EEG Emotion Recognition on SEED-IV (subject-dependent)
0.7435AccuracyBiHDM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BiHDMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.7435 | 0.1409 | — | |
| EmotionMeterEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.7059 | 0.1701 | — | |
| BiDANNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.7029 | 0.1263 | — | |
| DGCNNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.6988 | 0.1629 | — | |
| A-LSTMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.695 | 0.1565 | — | |
| GRSLREvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.6932 | 0.1957 | — | |
| GSCCAEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.6908 | 0.1666 | — | |
| GCNNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.6834 | 0.1542 | — | |
| DBNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.6677 | 0.0738 | — | |
| DANNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.6307 | 0.1266 | — | |
| SVMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.5661 | 0.2005 | — | |
| CCAEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.5447 | 0.1848 | — | |
| RFEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 0.5097 | 0.1622 | — | |
| BiDANNEvaluation Protocol=Subject-dependent2019.07 | — | — | 70.29 | |
| BiHDMEvaluation Protocol=Subject-dependent2019.07 | — | — | 74.35 | |
| DBNEvaluation Protocol=Subject-dependent2019.07 | — | — | 66.77 | |
| DGCNNEvaluation Protocol=Subject-dependent2019.07 | — | — | 69.88 | |
| EmotionMeterEvaluation Protocol=Subject-dependent2019.07 | — | — | 70.58 | |
| GSCCAEvaluation Protocol=Subject-dependent2019.07 | — | — | 69.08 | |
| RGNNEvaluation Protocol=Subject-dependent2019.07 | — | — | 79.37 | |
| SVMEvaluation Protocol=Subject-dependent2019.07 | — | — | 56.61 |