Image Classification on ImageYellow ImageNet-1K subset (test)
66.2AccuracyMTT
Evaluation Results
| Method | Links | |
|---|---|---|
| MTTIPC=50, Attack Type=Clean2026.05 | 66.2 | |
| MTTIPC=50, Attack=Clean, ε=4/2552026.05 | 66.2 | |
| C2RIPC=50, Attack Type=Clean2026.05 | 63.8 | |
| C2RIPC=50, Attack=Clean, ε=4/2552026.05 | 63.8 | |
| MTTIPC=10, Attack Type=Clean2026.05 | 63.4 | |
| MTTIPC=10, Attack=Clean, ε=4/2552026.05 | 63.4 | |
| C2RIPC=10, Attack Type=Clean2026.05 | 60.3 | |
| C2RIPC=10, Attack=Clean, ε=4/2552026.05 | 60.3 | |
| MTTIPC=1, Attack Type=Clean2026.05 | 44.6 | |
| MTTIPC=1, Attack=Clean, ε=4/2552026.05 | 44.6 | |
| C2RIPC=1, Attack Type=Clean2026.05 | 42.7 | |
| C2RIPC=1, Attack=Clean, ε=4/2552026.05 | 42.7 | |
| C2RIPC=10, Attack=Jitter, ε=4/2552026.05 | 12.2 | |
| MTTIPC=10, Attack=Jitter, ε=4/2552026.05 | 11.4 | |
| C2RIPC=50, Attack=Jitter, ε=4/2552026.05 | 11.2 | |
| MTTIPC=50, Attack=Jitter, ε=4/2552026.05 | 10.4 | |
| C2RIPC=10, Attack=FGSM, ε=4/2552026.05 | 10.4 | |
| C2RIPC=50, Attack=FGSM, ε=4/2552026.05 | 9.7 | |
| MTTIPC=10, Attack=FGSM, ε=4/2552026.05 | 9.4 | |
| MTTIPC=50, Attack=FGSM, ε=4/2552026.05 | 9 | |
| C2RIPC=1, Attack=Jitter, ε=4/2552026.05 | 8.3 | |
| MTTIPC=1, Attack=Jitter, ε=4/2552026.05 | 7.4 | |
| C2RIPC=1, Attack=FGSM, ε=4/2552026.05 | 7.2 | |
| C2RIPC=10, Attack=VMI, ε=4/2552026.05 | 6.5 | |
| MTTIPC=1, Attack=FGSM, ε=4/2552026.05 | 6.4 | |
| C2RIPC=10, Attack=CW, ε=4/2552026.05 | 6.1 | |
| MTTIPC=10, Attack=VMI, ε=4/2552026.05 | 5.8 | |
| C2RIPC=10, Attack=PGD, ε=4/2552026.05 | 5.7 | |
| MTTIPC=10, Attack=CW, ε=4/2552026.05 | 5.6 | |
| MTTIPC=10, Attack=PGD, ε=4/2552026.05 | 5 | |
| C2RIPC=50, Attack=PGD, ε=4/2552026.05 | 4.7 | |
| MTTIPC=50, Attack=PGD, ε=4/2552026.05 | 4.6 | |
| C2RIPC=1, Attack=VMI, ε=4/2552026.05 | 4.5 | |
| MTTIPC=1, Attack=VMI, ε=4/2552026.05 | 4 | |
| C2RIPC=50, Attack=CW, ε=4/2552026.05 | 4 | |
| C2RIPC=50, Attack=VMI, ε=4/2552026.05 | 3.9 | |
| MTTIPC=50, Attack=CW, ε=4/2552026.05 | 3.8 | |
| MTTIPC=50, Attack=VMI, ε=4/2552026.05 | 3.8 | |
| C2RIPC=1, Attack=PGD, ε=4/2552026.05 | 3.2 | |
| MTTIPC=1, Attack=PGD, ε=4/2552026.05 | 3 | |
| C2RIPC=1, Attack=CW, ε=4/2552026.05 | 2.7 | |
| MTTIPC=1, Attack=CW, ε=4/2552026.05 | 2.6 | |
| C2RIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 2.2 | |
| MTTIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 2 | |
| C2RIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.9 | |
| MTTIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.8 | |
| C2RIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.8 | |
| MTTIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.6 |