EEG Emotion Recognition on SEED IV
94.03Accuracy (All Bands Mean)MVGT-G
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MVGT-GScheme=GENERAL2024.07 | 94.03 | — | — | 7.77 | — | |
| MVGT-LScheme=LOBE2024.07 | 93.2 | — | — | 7.79 | — | |
| MVGT-FScheme=FRONTAL2024.07 | 92.92 | — | — | 7.95 | — | |
| MVGT-HScheme=HEMISPHERE2024.07 | 92.86 | — | — | 8.2 | — | |
| MV-SSTMA2024.07 | 92.82 | — | — | 5.03 | — | |
| EmoGT2024.07 | 91.2 | — | — | 9.6 | — | |
| MD-AGCN2024.07 | 87.63 | — | — | 5.77 | — | |
| RGNN2024.07 | 79.37 | — | — | 10.54 | — | |
| BiHDM2024.07 | 74.35 | — | — | 14.09 | — | |
| RGNNProtocol=Subject-independent classification2019.07 | 73.84 | — | — | 8.02 | — | |
| BiDANN2024.07 | 70.29 | — | — | 12.63 | — | |
| DGCNN2024.07 | 69.88 | — | — | 16.29 | — | |
| BiHDMProtocol=Subject-independent classification2019.07 | 69.03 | — | — | 8.66 | — | |
| BiDANN-SProtocol=Subject-independent classification2019.07 | 65.59 | — | — | 10.39 | — | |
| SAProtocol=Subject-independent classification2019.07 | 64.44 | — | — | 9.46 | — | |
| DANProtocol=Subject-independent classification2019.07 | 58.87 | — | — | 8.13 | — | |
| TCAProtocol=Subject-independent classification2019.07 | 56.56 | — | — | 13.77 | — | |
| DGCNNProtocol=Subject-independent classification2019.07 | 52.82 | — | — | 9.23 | — | |
| SVMProtocol=Subject-independent classification2019.07 | 37.99 | — | — | 12.52 | — | |
| BiHDMProtocol=Subject-dependent, Scheme=16:82025.02 | — | 73.38 | 15.75 | — | — | |
| ConformerProtocol=Subject-dependent, Scheme=16:82025.02 | — | 76.7 | 16.57 | — | — | |
| DGCNNProtocol=Subject-dependent, Scheme=16:82025.02 | — | 69.09 | 13.79 | — | — | |
| FATProtocol=Subject-dependent, Scheme=16:8, Configuration=w/ FAN2025.02 | — | 79.03 | 16.27 | — | — | |
| FATProtocol=Subject-dependent, Scheme=16:8, Configuration=ours2025.02 | — | 82.3 | 13.21 | — | — | |
| KNNProtocol=Subject-dependent, Scheme=16:82025.02 | — | 55.82 | 18.82 | — | — | |
| PGCNProtocol=Subject-dependent, Scheme=16:82025.02 | — | 78.63 | 17.19 | — | — | |
| RGNNProtocol=Subject-dependent, Scheme=16:82025.02 | — | 79.37 | 10.54 | — | — | |
| SVMProtocol=Subject-dependent, Scheme=16:82025.02 | — | 58.57 | 20.34 | — | — |