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ResearchFormerly WizWand

EEG Emotion Recognition on DREAMER

97.96AccuracyARCNN
62.017671.348880.6890.0112Sep 11, 2024Dec 29, 2024Apr 18, 2025Aug 6, 2025Nov 23, 2025Mar 13, 2026Jul 1, 2026
Updated 3mo ago

Evaluation results

MethodLinks
ARCNNTechnique=Dynamic, Mode=Dependent2026.0797.96
PRISMTechnique=Dynamic, Mode=Dependent2026.0796.93
MS-iMambaInput=Raw, Channels=42024.0994.94
V-IAGInput=PSD, Channels=All2024.0992.96
CRAMInput=Raw, Channels=All2024.0992.65
IAGInput=PSD, Channels=All2024.0990.89
PRISMTechnique=Semi-supervised, Mode=Independent2026.0788.85
CGRU-MDGNTechnique=Graph, Mode=Independent2026.0785.39
DGCNNInput=PSD, Channels=All2024.0985.39
miMambaTechnique=Static, Mode=Dependent2026.0784.47
TSFTechnique=Self-supervised, Mode=Independent2026.0770.34
DSSNTechnique=Dynamic Stream, Mode=Independent2026.0763.4