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EEG Emotion Classification research benchmarks · SOTA2 Research

EEG Emotion Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

34.34Cohen's Kappa

18

Jun 16, 2026

0.335Cohen's Kappa

18

Jun 16, 2026

45.52Cohen's Kappa

18

Jun 16, 2026

DEAP Arousal Subject Independent

68.4Weighted F1 Score

11

Jun 16, 2026

DEAP Arousal Subject Dependent

69.7Weighted F1

11

Jun 16, 2026

DEAP-Valence Subject Independent

66.7Weighted F1

11

Jun 16, 2026

DEAP-Valence Subject Dependent

69.4Weighted F1 Score

11

Jun 16, 2026

SEED-IV Subject Independent

44.8w-F1

11

Jun 16, 2026

SEED-IV Subject Dependent

63.7W-F1

11

Jun 16, 2026

SEED Subject Independent

61.1w-F1

11

Jun 16, 2026

SEED Subject Dependent

85Weighted F1 Score

11

Jun 16, 2026

Popular datasets

DEAP SEED DEAP-Valence

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