DEAP
Benchmarks
TaskDatasetSOTA resultTrendResults
DEAP (test)
99.7Accuracy
47
DEAP (test)
99.85Accuracy
40
DEAP
96.44Accuracy
36
DEAP
97.84Valence Accuracy
26
DEAP Arousal
34.34Cohen's Kappa
18
DEAP Valence
0.335Cohen's Kappa
18
DEAP (Subject-dependent)
97.61Valence Accuracy
14
DEAP Emotion
61.01Accuracy
14
DEAP Valence
90.1Accuracy
14
DEAP Arousal Subject Independent
68.4Weighted F1 Score
11
DEAP Arousal Subject Dependent
69.7Weighted F1
11
DEAP-Valence Subject Dependent
69.4Weighted F1 Score
11
DEAP (Subject-independent)
66.15Arousal Accuracy
11
DEAP
87.28Accuracy
7
DEAP 4-class
96.72Accuracy
7
DEAP (subject-independent)
60Accuracy
7
DEAP 3-class
96.84Accuracy
5
DEAP (SI protocol)
90.35Valence
5
DEAP
99.49Valence Score
5
Extended DEAP
93Accuracy
1