CKT-RCM: Clip-Based Knowledge Transfer and Relational Context Mining for Unbiased Panoptic Scene Graph Generation. - Nanhao Liang; Yong Liu; Wenfang Sun; Yingwei Xia; Fan Wang (ICASSP, 2024)

Addressing Predicate Overlap in Scene Graph Generation with Semantics-prototype Learning. - Nanhao Liang; Yong Liu; Fan Wang; Yingwei Xia (IJCNN, 2024)

CVCPSG: Discovering Composite Visual Clues for Panoptic Scene Graph Generation. - Nanhao Liang; Xiaoyuan Yang; Yingwei Xia; Yong Liu (J. King Saud Univ. Comput. Inf. Sci., 2025)

DPO: Discrete Prompt Optimization for Vision-Language Models. - Nanhao Liang; Yong Liu (IEEE Signal Process. Lett., 2025)