hrnet_w64+165.133-74.33994.86719.453-75.19780.547128.0602240.875bilinear
86regnety_080+25.000-74.86895.00018.600-76.23281.40039.1802240.875bicubic
87efficientnet_b2_pruned-24.947-74.97195.05319.347-75.50180.6538.3102600.890bicubic
88dpn107-94.880-75.28495.12017.613-77.29982.38786.9202240.875bicubic
89gluon_resnet152_v1c-34.867-75.04995.13317.773-77.06982.22760.2102240.875bicubic
90adv_inception_v3+764.747-72.83395.25317.547-76.17782.45323.8302990.875bicubic
91dla102x2+114.747-74.70595.25318.960-75.68481.04041.7502240.875bilinear
92tf_inception_v3+684.747-73.10995.25317.747-75.89782.25323.8302990.875bicubic
93hrnet_w48+134.720-74.59095.28018.440-76.07881.56077.4702240.875bilinear
94dpn131-44.640-75.18895.36016.867-77.83783.13379.2502240.875bicubic
95gluon_resnet152_v1b=4.587-75.10595.41316.533-78.20583.46760.1902240.875bicubic
96ecaresnet50d_pruned-34.547-75.17195.45318.547-76.34381.45319.9402240.875bicubic
97dpn92-144.493-75.52395.50718.200-76.63881.80037.6702240.875bicubic
98hrnet_w44+254.493-74.40195.50717.347-77.02382.65367.0602240.875bilinear
99regnetx_160-104.373-75.49395.62717.093-77.73582.90754.2802240.875bicubic
100resnext50d_32x4d-44.347-75.32795.65317.773-77.09582.22725.0502240.875bicubic
101xception+184.347-74.70195.65316.760-77.63283.24022.8602990.897bicubic
102seresnext50_32x4d+144.280-74.79695.72017.813-76.62182.18727.5602240.875bilinear
103resnext50_32x4d-114.253-75.50995.74718.387-76.21381.61325.0302240.875bicubic
104tf_efficientnet_cc_b1_8e+44.240-75.05895.76015.947-78.41784.05339.7202400.882bicubic
105regnety_064-114.227-75.48595.77317.187-77.58782.81330.5802240.875bicubic
106tf_efficientnet_el-384.227-76.22195.77318.173-76.98781.82710.5903000.904bicubic
107inception_v3+644.187-73.24995.81316.293-77.18383.70723.8302990.875bicubic
108tf_efficientnet_b2_ap-344.173-76.13395.82718.320-76.70881.6809.1102600.890bicubic
109seresnet152+244.147-74.51195.85315.893-78.48184.10766.8202240.875bilinear
110resnext101_32x8d-54.133-75.17995.86716.987-77.53983.01388.7902240.875bilinear
111tf_efficientnet_b0_ns+234.133-74.51995.86717.680-76.68882.3205.2902240.875bicubic
112dpn98-154.080-75.55695.92015.947-78.64784.05361.5702240.875bicubic
113res2net101_26w_4s+24.000-75.19696.00014.827-79.61385.17345.2102240.875bilinear
114efficientnet_b1+173.973-74.72596.02715.760-78.39284.2407.7902400.875bicubic
115tf_efficientnet_lite3-243.933-75.87996.06716.520-78.39483.4808.2003000.904bilinear
116tf_efficientnet_b2-343.773-76.31796.22716.613-78.29383.3879.1102600.890bicubic
117regnety_040-53.747-75.47596.25316.400-78.25683.60020.6502240.875bicubic
118hrnet_w30+313.680-74.51696.32015.573-78.64784.42737.7102240.875bilinear
119hrnet_w32+233.653-74.79596.34714.787-79.40185.21341.2302240.875bilinear
120hrnet_w40+23.653-75.28196.34715.440-79.02684.56057.5602240.875bilinear
121regnetx_120-223.627-75.96396.37315.973-78.76784.02746.1102240.875bicubic
122seresnext26t_32x4d+343.613-74.37596.38715.893-77.81384.10716.8202240.875bicubic
123tf_efficientnet_b1_ap-133.547-75.73196.45315.067-79.24184.9337.7902400.882bicubic
124seresnext26tn_32x4d+313.507-74.48396.49315.760-77.98884.24016.8102240.875bicubic
125resnest26d+133.493-74.98996.50715.667-78.62384.33317.0702240.875bilinear
126dla169+43.467-75.24396.53315.333-79.00584.66753.9902240.875bilinear
127gluon_resnext50_32x4d-243.453-75.90396.54716.120-78.30483.88025.0302240.875bicubic
128mixnet_l-73.440-75.53696.56015.307-78.87784.6937.3302240.875bicubic
129seresnext26d_32x4d+363.400-74.20496.60016.160-77.45283.84016.8102240.875bicubic
130res2net50_26w_8s-173.333-75.87796.66714.040-80.32285.96048.4002240.875bilinear
131resnetblur50-223.333-75.95796.66715.587-79.04584.41325.5602240.875bicubic
132dla102x+43.307-75.20196.69315.120-79.11484.88026.7702240.875bilinear
133gluon_resnet101_v1c-333.307-76.23796.69314.120-80.46685.88044.5702240.875bicubic
134seresnet101+103.253-75.14396.74715.453-78.80584.54749.3302240.875bilinear
135densenetblur121d+553.067-73.50996.93314.280-78.91085.7208.0002240.875bicubic
136dla60_res2next+53.040-75.40896.96014.453-79.69185.54717.3302240.875bilinear
137regnety_032-133.027-75.84396.97314.240-80.16285.76019.4402240.875bicubic
138gluon_resnet50_v1d-213.013-76.06196.98714.627-79.84985.37325.5802240.875bicubic
139wide_resnet101_2-142.960-75.88697.04013.947-80.33786.053126.8902240.875bilinear
140efficientnet_b1_pruned+72.933-75.30997.06714.413-79.41985.5876.3302400.882bicubic
141gluon_resnet50_v1s-122.920-75.79297.08013.120-81.12286.88025.6802240.875bicubic
142tf_efficientnet_b1-162.867-75.96597.13313.507-80.68986.4937.7902400.882bicubic
143res2net50_26w_6s-82.840-75.73497.16012.600-81.52687.40037.0502240.875bilinear
144efficientnet_b0+182.813-74.87997.18713.907-79.62586.0935.2902240.875bicubic
145tf_mixnet_l-172.813-75.95797.18713.040-80.96486.9607.3302240.875bicubic
146regnetx_064-282.787-76.27997.21313.880-80.57686.12026.2102240.875bicubic
147dpn68b+212.707-74.80797.29312.640-81.18287.36012.6102240.875bicubic
148selecsls60b-52.693-75.72597.30713.173-80.99386.82732.7702240.875bicubic
149tf_efficientnet_cc_b0_8e+102.680-75.22897.32012.773-80.88387.22724.0102240.875bicubic
150dla60_res2net-112.640-75.83297.36014.200-80.00485.80021.1502240.875bilinear
151gluon_resnet101_v1b-442.627-76.67797.37313.573-80.95186.42744.5502240.875bicubic
152dla60x-62.613-75.62997.38713.333-80.68986.66717.6502240.875bilinear
153mixnet_m+252.547-74.70997.45312.427-80.99187.5735.0102240.875bicubic
154skresnet34+312.520-74.39097.48012.773-80.54387.22722.2802240.875bicubic
155efficientnet_es-32.373-75.68197.62713.880-80.05086.1205.4402240.875bicubic
156resnet152-112.360-75.95297.64012.200-81.84687.80060.1902240.875bilinear
157regnetx_080-432.347-76.85197.65312.693-81.86587.30739.5702240.875bicubic
158swsl_resnet18+642.333-70.95397.66711.213-80.51988.78711.6902240.875bilinear
159wide_resnet50_2-192.320-76.14897.68011.800-82.28688.20068.8802240.875bilinear
160seresnext26_32x4d+202.293-74.80797.70712.440-80.87087.56016.7902240.875bicubic
161hrnet_w18+262.267-74.48997.73311.853-81.58988.14721.3002240.875bilinear
162dla102-92.253-75.77397.74712.120-81.83087.88033.7302240.875bilinear
163resnet50-432.227-76.80597.77311.333-83.05188.66725.5602240.875bicubic
164regnety_016-32.173-75.67997.82711.440-82.27688.56011.2002240.875bicubic
165regnetx_040-282.160-76.32697.84011.800-82.44288.20022.1202240.875bicubic
166resnest14d+362.147-73.35797.85310.400-82.11489.60010.6102240.875bilinear
167selecsls60-102.080-75.90297.92012.840-80.99287.16030.6702240.875bicubic
168tf_efficientnet_cc_b0_4e+62.080-75.22497.92010.973-82.35989.02713.3102240.875bicubic
169res2next50-212.067-76.17597.93311.453-82.43988.54724.6702240.875bilinear
170seresnet50-72.067-75.56997.93312.267-81.48587.73328.0902240.875bilinear
171densenet161+21.973-75.37598.02710.587-83.06189.41328.6802240.875bicubic
172tf_efficientnet_b0_ap+91.960-75.12498.04010.800-82.45489.2005.2902240.875bicubic
173regnetx_032-231.920-76.24698.08010.947-83.13389.05315.3002240.875bicubic
174tf_efficientnet_em-421.813-76.88598.18711.627-82.69388.3736.9002400.882bicubic
175tf_mixnet_m+81.813-75.13798.18710.547-82.60989.4535.0102240.875bicubic
176tf_efficientnet_lite2-61.800-75.66098.20011.147-82.59988.8536.0902600.890bicubic
177res2net50_14w_8s-261.787-76.36598.21310.347-83.49589.65325.0602240.875bilinear
178res2net50_26w_4s-201.773-76.17398.22710.440-83.41289.56025.7002240.875bilinear
179mobilenetv3_large_100+181.760-74.00898.24010.293-82.24789.7075.4802240.875bicubic
180densenet121+201.733-73.84198.26710.853-81.80389.1477.9802240.875bicubic
181tf_efficientnet_b0+51.693-75.14798.3079.733-83.49390.2675.2902240.875bicubic
182tv_resnext50_32x4d-181.680-75.93898.32010.600-83.09889.40025.0302240.875bilinear
183mobilenetv3_rw+161.667-73.96198.33310.733-81.97789.2675.4802240.875bicubic
184resnet101-121.667-75.70798.3339.813-83.73390.18744.5502240.875bilinear
185mobilenetv2_120d-101.640-75.65498.36010.453-83.04989.5475.8302240.875bicubic
186mixnet_s+91.587-74.40198.41310.253-82.54189.7474.1302240.875bicubic
187densenet201-111.547-75.74398.4539.627-83.85190.37320.0102240.875bicubic
188gluon_resnet50_v1c-341.547-76.46398.45310.613-83.37589.38725.5802240.875bicubic
189semnasnet_100+141.547-73.90998.4539.320-83.27290.6803.8902240.875bicubic
190selecsls42b-111.467-75.70998.53310.440-82.95289.56032.4602240.875bicubic
191tf_efficientnet_lite1-21.453-75.18598.5479.707-83.52590.2935.4202400.882bicubic
192regnety_008=1.427-74.88798.5738.947-84.11591.0536.2602240.875bicubic
193ssl_resnet18+321.387-71.21398.6138.160-83.25691.84011.6902240.875bilinear
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