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DEAP

Benchmarks

Task NameDataset NameSOTA ResultTrend
Arousal Emotion RecognitionDEAP (test)
Accuracy99.7
47
Valence Emotion RecognitionDEAP (test)
Accuracy99.85
40
Emotion RecognitionDEAP
Accuracy96.44
36
Emotion RecognitionDEAP
Valence Accuracy97.84
26
EEG Emotion ClassificationDEAP Arousal
Cohen's Kappa34.34
18
EEG Emotion ClassificationDEAP Valence
Cohen's Kappa0.3351
18
Emotion RecognitionDEAP (Subject-dependent)
Valence Accuracy97.61
14
Emotion RecognitionDEAP Emotion
Accuracy61.01
14
EEG Emotion RecognitionDEAP Valence
Accuracy90.1
14
EEG Emotion ClassificationDEAP Arousal Subject Independent
Weighted F1 Score68.4
11
EEG Emotion ClassificationDEAP Arousal Subject Dependent
Weighted F169.7
11
EEG Emotion ClassificationDEAP-Valence Subject Dependent
Weighted F1 Score69.4
11
Affective State RecognitionDEAP (Subject-independent)
Arousal Accuracy66.15
11
Emotion Classification (Valence)DEAP
Accuracy87.28
7
Emotion RecognitionDEAP 4-class
Accuracy96.72
7
EEG Emotion Recognition (Arousal)DEAP (subject-independent)
Accuracy60
7
Emotion RecognitionDEAP 3-class
Accuracy96.84
5
Emotion RecognitionDEAP (SI protocol)
Valence90.35
5
EEG Emotion RecognitionDEAP
Valence Score99.49
5
Multimodal Emotion RecognitionExtended DEAP
Accuracy93
1
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