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Certified Robustness on CIFAR-10 (test)

94.5Accuracy (Standard)

Diffusion Calibration

64.65272.40180.1587.899Oct 20, 2022Dec 20, 2022Feb 20, 2023Apr 23, 2023Jun 23, 2023Aug 24, 2023Oct 25, 2023
Updated 3d ago

Evaluation Results

MethodLinks
2023.10
94.5-61.9---------90.353.5---
2023.10
92.8-59.8---------89.552.7---
2023.10
92.7-55.3---------8747.9---
2023.10
92.5-53.3-32.9-14.9-----85.168---
2023.10
90.1-40.5-25-16.2-8.8---79.664.5---
2023.10
89.5-60.7---------84.951.7---
2023.10
88.8-50.6-31-14.3-----75.364.6---
2023.10
88.6-53.3-32.5-15.3-----75.166.4---
2023.10
87.4-45.9-24.4-6-----69.954.3---
2023.10
87.3-32.5-21.9-11.8-6.4---48.653---
2023.10
83.3-36.7-24.9-16.1-8.8---52.657.7---
2023.10
80.7-49.2-31.2-13.1-----67.761.7---
2023.10
75.6-27.9-16.9-9-4---42.242.6---
2022.10
72.08-------------62.8451.9941.94
2022.10
71.89-------------62.3752.2442.71
2022.10
71.86-------------62.8652.2442.39
2022.10
71.82-------------62.651.7642.31
2022.10
71.64-------------62.675242.34
2022.10
71.52-------------61.2550.6640.31
2022.10
71.15-------------61.6551.7842.53
2022.10
71.1-------------60.8150.6141.03
2022.10
70.95-------------61.7251.7842.01
2022.10
70.58-------------61.451.4642.05
2022.10
70.37-------------60.7451.2341.81
2022.10
69.67-------------59.2848.0238.3
2023.10
65.8-31.1-22.3-14.6-8.7---43.151.3---
2020.02
-6043342317141210864-----
2020.02
-7457483833292519171412-----
2020.02
-7457494035312722191715-----
2021.11
-39.23427.821.617.41411.8107.6--47.254.2---
2021.11
-38.932.82723.119.115.411.37.85.7--43.552.6---
2021.11
-44.93933.628.523.719.415.4128.7--50.866---
2021.11
-38.535.232.329.326.423.420.217.414.5--41.474.4---
2021.11
-42.238.134.33026.322.919.7-13.8--46.375.6---
2021.11
-42.537.532.928.724.921.318.315.512.6--47.172.5---
2021.11
-41.537.533.830.226.723.420.217.214.7--45.177.3---