EEG Emotion Recognition (Arousal) on DEAP (subject-independent)
60AccuracyFAT (w/ FAN)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FAT (w/ FAN)Evaluation Protocol=subject-independent, Configuration=with Fourier Adjacent Network2025.02 | 60 | 0.48 | |
| FAT (ours)Evaluation Protocol=subject-independent2025.02 | 60 | 0.4 | |
| ConformerEvaluation Protocol=subject-independent2025.02 | 59.9 | 0.6 | |
| LSTMEvaluation Protocol=subject-independent2025.02 | 59.78 | 0.27 | |
| DGCNNEvaluation Protocol=subject-independent2025.02 | 57.26 | 1.29 | |
| SVMEvaluation Protocol=subject-independent2025.02 | 55.9 | 0.76 | |
| KNNEvaluation Protocol=subject-independent2025.02 | 52.86 | 4.22 |