Anomaly Detection on AITEX (test)
0.887AUC-ROCDevNet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| DevNetlabeled anomaly examples=102021.08 | 0.887 | — | — | — | — | — | — | |
| FLOSlabeled anomaly examples=102021.08 | 0.841 | — | — | — | — | — | — | |
| MINNSlabeled anomaly examples=102021.08 | 0.813 | — | — | — | — | — | — | |
| DSVDDlabeled anomaly examples=102021.08 | 0.784 | — | — | — | — | — | — | |
| DRASetting=Hard setting2022.03 | 0.733 | 0.693 | 0.76 | 0.777 | 0.701 | 0.75 | 0.717 | |
| WinCLIPinference_mode=Zero-Shot2026.04 | 0.73 | — | — | — | — | — | — | |
| AnoVLinference_mode=Zero-Shot2026.04 | 0.725 | — | — | — | — | — | — | |
| ZSG-IADinference_mode=Zero-Shot2026.04 | 0.711 | — | — | — | — | — | — | |
| CLIPinference_mode=Zero-Shot2026.04 | 0.71 | — | — | — | — | — | — | |
| DeepSADlabeled anomaly examples=102021.08 | 0.686 | — | — | — | — | — | — | |
| CoOpinference_mode=Zero-Shot2026.04 | 0.662 | — | — | — | — | — | — | |
| AdaCLIPinference_mode=Zero-Shot2026.04 | 0.645 | — | — | — | — | — | — | |
| MINNSSetting=Hard setting2022.03 | 0.632 | 0.708 | 0.565 | 0.734 | 0.534 | 0.707 | 0.544 | |
| AnomalyCLIPinference_mode=Zero-Shot2026.04 | 0.622 | — | — | — | — | — | — | |
| KDADlabeled anomaly examples=102021.08 | 0.576 | — | — | — | — | — | — | |
| APRIL-GANinference_mode=Zero-Shot2026.04 | 0.576 | — | — | — | — | — | — | |
| DeepSADSetting=Hard setting2022.03 | 0.557 | 0.442 | 0.614 | 0.523 | 0.518 | 0.733 | 0.51 |