Image Classification on CIFAR-100 Split (Adversarial Robustness)
54.55AutoAttack Robust AccuracySHIELD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SHIELDtarget network=AlexNet2025.06 | 54.55 | 54.53 | 47.71 | 59.36 | |
| DGPtarget network=AlexNet2025.06 | 36.6 | 39.2 | 48 | 67.2 | |
| GPMtarget network=AlexNet2025.06 | 34.4 | 36.6 | 53.7 | 58.2 | |
| GEMtarget network=AlexNet2025.06 | 21.2 | 19.4 | 47.7 | 60.6 | |
| SItarget network=AlexNet2025.06 | 13 | 15.2 | 19.8 | 45.4 | |
| A-GEMtarget network=AlexNet2025.06 | 12.6 | 12.9 | 20.7 | 40.6 | |
| EWCtarget network=AlexNet2025.06 | 12.6 | 23.2 | 30.5 | 56.8 | |
| OGDtarget network=AlexNet2025.06 | 11.8 | 14.1 | 18.9 | 44.2 | |
| SGDtarget network=AlexNet2025.06 | 10.3 | 12.8 | 19.4 | 46.5 |