Image Classification on ImageNette ImageNet-1K (test)
67.6AccuracyMTT
Evaluation Results
| Method | Links | |
|---|---|---|
| MTTIPC=50, Attack Type=Clean2026.05 | 67.6 | |
| MTTIPC=50, Attack=Clean, ε=4/2552026.05 | 67.6 | |
| MTTIPC=10, Attack Type=Clean2026.05 | 66.4 | |
| MTTIPC=10, Attack=Clean, ε=4/2552026.05 | 66.4 | |
| C2RIPC=50, Attack Type=Clean2026.05 | 64.7 | |
| C2RIPC=50, Attack=Clean, ε=4/2552026.05 | 64.7 | |
| C2RIPC=10, Attack Type=Clean2026.05 | 63.8 | |
| C2RIPC=10, Attack=Clean, ε=4/2552026.05 | 63.8 | |
| MTTIPC=1, Attack Type=Clean2026.05 | 48.2 | |
| MTTIPC=1, Attack=Clean, ε=4/2552026.05 | 48.2 | |
| C2RIPC=1, Attack Type=Clean2026.05 | 44.1 | |
| C2RIPC=1, Attack=Clean, ε=4/2552026.05 | 44.1 | |
| C2RIPC=50, Attack=Jitter, ε=4/2552026.05 | 13.5 | |
| MTTIPC=50, Attack=Jitter, ε=4/2552026.05 | 13 | |
| C2RIPC=10, Attack=Jitter, ε=4/2552026.05 | 13 | |
| MTTIPC=10, Attack=Jitter, ε=4/2552026.05 | 12.2 | |
| C2RIPC=10, Attack Type=Jitter2026.05 | 12.1 | |
| MTTIPC=10, Attack Type=Jitter2026.05 | 11.4 | |
| C2RIPC=10, Attack=FGSM, ε=4/2552026.05 | 11.3 | |
| C2RIPC=50, Attack Type=Jitter2026.05 | 10.8 | |
| MTTIPC=10, Attack=FGSM, ε=4/2552026.05 | 10.8 | |
| MTTIPC=50, Attack Type=Jitter2026.05 | 9.8 | |
| C2RIPC=50, Attack=FGSM, ε=4/2552026.05 | 9.3 | |
| C2RIPC=1, Attack=Jitter, ε=4/2552026.05 | 9 | |
| MTTIPC=50, Attack=FGSM, ε=4/2552026.05 | 8.4 | |
| C2RIPC=1, Attack=FGSM, ε=4/2552026.05 | 8.3 | |
| MTTIPC=1, Attack=Jitter, ε=4/2552026.05 | 8 | |
| C2RIPC=1, Attack Type=Jitter2026.05 | 7.5 | |
| MTTIPC=1, Attack=FGSM, ε=4/2552026.05 | 7.4 | |
| MTTIPC=1, Attack Type=Jitter2026.05 | 6.6 | |
| C2RIPC=1, Attack=PGD, ε=4/2552026.05 | 6.2 | |
| C2RIPC=1, Attack=VMI, ε=4/2552026.05 | 6.2 | |
| C2RIPC=10, Attack=VMI, ε=4/2552026.05 | 6 | |
| MTTIPC=1, Attack=VMI, ε=4/2552026.05 | 5.6 | |
| MTTIPC=1, Attack=PGD, ε=4/2552026.05 | 5.4 | |
| MTTIPC=10, Attack=VMI, ε=4/2552026.05 | 5.4 | |
| C2RIPC=10, Attack=CW, ε=4/2552026.05 | 5.2 | |
| C2RIPC=10, Attack=PGD, ε=4/2552026.05 | 5.1 | |
| C2RIPC=1, Attack=CW, ε=4/2552026.05 | 5 | |
| MTTIPC=1, Attack=CW, ε=4/2552026.05 | 4.8 | |
| MTTIPC=10, Attack=PGD, ε=4/2552026.05 | 4.6 | |
| MTTIPC=10, Attack=CW, ε=4/2552026.05 | 4.6 | |
| C2RIPC=50, Attack=PGD, ε=4/2552026.05 | 3 | |
| MTTIPC=50, Attack=PGD, ε=4/2552026.05 | 2.6 | |
| C2RIPC=50, Attack=VMI, ε=4/2552026.05 | 2.6 | |
| C2RIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 2.1 | |
| MTTIPC=50, Attack=VMI, ε=4/2552026.05 | 2 | |
| MTTIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.8 | |
| C2RIPC=50, Attack=CW, ε=4/2552026.05 | 1.8 | |
| C2RIPC=50, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.4 | |
| MTTIPC=50, Attack=CW, ε=4/2552026.05 | 1.4 | |
| C2RIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.3 | |
| MTTIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.2 | |
| MTTIPC=50, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.2 | |
| C2RIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.9 | |
| MTTIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.8 | |
| C2RIPC=1, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.7 | |
| C2RIPC=10, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.6 | |
| C2RIPC=50, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.5 | |
| C2RIPC=10, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.5 | |
| MTTIPC=1, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| C2RIPC=1, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| C2RIPC=1, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| C2RIPC=10, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| C2RIPC=50, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.3 | |
| MTTIPC=1, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| MTTIPC=10, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| MTTIPC=1, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| MTTIPC=10, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| MTTIPC=50, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| MTTIPC=10, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| MTTIPC=50, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 |