CORTEXA
← Browse

Zhiyong Liu

2 papers indexed

arxivcs.CV2026-07-14

More Than Where You Are: Learning Semantics, Structure, and Geometry from Cross-View Localization

Mao Chen, Xiangkai Zhang, Zhiyong Liu, Chuankai Liu, Xu Yang

Consistent cross-view understanding under extreme viewpoint changes is essential for spatial intelligence, as it enables models to recognize the same scene across extreme viewpoint gaps. Cross-view localization naturally provides a promising pathway toward this ability, as it req…

View free PDFSource page
arxivcs.CV2026-07-06

DGSeg: Dynamic Gating of Semantic-Spatial Guided Predictions for Reasoning Segmentation

Ruizhe Zeng, Siyu Cao, Lu Zhang, Zhiyong Liu

Reasoning segmentation aims to predict pixel-wise masks for targets given complex language queries. Existing approaches leverage Multimodal Large Language Models (MLLMs) for vision-language reasoning and generate intermediate target cues (e.g., points or boxes) to guide a segment…

View free PDFSource page