Anomaly Detection on ELPV (test)
0.846AUC-ROCDevNet
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DevNetlabeled anomaly examples=102021.08 | 0.846 | — | — | — | |
| FLOSlabeled anomaly examples=102021.08 | 0.818 | — | — | — | |
| MINNSlabeled anomaly examples=102021.08 | 0.788 | — | — | — | |
| DRASetting=Hard setting2022.03 | 0.766 | 0.731 | 0.8 | — | |
| DSVDDlabeled anomaly examples=102021.08 | 0.75 | — | — | — | |
| KDADlabeled anomaly examples=102021.08 | 0.744 | — | — | — | |
| DeepSADlabeled anomaly examples=102021.08 | 0.722 | — | — | — | |
| MINNSSetting=Hard setting2022.03 | 0.663 | 0.557 | 0.77 | — | |
| DeepSADSetting=Hard setting2022.03 | 0.588 | 0.554 | 0.621 | — | |
| AdaCLIPinference_mode=Zero-Shot2026.04 | — | — | — | 0.797 | |
| AnomalyCLIPinference_mode=Zero-Shot2026.04 | — | — | — | 0.815 | |
| AnoVLinference_mode=Zero-Shot2026.04 | — | — | — | 0.706 | |
| APRIL-GANinference_mode=Zero-Shot2026.04 | — | — | — | 0.655 | |
| CLIPinference_mode=Zero-Shot2026.04 | — | — | — | 0.592 | |
| CoOpinference_mode=Zero-Shot2026.04 | — | — | — | 0.73 | |
| WinCLIPinference_mode=Zero-Shot2026.04 | — | — | — | 0.74 | |
| ZSG-IADinference_mode=Zero-Shot2026.04 | — | — | — | 0.851 |