From Sleep Staging to Spindle Detection: A Case Study on End-to-End Automated Sleep Analysis

ArXi:2505.05371v2 Announce Type: replace-cross Automation of sleep analysis, including both macrostructural (sleep stages) and microstructural (e.g., sleep spindles) elements, promises to enable large-scale sleep studies and to reduce variance due to inter-rater incongruencies. While individual steps, such as sleep staging and spindle detection, have been studied separately, the feasibility of automating multi-step sleep analysis remains unclear.