Anomaly Detection on WFDD
1Clean AUROCGLASS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GLASS2025.06 | 1 | 0.06 | |
| GLAD2025.06 | 0.991 | 0.125 | |
| GeneralAD2025.06 | 0.99 | 0.107 | |
| GLASSAttack=PGD-1000, epsilon=8/2552025.06 | 0.989 | 0.076 | |
| SimpleNet2025.06 | 0.988 | 0.051 | |
| GeneralADAttack=PGD-1000, epsilon=8/2552025.06 | 0.987 | 0.135 | |
| RealNetAttack=PGD-1000, epsilon=8/2552025.06 | 0.984 | 0.068 | |
| ReConPatchAttack=PGD-1000, epsilon=8/2552025.06 | 0.983 | 0.049 | |
| PatchCoreAttack=PGD-1000, epsilon=8/2552025.06 | 0.981 | 0.021 | |
| SimpleNetAttack=PGD-1000, epsilon=8/2552025.06 | 0.98 | 0.034 | |
| ReContrast2025.06 | 0.976 | 0.033 | |
| GLADAttack=PGD-1000, epsilon=8/2552025.06 | 0.976 | 0.113 | |
| ReContrastAttack=PGD-1000, epsilon=8/2552025.06 | 0.973 | 0.051 | |
| MuScAttack=PGD-1000, epsilon=8/2552025.06 | 0.97 | 0.041 | |
| PatchCore2025.06 | 0.963 | 0.039 | |
| DRAEMAttack=PGD-1000, epsilon=8/2552025.06 | 0.958 | 0.039 | |
| PatchGuardAttack=PGD-1000, epsilon=8/2552025.06 | 0.946 | 0.716 | |
| DRAEM2025.06 | 0.94 | 0.071 | |
| PatchGuard2025.06 | 0.842 | 0.65 | |
| ZARNDadversarial_training=true2025.06 | 0.761 | 0.163 | |
| RODEOadversarial_training=true2025.06 | 0.712 | 0.078 | |
| PrincipaLSadversarial_training=true2025.06 | 0.663 | 0.141 |