An offline, point-of-care algorithm on a smartphone fundus camera generated disease-specific outputs without cloud connectivity, addressing a major deployment barrier in low-resource screening ...
Abstract: Aiming at the multi-task optimization conflicts (structure-detail-denoising coupling) and high computational costs caused by existing edge detectors' reliance on complex pre-trained models, ...