Image Classification on ImageNet-Woof (test)
39.4AccuracyMTT
Evaluation results
| Method | Links | |
|---|---|---|
| MTTIPC=50, Attack Type=Clean2026.05 | 39.4 | |
| MTTIPC=10, Attack Type=Clean2026.05 | 38 | |
| C2RIPC=50, Attack Type=Clean2026.05 | 37.4 | |
| C2RIPC=10, Attack Type=Clean2026.05 | 36.3 | |
| DDDistill. Alg.=MTT, IPC=10, Distill. Mode=DD, Architecture=ConvNet2026.05 | 32.9 | |
| MTTIPC=1, Attack Type=Clean2026.05 | 30.4 | |
| C2RIPC=1, Attack Type=Clean2026.05 | 28.5 | |
| DDDistill. Alg.=MTT, IPC=1, Distill. Mode=DD, Architecture=ConvNet2026.05 | 27.3 | |
| GLaDDistill. Alg.=MTT, IPC=1, Distill. Mode=GLaD, Architecture=ConvNet2026.05 | 25.6 | |
| DIVERDistill. Alg.=MTT, IPC=10, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 25.5 | |
| DDDistill. Alg.=DM, IPC=10, Distill. Mode=DD, Architecture=ConvNet2026.05 | 24 | |
| DIVERDistill. Alg.=DM, IPC=10, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 23.1 | |
| DDDistill. Alg.=DM, IPC=1, Distill. Mode=DD, Architecture=ConvNet2026.05 | 20.2 | |
| DIVERDistill. Alg.=MTT, IPC=1, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 18.7 | |
| GLaDDistill. Alg.=DM, IPC=1, Distill. Mode=GLaD, Architecture=ConvNet2026.05 | 18.2 | |
| DIVERDistill. Alg.=DM, IPC=1, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 13.6 | |
| C2RIPC=10, Attack Type=Jitter2026.05 | 2.9 | |
| MTTIPC=10, Attack Type=Jitter2026.05 | 2.6 | |
| C2RIPC=50, Attack Type=Jitter2026.05 | 2.2 | |
| C2RIPC=1, Attack Type=Jitter2026.05 | 2.1 | |
| MTTIPC=50, Attack Type=Jitter2026.05 | 2 | |
| MTTIPC=1, Attack Type=Jitter2026.05 | 1.8 | |
| C2RIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.8 | |
| C2RIPC=1, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.8 | |
| C2RIPC=1, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.8 | |
| MTTIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.6 | |
| MTTIPC=1, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| MTTIPC=1, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 | |
| C2RIPC=10, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.3 | |
| C2RIPC=1, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.3 | |
| MTTIPC=1, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| C2RIPC=50, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.2 | |
| C2RIPC=50, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.1 | |
| C2RIPC=10, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.1 | |
| C2RIPC=50, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.1 | |
| MTTIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=10, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=50, Attack Type=PGD, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=10, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=50, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=10, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| MTTIPC=50, Attack Type=VMI, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| C2RIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| C2RIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 | |
| C2RIPC=10, Attack Type=CW, Perturbation Magnitude (epsilon)=8/2552026.05 | 0 |