Image Classification on MNIST (test) (Standard and Epsilon-based Robustness)
98.6Standard AccuracyPGD adversarial training
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PGD adversarial training2024.08 | 98.6 | 12.3 | 2.6 | 0.3 | |
| l∞-dist net2024.08 | 98.5 | 78.4 | 74.7 | 71.5 | |
| FGSM adversarial training2024.08 | 97.7 | 4 | 2.2 | 1.3 | |
| Median filter2024.08 | 97.6 | 0 | 0 | 0 | |
| STL2024.08 | 96.4 | 0 | 0 | 0 | |
| OTAD2024.08 | 96.3 | 95.2 | 95 | 94.7 | |
| SOC+2024.08 | 96 | 95.2 | 95.2 | 94.9 | |
| APE-GAN2024.08 | 93.3 | 70.3 | 48.3 | 26.8 |