Annotation-Free Salient Object Detection via Spatial-Enhanced Contrastive Learning and SAM. - Yanxi Liu 006; Yuxin Fei; Xiaoyu Dai; Yuhong Zhou; Xinran Wang; Xiaoming Huang (ICIC (2), 2025)

MedReasoner: Reinforcement Learning Drives Reasoning Grounding from Clinical Thought to Pixel-Level Precision. - Zhonghao Yan; Muxi Diao; Yuxuan Yang; Jiayuan Xu; Kaizhou Zhang; Ruoyan Jing; Lele Yang; Yanxi Liu 006; Kongming Liang; Zhanyu Ma (CoRR, 2025)