Pixel-level Anomaly Detection on MPDD
99AUROCCDO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CDOLearning Type=full-shot unsupervised2024.07 | 99 | 46.9 | — | — | |
| PatchCoreLearning Type=full-shot unsupervised2024.07 | 98.8 | 47.7 | — | — | |
| PatchCoreCategory=Obj, |C|=6, Evaluation Protocol=Full-shot2023.10 | 98.8 | — | 94.9 | — | |
| RD4ADCategory=Obj, |C|=6, Evaluation Protocol=Full-shot2023.10 | 98.4 | — | 95.2 | — | |
| EntroADProtocol=Zero-shot2026.05 | 97.9 | — | — | 92.3 | |
| MRADProtocol=Zero-shot2026.05 | 97.4 | — | — | 90.4 | |
| AnomalyCLIPCategory=Obj, |C|=6, Evaluation Protocol=Zero-shot2023.10 | 96.5 | — | 88.7 | — | |
| AnomalyCLIPProtocol=Zero-shot2026.05 | 96.3 | — | — | 90 | |
| AdaCLIPLearning Type=Zero-Shot (ZSAD)2024.07 | 96.1 | 34.9 | — | — | |
| AdaCLIPsupervised_training=true2024.07 | 96.1 | 34.9 | — | — | |
| AA-CLIPProtocol=Zero-shot2026.05 | 95.9 | — | — | 86.4 | |
| DINOV2supervised_training=false2024.07 | 95.6 | 31.1 | — | — | |
| FAPromptProtocol=Zero-shot2026.05 | 95.6 | — | — | 85.4 | |
| APRIL-GANsupervised_training=true2024.07 | 95.1 | 30.6 | — | — | |
| SAMsupervised_training=false2024.07 | 94.8 | 22.1 | — | — | |
| FiLoProtocol=Zero-shot2026.05 | 93.9 | — | — | 69.1 | |
| SAAsupervised_training=false2024.07 | 81.7 | 18.9 | — | — | |
| WinCLIPsupervised_training=false2024.07 | 71.2 | 15.4 | — | — | |
| WinCLIPProtocol=Zero-shot2026.05 | 71.2 | — | — | 40.5 |