Cognitive load estimation on Cohorts D+E nested-CV v1.0 (Cohort E evaluation)
0.299Average Pearson CorrelationPSD
Evaluation results
| Method | Links | |
|---|---|---|
| PSDDownstream Estimator layer=LSTM2026.01 | 0.299 | |
| LaBraMDownstream Estimator layer=Linear2026.01 | 0.281 | |
| LaBraMDownstream Estimator layer=DNN2026.01 | 0.23 | |
| LaBraMDownstream Estimator layer=LSTM2026.01 | 0.201 | |
| EEGNetDownstream Estimator layer=DNN2026.01 | 0.157 | |
| PSDDownstream Estimator layer=Linear2026.01 | 0.147 | |
| EEGConformerDownstream Estimator layer=DNN2026.01 | 0.147 | |
| EEGNetDownstream Estimator layer=Linear2026.01 | 0.143 | |
| PSDDownstream Estimator layer=DNN2026.01 | 0.133 | |
| CBraModDownstream Estimator layer=SVM2026.01 | 0.133 | |
| PSDDownstream Estimator layer=SVM2026.01 | 0.12 | |
| CBraModDownstream Estimator layer=LSTM2026.01 | 0.115 | |
| LaBraMDownstream Estimator layer=SVM2026.01 | 0.113 | |
| EEGConformerDownstream Estimator layer=Linear2026.01 | 0.11 | |
| CBraModDownstream Estimator layer=DNN2026.01 | 0.108 | |
| CBraModDownstream Estimator layer=Linear2026.01 | 0.03 |