Adversarial Attack on CIFAR10-DVS (test)
82.5Clean AccuracyRAT
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| RATTraining Method=RAT, Attack Algorithm=APGD2025.12 | 82.5 | 31.3 | 30.2 | 33.2 | 34 | 35.2 | 42.5 | |
| RATTraining Method=RAT, Attack Algorithm=SA-PGD2025.12 | 82.5 | 30.6 | 29.2 | 31.8 | 33.2 | 34.3 | 44.6 | |
| ATTraining Method=Adversarial Training, Attack Algorithm=APGD2025.12 | 79.7 | 33 | 32.1 | 33.4 | 35.4 | 36.1 | 47 | |
| ATTraining Method=Adversarial Training, Attack Algorithm=SA-PGD2025.12 | 79.7 | 32 | 31.9 | 33.1 | 34.8 | 35.4 | 49.1 | |
| AT+SRTraining Method=AT+SR, Attack Algorithm=APGD2025.12 | 79.4 | 31.9 | 31.4 | 32.5 | 34.5 | 36.3 | 42.5 | |
| AT+SRTraining Method=AT+SR, Attack Algorithm=SA-PGD2025.12 | 79.4 | 31.2 | 31 | 31.9 | 34.6 | 35.6 | 43.6 | |
| TRADESTraining Method=TRADES, Attack Algorithm=APGD2025.12 | 76.6 | 32.2 | 30.7 | 32.7 | 34 | 34.2 | 36.2 | |
| TRADESTraining Method=TRADES, Attack Algorithm=SA-PGD2025.12 | 76.6 | 31.3 | 28.8 | 32 | 33.6 | 33.9 | 36.8 |