Image Classification on MNIST (test) (Clean and Robust Accuracy)
97.6Robust AccuracyDVERGE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DVERGEε=0.102021.04 | 97.6 | — | |
| DVERGEε=0.152021.04 | 97.4 | — | |
| TRSε=0.102021.04 | 97.2 | — | |
| DVERGEε=0.202021.04 | 96.9 | — | |
| GALε=0.102021.04 | 96.8 | — | |
| TRSε=0.152021.04 | 96.7 | — | |
| TRSε=0.202021.04 | 96.5 | — | |
| TRSε=0.252021.04 | 96.3 | — | |
| DVERGEε=0.252021.04 | 96.2 | — | |
| TRSε=0.302021.04 | 95.5 | — | |
| DVERGEε=0.302021.04 | 94.2 | — | |
| TRSε=0.352021.04 | 93.1 | — | |
| TRSε=0.402021.04 | 86.4 | — | |
| DVERGEε=0.352021.04 | 78.3 | — | |
| GALε=0.152021.04 | 77 | — | |
| GALε=0.202021.04 | 29.1 | — | |
| ADPε=0.102021.04 | 25.5 | — | |
| DVERGEε=0.402021.04 | 20.2 | — | |
| ADPε=0.152021.04 | 13.8 | — | |
| GALε=0.252021.04 | 12.8 | — | |
| ADPε=0.202021.04 | 7 | — | |
| GALε=0.302021.04 | 4.6 | — | |
| ADPε=0.252021.04 | 2.1 | — | |
| GALε=0.352021.04 | 1.9 | — | |
| Vanillaε=0.102021.04 | 1.8 | — | |
| GALε=0.402021.04 | 0.6 | — | |
| ADPε=0.302021.04 | 0.3 | — | |
| Vanillaε=0.152021.04 | 0.1 | — | |
| ADPε=0.352021.04 | 0.1 | — | |
| Vanillaε=0.202021.04 | 0 | — | |
| Vanillaε=0.252021.04 | 0 | — | |
| Vanillaε=0.302021.04 | 0 | — | |
| Vanillaε=0.352021.04 | 0 | — | |
| Vanillaε=0.402021.04 | 0 | — | |
| ADPε=0.402021.04 | 0 | — | |
| ADPε=clean2021.04 | — | 99.4 | |
| DVERGEε=clean2021.04 | — | 98.7 | |
| GALε=clean2021.04 | — | 98.7 | |
| TRSε=clean2021.04 | — | 98.6 | |
| Vanillaε=clean2021.04 | — | 99.5 |