Certified Image Classification on CelebA (test)
62Certified Accuracy (r=0.00)GLEAN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLEANsigma (certification noise)=0.122024.08 | 62 | 59 | 57 | 56 | 52 | 51 | 49 | 45 | 42 | 38 | 0.2326 | |
| Gaussiansigma (certification noise)=0.122024.08 | 31 | 31 | 31 | 29 | 28 | 26 | 26 | 24 | 22 | 17 | 0.1218 | |
| SmoothAdvsigma (certification noise)=0.122024.08 | 25 | 23 | 18 | 16 | 14 | 11 | 10 | 9 | 9 | 5 | 0.0623 | |
| Consistencysigma (certification noise)=0.122024.08 | 24 | 24 | 23 | 23 | 22 | 21 | 20 | 20 | 20 | 20 | 0.0989 | |
| MACERsigma (certification noise)=0.122024.08 | 21 | 19 | 15 | 13 | 10 | 10 | 10 | 8 | 7 | 6 | 0.053 |