EEG Emotion Recognition on DEAP Valence
90.1AccuracyFAT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FATProtocol=Subject-dependent, Scheme=10-fold, Configuration=ours2025.02 | 90.1 | 2.71 | |
| DGCNNProtocol=Subject-dependent, Scheme=10-fold2025.02 | 84.69 | 6.2 | |
| ConformerProtocol=Subject-dependent, Scheme=10-fold2025.02 | 80.71 | 2.3 | |
| FATProtocol=Subject-dependent, Scheme=10-fold, Configuration=w/ FAN2025.02 | 80.47 | 2.89 | |
| LSTMProtocol=Subject-dependent, Scheme=10-fold2025.02 | 74.76 | 3.41 | |
| KNNProtocol=Subject-dependent, Scheme=10-fold2025.02 | 67.4 | 7.28 | |
| SVMProtocol=Subject-dependent, Scheme=10-fold2025.02 | 65.8 | 4.62 | |
| FAT (ours)Evaluation Protocol=subject-independent2025.02 | 62.7 | 0.8 | |
| FAT (w/ FAN)Evaluation Protocol=subject-independent, Configuration=with Fourier Adjacent Network2025.02 | 62.59 | 0.64 | |
| ConformerEvaluation Protocol=subject-independent2025.02 | 62.4 | 0.2 | |
| LSTMEvaluation Protocol=subject-independent2025.02 | 60.31 | 0.24 | |
| DGCNNEvaluation Protocol=subject-independent2025.02 | 59.72 | 1.38 | |
| KNNEvaluation Protocol=subject-independent2025.02 | 55.35 | 4.3 | |
| SVMEvaluation Protocol=subject-independent2025.02 | 54.7 | 0.36 |