Abstract: Medical image segmentation is a central component of modern healthcare and medicine, enabling accurate diagnosis of anatomical structures and pathological areas in imaging modalities such as ...

Abstract: Fully supervised medical image segmentation still relies on labor-intensive, pixel-level annotations, which limits scale across cohorts and imaging settings. Scribble supervision reduces ...