Refine Outline First: Mask-Based Point-Image Model for Efficient Point Cloud Completion. - Yujiao Cai; Yuhao Su; Mingzhu Shi; Zijie Dai; Wenxin Zhang; Lei Liu (ICIC (2), 2025)

TPSC:Text-guided Parameter-Efficient Fine-Tuning Segmentation for object counting. - Mingzhu Shi; Xinhui Lin; Yujiao Cai; Lei Liu; Wenxin Zhang; Yuhao Su (Neurocomputing, 2025)

SEACount: Semantic-driven Exemplar query Attention framework for image boosting class-agnostic Counting in Internet of Things. - Xinhui Lin; Mingzhu Shi; Yuhao Su; Wenxin Zhang; Yujiao Cai; Lei Liu; Zhaowei Liu (Internet Things, 2025)