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ResearchFormerly WizWand

Emotion Recognition on SEED (cross-subject cross-session)

93.18AccuracyPR-PL
53.6663.9274.1884.44Sep 1, 2025Oct 16, 2025Nov 30, 2025Jan 14, 2026Feb 28, 2026Apr 14, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PR-PLYear=20242026.0593.186.55
UF-AMAYear=20262026.0592.392
FMLANYear=20252026.0591.947.73
STCBI-NetsYear=20252026.0591.875.53
LGDAAN-NetsYear=20252026.0591.255.87
DA-CapsNetYear=20242026.0588.186.21
MATCategory=Deep transfer learning methods2025.0980.216.32
EmT-BCategory=Deep transfer learning methods2025.0978.812
ACRNNYear=20232026.0578.499.87
DANNCategory=Deep transfer learning methods, re-implemented=true2025.0978.427.57
MS-MDACategory=Deep transfer learning methods2025.0978.146.18
DANCategory=Deep transfer learning methods, re-implemented=true2025.0978.125.47
EmT-SCategory=Deep transfer learning methods2025.097811.7
MixupCategory=Deep transfer learning methods, Model of unseen target domain=true2025.0977.7310.02
DMMRCategory=Deep transfer learning methods, re-implemented=true, Model of unseen target domain=true2025.0977.678.91
DCORALCategory=Deep transfer learning methods, re-implemented=true2025.0977.366.27
RSC-MLP2Category=Deep transfer learning methods, Model of unseen target domain=true2025.0976.748.52
IAGCategory=Deep transfer learning methods2025.0974.3611.11
EEG-DGCategory=Deep transfer learning methods, re-implemented=true, Model of unseen target domain=true2025.0973.297.37
DDCCategory=Deep transfer learning methods, re-implemented=true2025.0973.225.48
RFCategory=Traditional machine learning methods, re-implemented=true2025.0972.786.6
KPCACategory=Traditional machine learning methods, re-implemented=true2025.0972.566.41
AMDETCategory=Deep transfer learning methods2025.0972.116.8
GCB-NetCategory=Deep transfer learning methods2025.0968.417.2
SVMCategory=Traditional machine learning methods, re-implemented=true2025.0968.017.88
TCACategory=Traditional machine learning methods, re-implemented=true2025.0963.636.4
GFKCategory=Traditional machine learning methods, re-implemented=true2025.0960.758.32
KNNCategory=Traditional machine learning methods, re-implemented=true2025.0960.188.1
SACategory=Traditional machine learning methods, re-implemented=true2025.0957.4710.01
CORALCategory=Traditional machine learning methods, re-implemented=true2025.0955.187.42