Anomaly Detection on BTAD
98.5Clean AUROCGLAD
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GLAD2025.06 | 98.5 | 7.6 | — | |
| GeneralADAttack=PGD-1000, epsilon=8/2552025.06 | 98.2 | 14.5 | — | |
| RealNetAttack=PGD-1000, epsilon=8/2552025.06 | 97.9 | 9.2 | — | |
| ReConPatchAttack=PGD-1000, epsilon=8/2552025.06 | 97.5 | 3 | — | |
| GLASS2025.06 | 97.4 | 8.3 | — | |
| GLASSAttack=PGD-1000, epsilon=8/2552025.06 | 97.3 | 5.3 | — | |
| GeneralAD2025.06 | 97 | 10.9 | — | |
| GLADAttack=PGD-1000, epsilon=8/2552025.06 | 97 | 5.7 | — | |
| PatchCore2025.06 | 96.9 | 2.4 | — | |
| ReContrastAttack=PGD-1000, epsilon=8/2552025.06 | 96.8 | 6.4 | — | |
| MuScAttack=PGD-1000, epsilon=8/2552025.06 | 96.7 | 9.3 | — | |
| ReContrast2025.06 | 95.7 | 2.1 | — | |
| SimpleNetAttack=PGD-1000, epsilon=8/2552025.06 | 95.2 | 3.7 | — | |
| SimpleNet2025.06 | 95.1 | 4.6 | — | |
| PatchGuardAttack=PGD-1000, epsilon=8/2552025.06 | 93.2 | 73 | — | |
| PatchCoreAttack=PGD-1000, epsilon=8/2552025.06 | 92.6 | 6.3 | — | |
| DRAEMAttack=PGD-1000, epsilon=8/2552025.06 | 89 | 7.1 | — | |
| DRAEM2025.06 | 87.1 | 4.9 | — | |
| PatchGuard2025.06 | 85.3 | 82.1 | — | |
| ZARNDadversarial_training=true2025.06 | 69.7 | 8.3 | — | |
| PrincipaLSadversarial_training=true2025.06 | 60.1 | 7.8 | — | |
| RODEOadversarial_training=true2025.06 | 60 | 5.8 | — | |
| AdaCLIPmode=Zero-shot2025.08 | — | — | 88.6 | |
| ADSeekermode=Zero-shot2025.08 | — | — | 94 | |
| AnomalyCLIPmode=Zero-shot2025.08 | — | — | 88.3 | |
| AnomalyOVmode=Zero-shot2025.08 | — | — | 89 | |
| CFLOW2024.10 | — | — | 93.57 | |
| CLIPmode=Zero-shot2025.08 | — | — | 34.5 | |
| DFR2024.10 | — | — | 94.6 | |
| DRÆM2024.10 | — | — | 73.42 | |
| EfficientAD2024.10 | — | — | 88.26 | |
| FastFlow2024.10 | — | — | 91.68 | |
| PaDiM2024.10 | — | — | 93.2 | |
| PatchCore2024.10 | — | — | 93.27 | |
| Reverse Distillation2024.10 | — | — | 83.87 | |
| ULSAD2024.10 | — | — | 96.17 | |
| WinCLIPmode=Zero-shot2025.08 | — | — | 68.2 |