Image Classification on ImageNet I-Squawk (test)
80.6AccuracyDATM+Ours
Evaluation Results
| Method | Links | |
|---|---|---|
| DATM+OursIPC=102026.03 | 80.6 | |
| SPEEDIPC=102026.03 | 71.8 | |
| GSDDResolution=256x256, Distillation Algorithm=DM2025.09 | 70.4 | |
| AutoPaletteIPC=102026.03 | 68 | |
| FreDIPC=102026.03 | 67.3 | |
| DDiFResolution=256x256, Distillation Algorithm=DM2025.09 | 67 | |
| MTTIPC=50, Attack Type=Clean2026.05 | 59.2 | |
| MTTIPC=50, Attack=Clean, ε=4/2552026.05 | 59.2 | |
| C2RIPC=50, Attack Type=Clean2026.05 | 58.9 | |
| C2RIPC=50, Attack=Clean, ε=4/2552026.05 | 58.9 | |
| HaBaIPC=102026.03 | 56.8 | |
| DATMIPC=102026.03 | 56.3 | |
| MTTIPC=10, Attack Type=Clean2026.05 | 55.6 | |
| MTTIPC=10, Attack=Clean, ε=4/2552026.05 | 55.6 | |
| C2RIPC=10, Attack Type=Clean2026.05 | 54.2 | |
| C2RIPC=10, Attack=Clean, ε=4/2552026.05 | 54.2 | |
| MTTIPC=102026.03 | 52.3 | |
| DDDistill. Alg.=MTT, IPC=10, Distill. Mode=DD, Architecture=ConvNet2026.05 | 49.9 | |
| LatentDDResolution=256x256, Distillation Algorithm=DM2025.09 | 47.1 | |
| IDCResolution=256x256, Distillation Algorithm=DM2025.09 | 47 | |
| FreDResolution=256x256, Distillation Algorithm=DM2025.09 | 43.1 | |
| DIVERDistill. Alg.=MTT, IPC=10, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 39.1 | |
| MTTIPC=1, Attack Type=Clean2026.05 | 39 | |
| MTTIPC=1, Attack=Clean, ε=4/2552026.05 | 39 | |
| C2RIPC=1, Attack Type=Clean2026.05 | 35 | |
| C2RIPC=1, Attack=Clean, ε=4/2552026.05 | 35 | |
| DDDistill. Alg.=DM, IPC=10, Distill. Mode=DD, Architecture=ConvNet2026.05 | 32.7 | |
| DIVERDistill. Alg.=DM, IPC=10, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 31.2 | |
| VanillaResolution=256x256, Distillation Algorithm=DM2025.09 | 27.6 | |
| DDDistill. Alg.=DM, IPC=1, Distill. Mode=DD, Architecture=ConvNet2026.05 | 27.3 | |
| GLaDDistill. Alg.=DM, IPC=1, Distill. Mode=GLaD, Architecture=ConvNet2026.05 | 23.2 | |
| DIVERDistill. Alg.=DM, IPC=1, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 18.2 | |
| GLaDDistill. Alg.=MTT, IPC=1, Distill. Mode=GLaD, Architecture=ConvNet2026.05 | 13.6 | |
| DDDistill. Alg.=MTT, IPC=1, Distill. Mode=DD, Architecture=ConvNet2026.05 | 12 | |
| DIVERDistill. Alg.=MTT, IPC=1, Distill. Mode=DIVER, Architecture=ConvNet2026.05 | 11.6 | |
| C2RIPC=50, Attack=Jitter, ε=4/2552026.05 | 7.3 | |
| MTTIPC=50, Attack=Jitter, ε=4/2552026.05 | 7 | |
| C2RIPC=10, Attack=Jitter, ε=4/2552026.05 | 7 | |
| C2RIPC=1, Attack=Jitter, ε=4/2552026.05 | 6.6 | |
| MTTIPC=10, Attack=Jitter, ε=4/2552026.05 | 6.4 | |
| MTTIPC=1, Attack=Jitter, ε=4/2552026.05 | 5.6 | |
| C2RIPC=10, Attack=FGSM, ε=4/2552026.05 | 4.9 | |
| C2RIPC=1, Attack=FGSM, ε=4/2552026.05 | 4.6 | |
| MTTIPC=10, Attack=FGSM, ε=4/2552026.05 | 4.4 | |
| MTTIPC=1, Attack=FGSM, ε=4/2552026.05 | 4.2 | |
| C2RIPC=50, Attack=FGSM, ε=4/2552026.05 | 4.2 | |
| MTTIPC=50, Attack=FGSM, ε=4/2552026.05 | 3.8 | |
| C2RIPC=10, Attack=CW, ε=4/2552026.05 | 3.1 | |
| C2RIPC=10, Attack=VMI, ε=4/2552026.05 | 3 | |
| MTTIPC=10, Attack=VMI, ε=4/2552026.05 | 2.8 | |
| C2RIPC=1, Attack=VMI, ε=4/2552026.05 | 2.7 | |
| MTTIPC=10, Attack=CW, ε=4/2552026.05 | 2.6 | |
| C2RIPC=10, Attack=PGD, ε=4/2552026.05 | 2.6 | |
| C2RIPC=1, Attack=CW, ε=4/2552026.05 | 2.6 | |
| MTTIPC=10, Attack=PGD, ε=4/2552026.05 | 2.4 | |
| MTTIPC=1, Attack=VMI, ε=4/2552026.05 | 2.4 | |
| C2RIPC=50, Attack=PGD, ε=4/2552026.05 | 2.4 | |
| MTTIPC=1, Attack=CW, ε=4/2552026.05 | 2.2 | |
| C2RIPC=50, Attack=CW, ε=4/2552026.05 | 2.1 | |
| MTTIPC=50, Attack=PGD, ε=4/2552026.05 | 2 | |
| C2RIPC=50, Attack=VMI, ε=4/2552026.05 | 2 | |
| C2RIPC=1, Attack=PGD, ε=4/2552026.05 | 1.9 | |
| MTTIPC=1, Attack=PGD, ε=4/2552026.05 | 1.8 | |
| MTTIPC=50, Attack=CW, ε=4/2552026.05 | 1.6 | |
| MTTIPC=50, Attack=VMI, ε=4/2552026.05 | 1.6 | |
| C2RIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1.1 | |
| MTTIPC=50, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 1 | |
| C2RIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.7 | |
| MTTIPC=10, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.6 | |
| C2RIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.5 | |
| MTTIPC=1, Attack Type=FGSM, Perturbation Magnitude (epsilon)=8/2552026.05 | 0.4 |