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Papers Benchmarks Datasets Tasks

DREAMT dataset and benchmarks · SOTA2 Research

Research Datasets

DREAMT

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Binary Classification (Sleep/Wake)

Dreamt (Leave-one-participant-out (LOPO))

78Balanced Accuracy

7

Binary Classification (Sleep/Wake)

Dreamt Time-Aware (TA)

73Balanced Accuracy

7

Binary Classification (Deep Sleep/REM)

Dreamt Time-Aware (TA)

65Balanced Accuracy

7

Sleep Classification

DREAMT

0.965AUROC

4

Skin Temperature Regression

DREAMT

0.6RMSE

4

Skin Temperature Regression

DREAMT (test)

0.6RMSE (°C)

3

Binary Sleep Classification

DREAMT (test)

0.965AUROC

3

Popular tasks

Skin Temperature Regression Binary Classification (Sleep/Wake)Sleep Classification Binary Sleep Classification Binary Classification (Deep Sleep/REM)

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