2 papers
cs.CV2026
UNIVERS: Learning UNIversal Voxel-wise Embedding via Randomized Synthesis for generalizable one-shot landmark localization
Derong Yu, Qingsong Zhao, Yanbing Yue +3
One-shot landmark localization in volume scans with varying fields of view (FOVs) is challenging. While existing self-supervised learning methods have shown promising performance,…
cs.CV2026
ReSeg: Retraining-free segmentation of abdominal organs via generalizable semantic representation learning
Derong Yu, Guoyan Zheng
Abdominal organ segmentation is essential in modern medical applications. While existing deep learning approaches demonstrate promising performance, their heavy reliance on large-s…