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ResearchFormerly WizWand

EEG Emotion Recognition on SEED-IV (Subject-independent)

79.3AccuracyNeuro-HGLN
29.546442.463255.3868.2968May 11, 2019Jun 20, 2020Aug 1, 2021Sep 12, 2022Oct 24, 2023Dec 4, 2024Jan 15, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Neuro-HGLNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.0179.39.11
PGCNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.0176.967.19
FAT (ours)Evaluation Protocol=subject-independent2025.0273.9410.42
RGNNEvaluation Protocol=subject-independent2025.0273.848.02
RGNNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.0173.848.02
FAT (w/ FAN)Evaluation Protocol=subject-independent, Configuration=with Fourier Adjacent Network2025.0270.5211.69
PGCNEvaluation Protocol=subject-independent2025.0270.2211.46
BiHDMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0569.038.66
BiHDMEvaluation Protocol=subject-independent2025.0268.713.42
TANNEvaluation Protocol=Subject-independent, Domain Adaptation=true2026.01688.35
ConformerEvaluation Protocol=subject-independent2025.0267.0711.22
BiDANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0565.5910.39
SAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.0564.449.46
GFKProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.0564.3811.41
DANProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0558.878.13
TCAProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO), Training Feature Subsample=30002019.0556.5613.77
A-LSTMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0555.039.28
DGCNNEvaluation Protocol=subject-independent2025.0253.849.87
DGCNNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0552.829.23
DGCNNEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.0152.829.23
DANNProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0547.5910.01
STMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0539.3912.4
SVMProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0537.9912.52
SVMEvaluation Protocol=Subject-independent, Domain Adaptation=false2026.0137.9912.52
SVMEvaluation Protocol=subject-independent2025.0236.2812.99
ULSIFProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0532.9911.05
KNNEvaluation Protocol=subject-independent2025.0232.928.08
KLIEPProtocol=Subject-independent, Validation Strategy=Leave-one-subject-out (LOSO)2019.0531.469.2