2 papers
cs.CV2026
SWINSleepNet: A Hierarchical Context-Aware Framework for Sleep Staging (v2)
Chongjian Wang, Junjie Gao
Automatic sleep staging is a critical role in sleep disorder diagnosis, sleep quality assessment, and long-term health monitoring; however, existing approaches suffer poor performa…
cs.CV2026
LGFNet: A CTC-Guided Local-Global Fusion Framework for Single-Channel Sleep Staging
Chongjian Wang, Zhenghang Hou, Junjie Gao +3
Sleep staging remains challenging due to long-range temporal dependencies, ambiguous stage transitions-particularly in N1-and substantial distribution shifts across subjects, sampl…