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Robust Image Classification on CIFAR-10

95.32Clean Accuracy

Randomized Input Defense

-0.484824.387649.2674.1324Oct 19, 2022Dec 15, 2022Feb 11, 2023Apr 10, 2023Jun 7, 2023Aug 4, 2023Oct 1, 2023
Updated 2d ago

Evaluation Results

MethodLinks
2023.10
95.32---
2023.10
95.21---
2023.10
94.93---
2023.10
94.92---
2023.10
94.8---
2023.10
94.5---
2023.10
94.4---
2023.10
94---
2023.10
94---
2023.10
93.9---
2023.10
93.8---
2023.10
93.4---
2023.10
92.4---
2023.10
92.2---
2023.10
91.8---
2023.10
91.3---
2023.10
90.8---
2023.10
90.7---
2023.10
90.4---
2023.10
89.5---
2023.10
88.4---
2023.10
86---
2023.10
82.1---
2022.10
80.06-45.3727.95
2022.10
79.96-39.3735.97
2023.10
78.8---
2022.10
78.45-39.7135.81
2022.10
78.14-42.8927.19
2023.10
61---
2023.10
54.5---
2023.10
53---
2023.10
52.9---
2023.10
46.7---
2023.10
45.5---
2023.10
45.1---
2023.10
43.2---
2023.10
42---
2023.10
40.4---
2023.10
37.3---
2023.10
35.1---
2023.10
35---
2023.10
34.8---
2023.10
31.7---
2023.10
30.6---
2023.10
30.2---
2023.10
29.9---
2023.10
27.1---
2023.10
24.2---
2023.10
23.3---
2023.10
23.1---
2023.10
23---
2023.10
22.7---
2023.10
21.5---
2023.10
21.1---
2023.10
21.1---
2023.10
17.6---
2023.10
17.3---
2023.10
17---
2023.10
16.4---
2023.10
15.9---
2023.10
13.5---
2023.10
13.3---
2023.10
11.3---
2023.10
10.5---
2023.10
10.4---
2023.10
9.4---
2023.10
7.6---
2023.10
3.2---
2026.02
-0.29--
2026.02
-3.77--
2026.02
-12.04--
2026.02
-19.09--