Enabling On-Device Model Personalization for Ventricular Arrhythmias Detection by Generative Adversarial Networks

Implantable Cardioverter Defibrillator (ICD) is an ultra-low-power device which monitors heart rate and delivers in-time defibrillation on detected ventricular arrhythmias (VAs). The parameters of VAs detection mechanism on each recipient’s ICD are supposed to be fine-tuned to obtain accurate detection due to the individual’s unique rhythm features. However, the process extremely relies on clinica...