[Automated detection of sleep-arousal using multi-scale convolution and self-attention mechanism].
Li F, Xu Y, Zhang B, Cong F. [Automated detection of sleep-arousal using multi-scale convolution and self-attention mechanism]. Journal Of Biomedical Engineering 2023, 40: 27-34. PMID: 36854545, PMCID: PMC9989766, DOI: 10.7507/1001-5515.202204052.Peer-Reviewed Original ResearchConceptsMulti-scale convolutional layersArousal detectionSingle-channel EEG signalsSelf-attention mechanismTransfer learning methodConvolutional neural networkSleep staging taskEnd-to-endMulti-modal signalsSingle-channel electroencephalogramPrecision-recall curveConvolutional layersEvent detectionNeural networkAverage accuracyLearning methodsEEG signalsTask transferBaseline modelMulti-ModalStaging taskImprovement of model performancePortable sleep monitoringSingle modalityTime-consuming
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