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WESAD

Benchmarks

Task NameDataset NameSOTA ResultTrend
Emotion Distribution LearningWESAD (subject-independent)
Chebyshev Distance0.0314
11
Emotion Distribution LearningWESAD subject-independent (test)
Chebyshev Distance0.0314
11
Wearable stress and affect detectionWESAD
AUROC74.81
11
Cross-modal knowledge transferWESAD ECG (Old) → PPG (New) (test)
BAcc49.57
6
Unsupervised cross-modal knowledge transferWESAD ECG -> PPG (test)
Balanced Accuracy49.57
6
Cross-modal knowledge transferWESAD PPG (Old) → ECG (New) (test)
BAcc62.96
5
Time-Series SegmentationWESAD (test)
F-score64.1
4
Unsupervised cross-modal knowledge transferWESAD PPG → ECG (test)
Balanced Accuracy62.96
2
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