Large-scale Training of Foundation Models for Wearable Biosignals

arXiv:2312.05409v2 Announce Type: replace
Abstract: Tracking biosignals is crucial for monitoring wellness and preempting the development of severe medical conditions. Today, wearable devices can conveniently record various biosignals, creating the opportunity to monitor health status without disruption to one's daily routine. Despite widespread use of wearable devices and existing digital biomarkers, the absence of curated data with annotated medical labels hinders the development of new biomarkers to measure common health conditions. In fact, medical datasets are usually small in comparison …

abstract arxiv cs.ai cs.lg daily development devices digital disruption eess.sp foundation health medical monitoring scale tracking training type wearable wearable devices wellness