SleepViTransformer: Patch-based sleep spectrogram transformer for automatic sleep staging

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Li Peng, Yanzhen Ren, Zhiheng Luan, Xiong Chen, Xiuping Yang, Weiping Tu

Published: 2023, Last Modified: 03 Mar 2025Biomed. Signal Process. Control. 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•Propose a patch-based sleep spectrogram Transformer to learning effective representations.•Transfer cross-modality knowledge from a pre-trained model.•Propose a set of PSG augmentations based on the characteristics of the PSG signal.