Cognitive State Inference on VR Motion Dataset (Unseen-user)
82Overall AccVRMotionBERT
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VRMotionBERTProtocol=6-fold cross-validation, Setting=Generalization to previously unseen users2025.09 | 82 | 49.2 | 46 | 47.1 | 84.2 | 39.9 | 18.3 | 23.9 | 72.1 | 53.6 | 65.2 | 58.3 | 89.7 | 24.6 | 20.6 | 20.5 | |
| VRMotionBERTUser Setting=unseen users, Validation=6-fold cross-validation2025.09 | 82 | 49.2 | 46 | 47.1 | 84.2 | 39.9 | 18.3 | 23.9 | 72.1 | 53.6 | 65.2 | 58.3 | 89.7 | 24.6 | 20.6 | 20.5 | |
| HumanProtocol=6-fold cross-validation, Setting=Generalization to previously unseen users2025.09 | 80.2 | 48.1 | 48.6 | 48.1 | 79.8 | 35.5 | 37 | 35.6 | 72 | 58.6 | 59.4 | 58 | 88.8 | 23.7 | 21.2 | 20.5 | |
| HumanUser Setting=unseen users, Validation=6-fold cross-validation2025.09 | 80.2 | 48.1 | 48.6 | 48.1 | 79.8 | 35.5 | 37 | 35.6 | 72 | 58.6 | 59.4 | 58 | 88.8 | 23.7 | 21.2 | 20.5 | |
| AP–MotionBERTProtocol=6-fold cross-validation, Setting=Generalization to previously unseen users2025.09 | 76.1 | 33.9 | 38.9 | 36.1 | 80.9 | 26.1 | 15.5 | 17.8 | 58.3 | 37.1 | 56.3 | 44.5 | 89 | 19.5 | 13.7 | 15.3 | |
| AP-MotionBERTUser Setting=unseen users, Validation=6-fold cross-validation2025.09 | 76.1 | 33.9 | 38.9 | 36.1 | 80.9 | 26.1 | 15.5 | 17.8 | 58.3 | 37.1 | 56.3 | 44.5 | 89 | 19.5 | 13.7 | 15.3 | |
| MLSTM-FCNProtocol=6-fold cross-validation, Setting=Generalization to previously unseen users2025.09 | 74.6 | 35 | 50.9 | 41 | 77.7 | 24.4 | 28.7 | 24.9 | 55.9 | 38.2 | 70.6 | 48.8 | 90.3 | 33.7 | 15.1 | 19.3 | |
| MLSTM-FCNUser Setting=unseen users, Validation=6-fold cross-validation2025.09 | 74.6 | 35 | 50.9 | 41 | 77.7 | 24.4 | 28.7 | 24.9 | 55.9 | 38.2 | 70.6 | 48.8 | 90.3 | 33.7 | 15.1 | 19.3 | |
| DTCNProtocol=6-fold cross-validation, Setting=Generalization to previously unseen users2025.09 | 68.5 | 24.3 | 36.1 | 28.3 | 66.7 | 17.8 | 30.9 | 17 | 55.9 | 32.4 | 42.8 | 36.2 | 82.9 | 10.2 | 18.6 | 12.5 | |
| DTCNUser Setting=unseen users, Validation=6-fold cross-validation2025.09 | 68.5 | 24.3 | 36.1 | 28.3 | 66.7 | 17.8 | 30.9 | 17 | 55.9 | 32.4 | 42.8 | 36.2 | 82.9 | 10.2 | 18.6 | 12.5 | |
| SVMProtocol=6-fold cross-validation, Setting=Generalization to previously unseen users2025.09 | 63.9 | 20.1 | 35.7 | 25.7 | 65.8 | 12.2 | 22.5 | 15.6 | 52.8 | 31.2 | 46.2 | 36.7 | 73.1 | 7.9 | 21.4 | 11.4 | |
| SVMUser Setting=unseen users, Validation=6-fold cross-validation2025.09 | 63.9 | 20.1 | 35.7 | 25.7 | 65.8 | 12.2 | 22.5 | 15.6 | 52.8 | 31.2 | 46.2 | 36.7 | 73.1 | 7.9 | 21.4 | 11.4 |