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ResearchFormerly WizWand

Emotion Recognition on SEED single-session LOSO

84.7AccuracyMAT
46.604856.494966.38576.2751Sep 1, 2025
Updated 7mo ago

Evaluation results

MethodLinks
MATMethod Category=Deep transfer learning methods2025.0984.74.63
BiDANNMethod Category=Deep transfer learning methods2025.0983.289.6
DCORAL*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.0982.96.97
DAN*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.0982.549.25
RGNN#Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain2025.0981.929.35
DANN*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.0981.577.21
BiHDM#Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain2025.0981.559.74
EEG-DG#*Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain, Implementation=Our own implementation2025.0981.147.78
MMDMethod Category=Deep transfer learning methods2025.0980.8810.1
GCPLMethod Category=Deep transfer learning methods2025.0980.476.05
DGCNNMethod Category=Deep transfer learning methods2025.0979.959.02
DMMR#*Method Category=Deep transfer learning methods, Target Domain=Model of the unseen target domain, Implementation=Our own implementation2025.0979.368.24
EFDMsMethod Category=Deep transfer learning methods2025.0978.46.76
MS-MDAMethod Category=Deep transfer learning methods2025.0977.6511.32
DDC*Method Category=Deep transfer learning methods, Implementation=Our own implementation2025.0975.4210.15
CORAL*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0971.4811.57
SVM*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0970.629.02
RF*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0962.786.6
SA*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0959.735.4
TCA*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0958.129.52
GFK*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0956.7112.29
KNN*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0955.2612.43
KPCA*Method Category=Traditional machine learning methods, Implementation=Our own implementation2025.0948.079.97