Image Classification (Certified Robustness) on CelebA (test)
56Certified Accuracy (r=0.00)GLEAN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLEANsigma=0.252024.08 | 56 | 54 | 52 | 49 | 43 | 38 | 33 | 31 | 26 | 21 | 37.72 | |
| Gaussiansigma=0.252024.08 | 32 | 30 | 28 | 27 | 24 | 20 | 15 | 14 | 14 | 13 | 19.99 | |
| SmoothAdvsigma=0.252024.08 | 29 | 22 | 18 | 12 | 9 | 9 | 8 | 7 | 6 | 4 | 10.85 | |
| Consistencysigma=0.252024.08 | 24 | 24 | 22 | 20 | 20 | 20 | 20 | 18 | 18 | 17 | 19.23 | |
| MACERsigma=0.252024.08 | 23 | 22 | 20 | 16 | 15 | 12 | 10 | 10 | 9 | 9 | 13.37 |