Interaction Anomaly Detection on NTU RGB+D 120
59.3PunchIADNet
Evaluation Results
| Method | Links | |||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| IADNetprotocol=One-class classification2025.12 | 59.3 | 61.1 | 66.1 | 80.8 | 88.2 | 65.7 | 76 | 79.5 | 88.2 | 72.8 | 74.2 | 43.4 | 55.1 | 68.8 | 56.9 | 60.6 | 60.3 | 54.8 | 72.8 | 59.9 | 77.2 | 61.4 | 56.4 | 65.8 | 85 | 66.4 | 67.6 | |
| MoCoDADprotocol=One-class classification2025.12 | 51.2 | 42.1 | 49.8 | 49.9 | 48.8 | 50.8 | 50.2 | 51.1 | 44.8 | 48 | 48.9 | 50.6 | 51.9 | 50.3 | 49.3 | 51.3 | 54.3 | 51.8 | 52.9 | 50.8 | 48.9 | 52.8 | 50.6 | 49.3 | 49.1 | 50 | 50 | |
| ML-AADprotocol=One-class classification2025.12 | 46.5 | 49.5 | 51.6 | 41.9 | 46.5 | 57.1 | 46 | 41.1 | 50.1 | 58.6 | 49.9 | 60.9 | 57 | 58 | 46.3 | 57.8 | 56.1 | 59.4 | 54.3 | 53.7 | 57.2 | 48.8 | 57.7 | 51.6 | 49.5 | 48.6 | 52.1 | |
| STG-NFprotocol=One-class classification2025.12 | 45.8 | 49.8 | 50.1 | 49.6 | 49.7 | 57.2 | 54.8 | 50.6 | 53.1 | 57.1 | 59.7 | 49.2 | 51.2 | 49.5 | 46.9 | 48.4 | 49.2 | 51.5 | 46 | 54.3 | 51 | 49.8 | 53.1 | 48.6 | 55.5 | 48.2 | 51.1 |