Qinglin Wang

KG-Seg: Medical Knowledge-Guided Target-State Learning for 3D Lesion Segmentation with Lesion-Only Annotations

In 3D segmentation with lesion-only annotations, lesion supervision defines voxel-wise foreground membership, whereas medical knowledge characterizes the relations between lesion states and relevant anatomical structures. How to integrate these two forms of information within a l...