List your company
ResearchFormerly WizWand

Emotion Recognition on SEED-IV (single-session)

68.11AccuracyMAT
27.695638.187848.6859.1722Sep 1, 2025
Updated 7mo ago

Evaluation results

MethodLinks
MATEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.0968.11
BiDANNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.0965.59
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 implementation2025.0964.27
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 implementation2025.0962.6
MS-MDAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.0961.43
MMDEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.0959.34
DANEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.0959.27
DDCEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.0958.02
DANNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.0957.16
DCORALEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods, Implementation Source=Our own implementation2025.0956.05
DGCNNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Deep transfer learning methods2025.0952.82
RFEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0952.67
SVMEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0950.5
CORALEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0948.14
TCAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0944.11
GFKEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0943.1
KNNEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0941.77
SAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0934.74
KPCAEvaluation Protocol=Cross-subject single-session LOSO, Method Category=Traditional machine learning methods, Implementation Source=Our own implementation2025.0929.25