Cognitive Workload Recognition on Private
97.7AccuracyALSTM-FCN
Evaluation results
| Method | Links | |
|---|---|---|
| ALSTM-FCN#Subj.=40, #Class=2, Task=Online Shopping, Device=Gazepoint GP3, Features=Raw gaze series, Split Setting=Participant walk-forward2026.06 | 97.7 | |
| Transformer-CL#Subj.=20, #Class=3, Task=MR CNC Operation, Device=HoloLens 2, Features=Head, eye, hand, Split Setting=Validation split (8:2)2026.06 | 95.83 | |
| RF, SVM#Subj.=37, #Class=2/3, Task=Visual Search, Device=Pupil Core, Features=Hand-crafted, Split Setting=Random split (8:2)2026.06 | 88 | |
| SVM#Subj.=26, #Class=2, Task=Driving Simulator, Device=Dikablis Glasses 3, Features=Eye, physio, driving, Split Setting=Validation split (8:2)2026.06 | 87.8 | |
| MLP, RF#Subj.=19, #Class=2, Task=VR Training, Device=Varjo VR-3, Features=Hand-crafted2026.06 | 84 |