Image Classification on ImageWoof ImageNet-1K (test)
39.4AccuracyMTT
Evaluation Results
| Method | Links | |
|---|---|---|
| MTTIPC=50, Attack=Clean, ε=4/2552026.05 | 39.4 | |
| MTTIPC=10, Attack=Clean, ε=4/2552026.05 | 38 | |
| C2RIPC=50, Attack=Clean, ε=4/2552026.05 | 37.4 | |
| C2RIPC=10, Attack=Clean, ε=4/2552026.05 | 36.3 | |
| MTTIPC=1, Attack=Clean, ε=4/2552026.05 | 30.4 | |
| C2RIPC=1, Attack=Clean, ε=4/2552026.05 | 28.5 | |
| C2RIPC=1, Attack=FGSM, ε=4/2552026.05 | 3 | |
| MTTIPC=1, Attack=FGSM, ε=4/2552026.05 | 2.6 | |
| C2RIPC=1, Attack=PGD, ε=4/2552026.05 | 2.5 | |
| C2RIPC=1, Attack=VMI, ε=4/2552026.05 | 2.5 | |
| C2RIPC=10, Attack=Jitter, ε=4/2552026.05 | 2.5 | |
| MTTIPC=10, Attack=Jitter, ε=4/2552026.05 | 2.4 | |
| MTTIPC=1, Attack=Jitter, ε=4/2552026.05 | 2.2 | |
| C2RIPC=1, Attack=Jitter, ε=4/2552026.05 | 2.2 | |
| MTTIPC=1, Attack=PGD, ε=4/2552026.05 | 2 | |
| MTTIPC=1, Attack=VMI, ε=4/2552026.05 | 2 | |
| C2RIPC=1, Attack=CW, ε=4/2552026.05 | 1.8 | |
| MTTIPC=1, Attack=CW, ε=4/2552026.05 | 1.4 | |
| C2RIPC=10, Attack=FGSM, ε=4/2552026.05 | 1 | |
| MTTIPC=10, Attack=FGSM, ε=4/2552026.05 | 0.8 | |
| C2RIPC=10, Attack=VMI, ε=4/2552026.05 | 0.6 | |
| C2RIPC=10, Attack=PGD, ε=4/2552026.05 | 0.5 | |
| C2RIPC=10, Attack=CW, ε=4/2552026.05 | 0.5 | |
| MTTIPC=10, Attack=CW, ε=4/2552026.05 | 0.4 | |
| MTTIPC=10, Attack=VMI, ε=4/2552026.05 | 0.4 | |
| MTTIPC=50, Attack=Jitter, ε=4/2552026.05 | 0.4 | |
| C2RIPC=50, Attack=Jitter, ε=4/2552026.05 | 0.3 | |
| MTTIPC=10, Attack=PGD, ε=4/2552026.05 | 0.2 | |
| MTTIPC=50, Attack=FGSM, ε=4/2552026.05 | 0 | |
| MTTIPC=50, Attack=PGD, ε=4/2552026.05 | 0 | |
| MTTIPC=50, Attack=CW, ε=4/2552026.05 | 0 | |
| MTTIPC=50, Attack=VMI, ε=4/2552026.05 | 0 | |
| C2RIPC=50, Attack=FGSM, ε=4/2552026.05 | 0 | |
| C2RIPC=50, Attack=PGD, ε=4/2552026.05 | 0 | |
| C2RIPC=50, Attack=CW, ε=4/2552026.05 | 0 | |
| C2RIPC=50, Attack=VMI, ε=4/2552026.05 | 0 |