Image Classification on ImageFruit ImageNet-1K (test)
44.6AccuracyMTT
Evaluation Results
| Method | Links | |
|---|---|---|
| MTTIPC=50, Attack Type=Clean2026.05 | 44.6 | |
| MTTIPC=50, Attack=Clean, ε=4/2552026.05 | 44.6 | |
| C2RIPC=50, Attack Type=Clean2026.05 | 44.2 | |
| C2RIPC=50, Attack=Clean, ε=4/2552026.05 | 44.2 | |
| MTTIPC=10, Attack Type=Clean2026.05 | 42.2 | |
| MTTIPC=10, Attack=Clean, ε=4/2552026.05 | 42.2 | |
| C2RIPC=10, Attack Type=Clean2026.05 | 39.6 | |
| C2RIPC=10, Attack=Clean, ε=4/2552026.05 | 39.6 | |
| MTTIPC=1, Attack Type=Clean2026.05 | 25 | |
| MTTIPC=1, Attack=Clean, ε=4/2552026.05 | 25 | |
| C2RIPC=1, Attack Type=Clean2026.05 | 22.8 | |
| C2RIPC=1, Attack=Clean, ε=4/2552026.05 | 22.8 | |
| MTTIPC=50, Attack=Jitter, ε=4/2552026.05 | 3.6 | |
| C2RIPC=50, Attack=Jitter, ε=4/2552026.05 | 3.6 | |
| C2RIPC=10, Attack=Jitter, ε=4/2552026.05 | 3.5 | |
| MTTIPC=10, Attack=Jitter, ε=4/2552026.05 | 3.2 | |
| C2RIPC=1, Attack=Jitter, ε=4/2552026.05 | 3.1 | |
| C2RIPC=10, Attack=FGSM, ε=4/2552026.05 | 3 | |
| C2RIPC=1, Attack=FGSM, ε=4/2552026.05 | 2.9 | |
| MTTIPC=1, Attack=FGSM, ε=4/2552026.05 | 2.8 | |
| MTTIPC=1, Attack=Jitter, ε=4/2552026.05 | 2.6 | |
| MTTIPC=10, Attack=FGSM, ε=4/2552026.05 | 2.4 | |
| MTTIPC=50, Attack=FGSM, ε=4/2552026.05 | 2.2 | |
| C2RIPC=1, Attack=PGD, ε=4/2552026.05 | 2.2 | |
| C2RIPC=1, Attack=VMI, ε=4/2552026.05 | 2.2 | |
| C2RIPC=50, Attack=FGSM, ε=4/2552026.05 | 2 | |
| C2RIPC=1, Attack=CW, ε=4/2552026.05 | 2 | |
| MTTIPC=1, Attack=PGD, ε=4/2552026.05 | 1.8 | |
| MTTIPC=1, Attack=VMI, ε=4/2552026.05 | 1.8 | |
| MTTIPC=1, Attack=CW, ε=4/2552026.05 | 1.6 | |
| C2RIPC=50, Attack=VMI, ε=4/2552026.05 | 1.5 | |
| C2RIPC=50, Attack=CW, ε=4/2552026.05 | 1.2 | |
| C2RIPC=50, Attack=PGD, ε=4/2552026.05 | 1.1 | |
| C2RIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1 | |
| MTTIPC=50, Attack=PGD, ε=4/2552026.05 | 1 | |
| MTTIPC=50, Attack=CW, ε=4/2552026.05 | 1 | |
| MTTIPC=50, Attack=VMI, ε=4/2552026.05 | 1 | |
| MTTIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.8 | |
| C2RIPC=10, Attack=VMI, ε=4/2552026.05 | 0.8 | |
| C2RIPC=10, Attack=CW, ε=4/2552026.05 | 0.7 | |
| MTTIPC=10, Attack=CW, ε=4/2552026.05 | 0.6 | |
| MTTIPC=10, Attack=VMI, ε=4/2552026.05 | 0.6 | |
| C2RIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.5 | |
| MTTIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| C2RIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| MTTIPC=10, Attack=PGD, ε=4/2552026.05 | 0.4 | |
| C2RIPC=10, Attack=PGD, ε=4/2552026.05 | 0.4 | |
| MTTIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 |