Point-level Anomaly Detection on ASD
77.12Affiliation-F1IMPACT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IMPACTSetting=Open-Set2026.03 | 77.12 | 78.35 | |
| DSADSetting=Open-Set2026.03 | 76.05 | 76.01 | |
| NCADSetting=Open-Set2026.03 | 74.96 | 70.64 | |
| WSAD-DTSetting=Open-Set2026.03 | 73.57 | 68.74 | |
| MOSADSetting=Open-Set2026.03 | 71.77 | 62.28 | |
| GPT4TSSetting=Unsupervised2026.03 | 71.5 | 66.2 | |
| TranADSetting=Unsupervised2026.03 | 71.4 | 62.54 | |
| DRASetting=Open-Set2026.03 | 71.13 | 58.84 | |
| InvADSetting=Open-Set2026.03 | 70.94 | 61.25 | |
| THOCSetting=Unsupervised2026.03 | 70.84 | 61.65 | |
| TCN-AESetting=Unsupervised2026.03 | 70.5 | 62.62 | |
| COUTASetting=Unsupervised2026.03 | 70.41 | 65.96 | |
| DevNetSetting=Open-Set2026.03 | 70.38 | 52.01 | |
| DADASetting=Unsupervised2026.03 | 69.79 | 60.96 | |
| DCdetectorSetting=Unsupervised2026.03 | 69.78 | 54.85 |