Emotion Recognition on SEED-V (LOSO)
62.77AccuracyRSM-CoDG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RSM-CoDG2026.01 | 62.77 | 8.86 | |
| DMMRMethod Category=Deep learning methods2026.01 | 60.31 | 11.47 | |
| DANMethod Category=Deep learning methods2026.01 | 59.36 | 16.83 | |
| MATMethod Category=Deep transfer learning methods2025.09 | 58.39 | 8.63 | |
| MS-MDAMethod Category=Deep learning methods2026.01 | 57.16 | 13.12 | |
| DANNMethod Category=Deep learning methods2026.01 | 56.28 | 16.25 | |
| DCORALMethod Category=Deep learning methods2026.01 | 56.26 | 14.56 | |
| DDCMethod Category=Deep learning methods2026.01 | 55.45 | 17.15 | |
| CORALMethod Category=Traditional machine learning methods2026.01 | 55.18 | 7.42 | |
| DMMR#Method Category=Deep transfer learning methods2025.09 | 55.16 | 12.71 | |
| DANMethod Category=Deep transfer learning methods2025.09 | 54.27 | 10.42 | |
| CORALMethod Category=Traditional machine learning methods2025.09 | 54.08 | 7.44 | |
| EEG-DG#Method Category=Deep transfer learning methods2025.09 | 53.92 | 13.25 | |
| SVMMethod Category=Traditional machine learning methods2026.01 | 53.14 | 10.1 | |
| DANNMethod Category=Deep transfer learning methods2025.09 | 52.83 | 13.9 | |
| DCORALMethod Category=Deep transfer learning methods2025.09 | 52.23 | 12.76 | |
| ADASTMethod Category=Deep transfer learning methods2025.09 | 50.69 | 14.01 | |
| DDCMethod Category=Deep transfer learning methods2025.09 | 43.89 | 11.84 | |
| RFMethod Category=Traditional machine learning methods2025.09 | 43.63 | 11.38 | |
| RFMethod Category=Traditional machine learning methods2026.01 | 42.29 | 16.02 | |
| SVMMethod Category=Traditional machine learning methods2025.09 | 41.2 | 10.76 | |
| A-LSTMMethod Category=Deep transfer learning methods2025.09 | 40.34 | 8.68 | |
| KPCAMethod Category=Traditional machine learning methods2025.09 | 39.68 | 11.28 | |
| GFKMethod Category=Traditional machine learning methods2026.01 | 38.32 | 10.11 | |
| GFKMethod Category=Traditional machine learning methods2025.09 | 37.89 | 9.84 | |
| TCAMethod Category=Traditional machine learning methods2025.09 | 37.68 | 8.4 | |
| TCAMethod Category=Traditional machine learning methods2026.01 | 37.57 | 13.47 | |
| SAMethod Category=Traditional machine learning methods2026.01 | 36.06 | 11.55 | |
| KNNMethod Category=Traditional machine learning methods2026.01 | 35.73 | 7.98 | |
| KPCAMethod Category=Traditional machine learning methods2026.01 | 35.47 | 9.39 | |
| KNNMethod Category=Traditional machine learning methods2025.09 | 35.28 | 7.57 | |
| SAMethod Category=Traditional machine learning methods2025.09 | 31.87 | 9.87 |