Zhi-Yuan Zhao

DINOSAM+: Structure-Guided Prompt Learning for Semi-Supervised 3D Medical Image Segmentation.

Semi-supervised 3D medical image segmentation under low-label settings often suffers from noisy pseudo labels and anatomically inconsistent predictions, which limit segmentation reliability. Existing methods primarily emphasize training strategies or loss engineering, but they still fail to sufficiently exploit structu...