zenodoConference paper2026-05-20
SoC-Based Implementation of CNN Model for End-Diastolic Volume Classification from Echocardiogram via hls4ml
Nemanja Marković, Tijana Geroski, Emil Jovanov, Nenad Filipović
Echocardiographic assessment of End-Diastolic Volume (EDV) is central to identifying dilated cardiomyopathy, a major driver of heart failure. This paper presents a low-latency, edge-computing solution that deploys an 8-bit quantized, 50%-pruned CNN directly onto a Xilinx Artix-7…