SSSVE_Dataset

Citation Author(s):
Jianan
Han
Beijing University of Posts and Telecommunications
Submitted by:
Jianan Han
Last updated:
Tue, 07/26/2022 - 13:45
DOI:
10.21227/v09x-n822
Data Format:
.npy(.zip)
License:
Creative Commons Attribution
190 Views
Categories:
Artificial Intelligence
Keywords:
sleep stage; EEG; infrared video; distillation
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Abstract 

Our dataset can be used to study the relationship between infrared video, EEG and sleep classification, as well as for cross-modal studies. The final version of the dataset contains synchronised IR video features, EEG and labels. We have spent about two years collecting a new dataset. Existing sleep datasets (e.g., MASS, SHHS, Sleep-EDF) contain only physiological electrical signals (EEG, EOG, EMG, etc.). Our dataset contains both these and simultaneous infrared sleep video data.

Instructions: 

Here we have uploaded a small part (12days) of the dataset to support our paper: Seeing your sleep stage: cross-modal distillation from EEG to infrared video, and the entire dataset includ IR video features (.npy) from 105 subjects overnight as well as synchronised EEG signals ( .edf files). We will upload all the data before the paper is published.

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