EEG Emotion Recognition on SEED (subject-dependent)
97.42AccuracyGRN
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| GRNProtocol=Subject-Dependent (SD)2026.03 | 97.42 | — | — | — | — | — | — | |
| DVIE-NetProtocol=Subject-Dependent (SD)2026.03 | 97.01 | — | — | — | — | — | — | |
| FCAnetProtocol=Subject-Dependent (SD)2026.03 | 96.93 | — | — | — | — | — | — | |
| ST-DADGATProtocol=Subject-Dependent (SD)2026.03 | 94.87 | — | — | — | — | — | — | |
| RGNNEvaluation Protocol=Subject-dependent2019.07 | 94.24 | — | 76.17 | 72.26 | 75.33 | 84.25 | 89.23 | |
| BiHDMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 93.12 | 6.06 | — | — | — | — | — | |
| BiHDMEvaluation Protocol=Subject-dependent2019.07 | 93.12 | — | — | — | — | — | — | |
| BiDANNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 92.38 | 7.04 | — | — | — | — | — | |
| BiDANNEvaluation Protocol=Subject-dependent2019.07 | 92.38 | — | 76.97 | 75.56 | 81.03 | 89.65 | 88.64 | |
| DANNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 91.36 | 8.3 | — | — | — | — | — | |
| DGCNNProtocol=Subject-Dependent (SD)2026.03 | 90.51 | — | — | — | — | — | — | |
| DGCNNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 90.4 | 8.49 | — | — | — | — | — | |
| DGCNNEvaluation Protocol=Subject-dependent2019.07 | 90.4 | — | 74.25 | 71.52 | 74.43 | 83.65 | 85.73 | |
| STRNNEvaluation Protocol=Subject-dependent2019.07 | 89.5 | — | 80.9 | 83.35 | 82.69 | 83.41 | 69.61 | |
| A-LSTMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 88.61 | 10.16 | — | — | — | — | — | |
| GCNNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 87.4 | 9.2 | — | — | — | — | — | |
| GRSLREvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 87.39 | 8.64 | — | — | — | — | — | |
| DBNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 86.08 | 8.34 | — | — | — | — | — | |
| DBNEvaluation Protocol=Subject-dependent2019.07 | 86.08 | — | 64.32 | 60.77 | 64.01 | 78.92 | 79.19 | |
| SVMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 83.99 | 9.72 | — | — | — | — | — | |
| SVMEvaluation Protocol=Subject-dependent2019.07 | 83.99 | — | 60.5 | 60.95 | 66.64 | 80.76 | 79.56 | |
| GSCCAEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 82.96 | 9.95 | — | — | — | — | — | |
| GSCCAEvaluation Protocol=Subject-dependent2019.07 | 82.96 | — | 63.92 | 64.64 | 70.1 | 76.93 | 77.98 | |
| RFEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 78.46 | 11.77 | — | — | — | — | — | |
| CCAEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.05 | 77.63 | 13.21 | — | — | — | — | — |