3 papers
cs.AI2026
Mitigating Saliency Collapse: Robust Saliency-Aware Long-Text Image-Text Alignment
Qiuyu Kong, Zanxi Ruan, Marco Cristani +1
Long-text image-text alignment is essential for fine-grained scene understanding, yet existing methods mainly focus on extending context length or improving local alignment. We ide…
cs.CV2026
Is SAM3 ready for pathology segmentation?
Qiuyu Kong, Shakiba Sharifi, Yiming Wang +2
Is Segment Anything Model 3 (SAM3) capable in segmenting Any Pathology Images? Digital pathology segmentation spans tissue-level and nuclei-level scales, where traditional methods…
cs.CV2026
StructXLIP: Enhancing Vision-language Models with Multimodal Structural Cues
Zanxi Ruan, Songqun Gao, Qiuyu Kong +2
Edge-based representations are fundamental cues for visual understanding, a principle rooted in early vision research and still central today. We extend this principle to vision-la…