Affective State Recognition on WESAD All wrist
97.72F1 ScoreTCN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TCNStudy=This work (Ablation Study), Cross-Validation Protocol=LOSO-CV2026.06 | 97.72 | 98.2 | |
| LSTMStudy=This work (Our Approaches), Cross-Validation Protocol=LOSO-CV2026.06 | 94.92 | 95.81 | |
| LSTMStudy=This work (Ablation Study), Cross-Validation Protocol=LOSO-CV2026.06 | 93.21 | 94.38 | |
| TransformerStudy=This work (Our Approaches), Cross-Validation Protocol=LOSO-CV2026.06 | 91.87 | 93.33 | |
| TCNStudy=This work (Our Approaches), Cross-Validation Protocol=LOSO-CV2026.06 | 89.43 | 91.06 | |
| TransformerStudy=This work (Ablation Study), Cross-Validation Protocol=LOSO-CV2026.06 | 85.85 | 88.73 | |
| AdaBoostStudy=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 64.12 | 75.21 | |
| Linear Discriminant Analysis (LDA)Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 63.24 | 70.74 | |
| Random ForestStudy=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 62.86 | 74.85 | |
| Decision TreeStudy=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 43.62 | 53.98 | |
| k-Nearest Neighbour (kNN)Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV, Note=Extracted from row 10 of original table2026.06 | 38.39 | 46.18 | |
| k-Nearest Neighbour (kNN)Study=WESAD (Schmidt et al. [22]), Cross-Validation Protocol=LOSO-CV2026.06 | 37.2 | 45.54 |