Image-level Anomaly Detection on MPDD
95.8AUROCCDO
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CDOLearning Type=full-shot unsupervised2024.07 | 95.8 | 94.1 | — | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 94.4 | 93.5 | — | |
| PatchCoreCategory=Obj, |C|=6, Evaluation Protocol=Full-shot2023.10 | 94.1 | — | 96.3 | |
| RD4ADCategory=Obj, |C|=6, Evaluation Protocol=Full-shot2023.10 | 91.6 | — | 93.8 | |
| AnomalyCLIPCategory=Obj, |C|=6, Evaluation Protocol=Zero-shot2023.10 | 77 | — | 82 | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 76 | 82.5 | — | |
| AdaCLIPsupervised_training=true2024.07 | 76 | 82.5 | — | |
| APRIL-GANsupervised_training=true2024.07 | 66 | 76 | — | |
| SAMsupervised_training=false2024.07 | 63 | 77 | — | |
| DINOV2supervised_training=false2024.07 | 62.4 | 74.9 | — | |
| WinCLIPsupervised_training=false2024.07 | 61.4 | 77.5 | — | |
| SAAsupervised_training=false2024.07 | 42.7 | 73.9 | — |