Cognitive state inference on Custom VR motion dataset Setting 1 - same users 1.0 (70/30)
82Overall AccuracyVRMotionBERT
Evaluation results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| VRMotionBERTUser Setting=same users, Protocol=future-in-time prediction2025.09 | 82 | 50 | 44.9 | 47.3 | 84.7 | 34.7 | 19.2 | 24.7 | 72.5 | 56.6 | 65.1 | 60.5 | 88.9 | 15.6 | 7.3 | 10 | |
| HumanUser Setting=same users, Protocol=future-in-time prediction2025.09 | 81 | 53.7 | 57.4 | 55.5 | 80.2 | 24.4 | 26.2 | 25.3 | 73.3 | 63.5 | 73.4 | 68.1 | 89.4 | 48 | 35.3 | 40.7 | |
| MLSTM-FCNUser Setting=same users, Protocol=future-in-time prediction2025.09 | 79 | 41.8 | 43.6 | 42.7 | 83.3 | 24.8 | 13.6 | 17.5 | 68.1 | 50.6 | 60.8 | 55.2 | 85.5 | 19.9 | 24.1 | 21.8 | |
| AP-MotionBERTUser Setting=same users, Protocol=future-in-time prediction2025.09 | 76.5 | 35.8 | 38.5 | 37.1 | 86.3 | 22.2 | 1.9 | 3.4 | 53.3 | 36.9 | 62.5 | 46.4 | 90 | 11.8 | 2.9 | 4.7 | |
| DTCNUser Setting=same users, Protocol=future-in-time prediction2025.09 | 68.7 | 30 | 55.8 | 39 | 71.6 | 15 | 25.2 | 18.8 | 51.7 | 37.9 | 77.2 | 50.9 | 82.8 | 14.4 | 21.2 | 17.1 | |
| SVMUser Setting=same users, Protocol=future-in-time prediction2025.09 | 63.7 | 19.7 | 33.4 | 24.8 | 62.8 | 9.5 | 24.5 | 13.1 | 57.3 | 36.2 | 41.7 | 38.8 | 70.8 | 6.9 | 19.7 | 10.2 |