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ResearchFormerly WizWand

EEG Emotion Recognition on SEED-IV (subject-dependent)

0.7435AccuracyBiHDM
0.5003480.5634740.62660.689726May 11, 2019
Updated 8mo ago

Evaluation results

MethodLinks
BiHDMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.74350.1409—
EmotionMeterEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.70590.1701—
BiDANNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.70290.1263—
DGCNNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.69880.1629—
A-LSTMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.6950.1565—
GRSLREvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.69320.1957—
GSCCAEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.69080.1666—
GCNNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.68340.1542—
DBNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.66770.0738—
DANNEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.63070.1266—
SVMEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.56610.2005—
CCAEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.54470.1848—
RFEvaluation protocol=subject-dependent, Input features=Differential Entropy (DE)2019.050.50970.1622—
BiDANNEvaluation Protocol=Subject-dependent2019.07——70.29
BiHDMEvaluation Protocol=Subject-dependent2019.07——74.35
DBNEvaluation Protocol=Subject-dependent2019.07——66.77
DGCNNEvaluation Protocol=Subject-dependent2019.07——69.88
EmotionMeterEvaluation Protocol=Subject-dependent2019.07——70.58
GSCCAEvaluation Protocol=Subject-dependent2019.07——69.08
RGNNEvaluation Protocol=Subject-dependent2019.07——79.37
SVMEvaluation Protocol=Subject-dependent2019.07——56.61