LubDubDecoder: Bringing Micro-Mechanical Cardiac Monitoring to Hearables

要旨

We present LubDubDecoder, a system that enables fine-grained monitoring of micro-cardiac vibrations associated with the opening and closing of heart valves across a range of hearables. Our system transforms the built-in speaker, the only transducer common to all hearables, into an acoustic sensor that captures the coarse "lub-dub" heart sounds, leverages their shared temporal and spectral structure to reconstruct the subtle seismocardiography (SCG) and gyrocardiography (GCG) waveforms, and extract the timing of key micro-cardiac events. In an IRB-approved feasibility study with 25 users, our system achieves correlations of 0.88-0.95 compared to chest-mounted reference measurements in within-user and cross-user evaluations, and generalizes to unseen hearables using a zero-effort adaptation scheme with a correlation of 0.91. Our system is robust across remounting sessions and music playback.

著者
Siqi Zhang
Carnegie Mellon University, Pittsburgh, Pennsylvania, United States
Xiyuxing Zhang
Tsinghua University, Beijing, China
Duc Nguyen Tien. Vu
Carnegie Mellon University, Pittsburgh, Pennsylvania, United States
Tao Qiang
Shanghai Jiao Tong University, Shanghai, China
Clara Palacios
Carnegie Mellon University, Pittsburgh, Pennsylvania, United States
Jiangyifei Zhu
Carnegie Mellon University, PITTSBURGH, Pennsylvania, United States
Yuntao Wang
Tsinghua University, Beijing, China
Mayank Goel
Carnegie Mellon University, Pittsburgh, Pennsylvania, United States
Justin Chan
Carnegie Mellon University, Pittsburgh, Pennsylvania, United States

会議: CHI 2026

ACM CHI Conference on Human Factors in Computing Systems

セッション: AI-Assisted Clinical Diagnosis and Reasoning

Auditorium
7 件の発表
2026-04-16 20:15:00
2026-04-16 21:45:00