Anomaly Classification on BTAD (test)
0.956Average AUROCRD++
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| RD++Category=Representation-based2024.01 | 0.956 | 0.968 | 0.901 | 1 | — | |
| Dynamic Implicit ConditioningCategory=Reconstruction-based2024.01 | 0.952 | 0.989 | 0.87 | 0.997 | — | |
| MRAD-FTTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.945 | — | — | — | 97.7 | |
| RD4ADCategory=Representation-based2024.01 | 0.943 | 0.963 | 0.866 | 1 | — | |
| CFACategory=Representation-based2024.01 | 0.942 | 0.981 | 0.855 | 0.99 | — | |
| MRAD-CLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.928 | — | — | — | 94.2 | |
| PatchCoreCategory=Representation-based2024.01 | 0.927 | 0.967 | 0.814 | 1 | — | |
| AdaCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.916 | — | — | — | 92.4 | |
| FAPromptTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.912 | — | — | — | 89.1 | |
| FastFlowCategory=Representation-based2024.01 | 0.91 | 0.994 | 0.824 | 0.911 | — | |
| AnomalyCLIPTraining Setting=Training-Based, Zero-shot=true2026.01 | 0.891 | — | — | — | 91.1 | |
| MRAD-TFTraining Setting=Train-Free, Zero-shot=true2026.01 | 0.863 | — | — | — | 90.3 | |
| WinCLIPTraining Setting=Train-Free, Zero-shot=true2026.01 | 0.833 | — | — | — | 84.1 |