Certified Image Classification on CMNIST (test)
66.1Certified Accuracy (r=0.00)GLEAN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLEANsigma=0.252024.08 | 66.1 | 63.1 | 58.3 | 53.7 | 48.8 | 43.3 | 37.1 | 31 | 24.5 | 16.8 | 41 | |
| SmoothAdvsigma=0.252024.08 | 17.7 | 13.8 | 10.9 | 9.2 | 8.2 | 7 | 6.4 | 4.8 | 2.6 | 0.7 | 7.27 | |
| Gaussiansigma=0.252024.08 | 11.7 | 9.9 | 9.2 | 8.8 | 8 | 7.3 | 7 | 6.7 | 6.3 | 5.6 | 7.44 | |
| MACERsigma=0.252024.08 | 11.2 | 10.9 | 10.6 | 10.6 | 10.2 | 9.7 | 9.3 | 8.5 | 7.5 | 5.2 | 8.33 | |
| Consistencysigma=0.252024.08 | 10.7 | 10.7 | 10.6 | 10.5 | 10.5 | 10.5 | 10.5 | 10.4 | 10.3 | 10.1 | 9.97 |