Certified Robustness on CIFAR10 (Accuracy Profile R=0.00 to R=2.00)
79Certified Accuracy (R=0.00)CEAR-(RW)
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CEAR-(RW)sigma_v=0.252026.05 | 79 | 65 | 47 | 31 | 0 | 0 | 0 | 0 | 0 | |
| CEAR-(GM)sigma_v=0.252026.05 | 79 | 65 | 51 | 31 | 0 | 0 | 0 | 0 | 0 | |
| SWEENsigma_v=0.252026.05 | 77 | 61 | 46 | 30 | 0 | 0 | 0 | 0 | 0 | |
| RandSmoothsigma_v=0.252026.05 | 76 | 59 | 37 | 22 | 0 | 0 | 0 | 0 | 0 | |
| CEAR(RW)sigma_v=0.252026.05 | 76 | 63 | 49 | 36 | 0 | 0 | 0 | 0 | 0 | |
| CEAR(GM)sigma_v=0.252026.05 | 72 | 58 | 45 | 33 | 0 | 0 | 0 | 0 | 0 | |
| CEAR-(GM)sigma_v=0.502026.05 | 70 | 58 | 44 | 31 | 25 | 16 | 11 | 6 | 0 | |
| SWEENsigma_v=0.502026.05 | 68 | 56 | 44 | 34 | 20 | 14 | 8 | 5 | 0 | |
| CEAR-(RW)sigma_v=0.502026.05 | 68 | 56 | 42 | 31 | 22 | 14 | 9 | 4 | 0 | |
| CEAR(RW)sigma_v=0.502026.05 | 68 | 56 | 44 | 36 | 23 | 14 | 10 | 8 | 5 | |
| RandSmoothsigma_v=0.502026.05 | 64 | 55 | 38 | 28 | 15 | 9 | 5 | 2 | 0 | |
| CEAR(GM)sigma_v=0.502026.05 | 63 | 53 | 39 | 29 | 17 | 10 | 8 | 0 | 0 | |
| CEAR-(RW)sigma_v=1.002026.05 | 47 | 35 | 26 | 20 | 15 | 12 | 8 | 6 | 4 | |
| CEAR-(GM)sigma_v=1.002026.05 | 47 | 37 | 27 | 22 | 16 | 13 | 11 | 8 | 5 | |
| CEAR(RW)sigma_v=1.002026.05 | 47 | 37 | 30 | 25 | 20 | 18 | 15 | 10 | 8 | |
| CEAR(GM)sigma_v=1.002026.05 | 46 | 35 | 29 | 24 | 18 | 15 | 12 | 10 | 8 | |
| SWEENsigma_v=1.002026.05 | 43 | 34 | 26 | 20 | 16 | 12 | 9 | 6 | 4 | |
| RandSmoothsigma_v=1.002026.05 | 42 | 31 | 23 | 15 | 11 | 7 | 6 | 3 | 1 |