A Two-Stage Audio Cascade with Coordinate Attention for On-Device Snore and Sleep Apnea Detection
This paper presents an ultra-compact, two-stage on-device audio cascade that utilizes a lightweight 2D CNN for snore detection and an adapted Coordinate Attention mechanism for classifying sleep apnea events, achieving high accuracy with a 93.2% parameter reduction compared to baselines.