Emotion Recognition on SEED single-session LOSO
84.7AccuracyMAT
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MATMethod Category=Deep transfer learning methods2025.09 | 84.7 | 4.63 | |
| BiDANNMethod Category=Deep transfer learning methods2025.09 | 83.28 | 9.6 | |
| DCORAL*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.09 | 82.9 | 6.97 | |
| DAN*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.09 | 82.54 | 9.25 | |
| RGNN#Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain2025.09 | 81.92 | 9.35 | |
| DANN*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.09 | 81.57 | 7.21 | |
| BiHDM#Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain2025.09 | 81.55 | 9.74 | |
| EEG-DG#*Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain, Implementation=Our own implementation2025.09 | 81.14 | 7.78 | |
| MMDMethod Category=Deep transfer learning methods2025.09 | 80.88 | 10.1 | |
| GCPLMethod Category=Deep transfer learning methods2025.09 | 80.47 | 6.05 | |
| DGCNNMethod Category=Deep transfer learning methods2025.09 | 79.95 | 9.02 | |
| DMMR#*Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain, Implementation=Our own implementation2025.09 | 79.36 | 8.24 | |
| EFDMsMethod Category=Deep transfer learning methods2025.09 | 78.4 | 6.76 | |
| MS-MDAMethod Category=Deep transfer learning methods2025.09 | 77.65 | 11.32 | |
| DDC*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.09 | 75.42 | 10.15 | |
| CORAL*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 71.48 | 11.57 | |
| SVM*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 70.62 | 9.02 | |
| RF*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 62.78 | 6.6 | |
| SA*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 59.73 | 5.4 | |
| TCA*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 58.12 | 9.52 | |
| GFK*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 56.71 | 12.29 | |
| KNN*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 55.26 | 12.43 | |
| KPCA*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.09 | 48.07 | 9.97 |