Emotion Recognition on SEED-IV (single-session)
68.11AccuracyMAT
Evaluation Results
| Method | Links | |
|---|---|---|
| MATEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.09 | 68.11 | |
| BiDANNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.09 | 65.59 | |
| EEG-DGEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Target Domain Setting=Model of the unseen target domain, Implementation Source=Our own implementation2025.09 | 64.27 | |
| DMMREvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Target Domain Setting=Model of the unseen target domain, Implementation Source=Our own implementation2025.09 | 62.6 | |
| MS-MDAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.09 | 61.43 | |
| MMDEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.09 | 59.34 | |
| DANEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.09 | 59.27 | |
| DDCEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.09 | 58.02 | |
| DANNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.09 | 57.16 | |
| DCORALEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.09 | 56.05 | |
| DGCNNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.09 | 52.82 | |
| RFEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 52.67 | |
| SVMEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 50.5 | |
| CORALEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 48.14 | |
| TCAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 44.11 | |
| GFKEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 43.1 | |
| KNNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 41.77 | |
| SAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 34.74 | |
| KPCAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.09 | 29.25 |