Robustness Verification on CIFAR10 first 100 images (test)
75Certified AccuracySuper-DeepG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Super-DeepGTransformation=Scaling, Config. number=n°4, Range=[−1, 1], Interval size=1, Clean acc.=79.0%2026.04 | 75 | 0.83 | |
| Super-DeepGTransformation=Scaling, Config. number=n°4, Range=[−1, 1], Interval size=1, Clean acc.=79.0%, P samples=102026.04 | 75 | 0.2 | |
| DeepGTransformation=Scaling, Config. number=n°4, Range=[−1, 1], Interval size=1, Clean acc.=79.0%2026.04 | 69 | 248.13 | |
| DeepGTransformation=Shearing, Config. number=n°6, Range=[−2, 2], Interval size=2, Clean acc.=72.0%2026.04 | 69 | 278.29 | |
| Super-DeepGTransformation=Shearing, Config. number=n°6, Range=[−2, 2], Interval size=2, Clean acc.=72.0%2026.04 | 69 | 0.71 | |
| Super-DeepGTransformation=Shearing, Config. number=n°6, Range=[−2, 2], Interval size=2, Clean acc.=72.0%, P samples=102026.04 | 69 | 0.18 | |
| DeepGTransformation=Rotation, Config. number=n°2, Range=[−10◦, 10◦], Interval size=1◦, Clean acc.=74.0%2026.04 | 65 | 2,389.7 | |
| Super-DeepGTransformation=Rotation, Config. number=n°2, Range=[−10◦, 10◦], Interval size=1◦, Clean acc.=74.0%2026.04 | 65 | 7.58 | |
| Super-DeepGTransformation=Rotation, Config. number=n°2, Range=[−10◦, 10◦], Interval size=1◦, Clean acc.=74.0%, P samples=102026.04 | 65 | 1.9 |