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ResearchFormerly WizWand

Emotion Recognition on MEEG Valence

87.96AccuracyEmT
68.990473.915278.8483.7648Jul 8, 2024Oct 30, 2024Feb 21, 2025Jun 15, 2025Oct 7, 2025Jan 29, 2026May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
EmTYear=2025, #params=352,7382026.0587.9687.94
GL-LFGNN#params=37,1662026.0586.7186.53
AT-DGNN-Genevaluation_protocol=Trial-wise 10-fold cross-validation2024.0786.0185.68
AT-DGNN-Gen2026.0586.0185.68
AT-DGNN-Froevaluation_protocol=Trial-wise 10-fold cross-validation2024.0785.5685.61
AT-DGNN-FroYear=2024, #params=2,680,3502026.0585.5685.61
LGGNet-Hemevaluation_protocol=Trial-wise 10-fold cross-validation2024.0784.9384.46
LGGNet-Hem2026.0584.9384.46
AT-DGNN-Hemevaluation_protocol=Trial-wise 10-fold cross-validation2024.0784.8985.35
AT-DGNN-Hem2026.0584.8985.35
LGGNet-Genevaluation_protocol=Trial-wise 10-fold cross-validation2024.0784.5384.38
LGGNet-Gen2026.0584.5384.38
LGGNet-Froevaluation_protocol=Trial-wise 10-fold cross-validation2024.0784.2883.87
LGGNet-FroYear=2024, #params=1,135,2302026.0584.2883.87
ATCNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.0783.1982.08
ATCNetYear=2023, #params=575,5702026.0583.1982.08
DGCNNevaluation_protocol=Trial-wise 10-fold cross-validation2024.0782.7282.4
DGCNNYear=2020, #params=68,4202026.0582.7282.4
ShallowConvNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.0779.7780.22
TSceptionevaluation_protocol=Trial-wise 10-fold cross-validation2024.0778.3481.18
TCNet-Fusionevaluation_protocol=Trial-wise 10-fold cross-validation2024.0775.8875.42
EEGNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.0773.6673.33
EEGNetYear=2018, #params=14,7062026.0573.6673.33
DeepConvNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.0772.3873.03
EEG-TCNetevaluation_protocol=Trial-wise 10-fold cross-validation2024.0769.7254.28
EEG-TCNetYear=2020, #params=4,3742026.0569.7254.28