Certified Image Classification on DomainNet (test)
63Certified Accuracy (r=0.00)GLEAN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLEANsigma (certification noise)=0.122024.08 | 63 | 61 | 55 | 54 | 48 | 43 | 41 | 37 | 30 | 23 | 20.88 | |
| Gaussiansigma (certification noise)=0.122024.08 | 33 | 32 | 32 | 31 | 28 | 25 | 24 | 23 | 22 | 19 | 12.23 | |
| MACERsigma (certification noise)=0.122024.08 | 28 | 28 | 28 | 28 | 28 | 28 | 28 | 28 | 27 | 27 | 12.72 | |
| SmoothAdvsigma (certification noise)=0.122024.08 | 27 | 27 | 26 | 26 | 25 | 24 | 23 | 23 | 20 | 18 | 10.97 | |
| Consistencysigma (certification noise)=0.122024.08 | 27 | 27 | 27 | 27 | 27 | 27 | 27 | 27 | 27 | 27 | 12.34 |