EEG Emotion Recognition (Valence & Arousal) on DEAP
99.49Valence ScoreMCA & 3D-CNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MCA & 3D-CNNFeatures=DE, PSD2024.06 | 99.49 | 99.3 | |
| TSFFNFeatures=Time, 2D-Topology-Time2024.06 | 98.27 | 98.53 | |
| Concat & KNNFeatures=ResNet, LFCC2024.06 | 90.39 | 89.06 | |
| STFFNNFeatures=PSD, temporal statistics2024.06 | 85.4 | 86.2 | |
| CNN & SVMFeatures=DE, PSD, Hjorth, SE2024.06 | 75.22 | 80.52 |