Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceHumansInfantNewbornNeural NetworksComputer
Enhancing Neonatal Sleep Analysis with Multi-resolution CNN and Mamba Integration.
Ligang Zhou, Hao Chen, Xia Hu, Wei Zhou, Zhenning Tang, Yan Xu, Chen Chen, Wei Chen
Published: 202510.1109/EMBC58623.2025.11254152
Abstract
Accurate neonatal sleep stage classification is essential for the early diagnosis of sleep-related disorders. Traditional manual annotation of EEG signals is time-consuming and labor-intensive, while existing deep learning-based approaches struggle w…
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