Anomaly Localization on MPDD (Component Scores)
99.2Average P-AUCRD with Expert
Evaluation results
| Method | Links | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| RD with Expert2024.12 | 99.2 | 98.7 | 21.4 | 96 | 98.6 | 30.3 | 96.7 | 99.4 | 17.1 | 98.2 | 99.6 | 73.3 | 97.7 | 99.2 | 95.3 | 96.7 | 99.4 | 77.4 | 98.1 | 52.5 | 97.2 | |
| RD2024.12 | 98.7 | 98.1 | 6.2 | 92.1 | 97.2 | 25.7 | 95.4 | 99.4 | 15.6 | 97.8 | 99.5 | 64.2 | 96.9 | 99.1 | 93.9 | 96.2 | 99.2 | 76 | 97.6 | 46.9 | 96 | |
| RD++2024.12 | 98.7 | 98.2 | 9.8 | 92.8 | 97.1 | 25.6 | 94.9 | 99.5 | 12.8 | 97.2 | 99.3 | 61.3 | 96 | 99.1 | 93.3 | 96.1 | 99.2 | 74.8 | 97.4 | 46.3 | 95.7 | |
| MemKD2024.12 | 98.4 | 97.8 | 10.7 | 94.5 | 96.3 | 20.5 | 95.2 | 98.8 | 15.9 | 97.3 | 99.4 | 60.6 | 96.4 | 99.1 | 94.2 | 95.2 | 99.2 | 74 | 97.3 | 46.1 | 95.9 | |
| CRASSetting=Multi-class2025.05 | 98.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.2 | — | |
| PBASSetting=Multi-class2025.05 | 97.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39 | — | |
| SimpleNetSetting=Multi-class2025.05 | 97.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.4 | — | |
| RD4ADSetting=Multi-class2025.05 | 97.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.2 | — | |
| GLASSSetting=Multi-class2025.05 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 38.1 | — | |
| PNPTSetting=Multi-class2025.05 | 96.4 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 36.1 | — | |
| OneNIPSetting=Multi-class2025.05 | 95.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24 | — | |
| CFASetting=Multi-class2025.05 | 94.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 34.7 | — | |
| UniADSetting=Multi-class2025.05 | 92.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 14.5 | — | |
| PFlowSetting=Multi-class2025.05 | 90.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 16 | — | |
| DRAEMSetting=Multi-class2025.05 | 78.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.5 | — | |
| DSRSetting=Multi-class2025.05 | 71.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 19.3 | — |