Image Classification on MNIST (test) (Robust Accuracy by Sigma)
98.6Standard AccuracyPGD adversarial training
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PGD adversarial training2024.08 | 98.6 | 72.5 | 30.8 | 5.8 | |
| l∞-dist net2024.08 | 98.5 | 80 | 69.8 | 60.4 | |
| FGSM adversarial training2024.08 | 97.7 | 0 | 0 | 0 | |
| Median filter2024.08 | 97.6 | 1.2 | 0.1 | 0 | |
| STL2024.08 | 96.4 | 4.2 | 2.6 | 1.6 | |
| OTADK=10, L=2, l=0, delta1=0.2, delta2=0.22024.08 | 96.3 | 81.3 | 73.4 | 63.2 | |
| SOC+2024.08 | 96 | 75.2 | 51.6 | 23.9 | |
| APE-GAN2024.08 | 93.3 | 28.8 | 6 | 0.6 |