Shui, Zhongyi

11 publications

ICCV 2025 Boosting Vision Semantic Density with Anatomy Normality Modeling for Medical Vision-Language Pre-Training Weiwei Cao, Jianpeng Zhang, Zhongyi Shui, Sinuo Wang, Zeli Chen, Xi Li, Le Lu, Xianghua Ye, Qi Zhang, Tingbo Liang, Ling Zhang

CVPR 2025 CPath-Omni: A Unified Multimodal Foundation Model for Patch and Whole Slide Image Analysis in Computational Pathology Yuxuan Sun, Yixuan Si, Chenglu Zhu, Xuan Gong, Kai Zhang, Pingyi Chen, Ye Zhang, Zhongyi Shui, Tao Lin, Lin Yang

NeurIPS 2025 CPathAgent: An Agent-Based Foundation Model for Interpretable High-Resolution Pathology Image Analysis Mimicking Pathologists' Diagnostic Logic Yuxuan Sun, Yixuan Si, Chenglu Zhu, Kai Zhang, Zhongyi Shui, Bowen Ding, Tao Lin, Lin Yang

ICLR 2025 Large-Scale and Fine-Grained Vision-Language Pre-Training for Enhanced CT Image Understanding Zhongyi Shui, Jianpeng Zhang, Weiwei Cao, Sinuo Wang, Ruizhe Guo, Le Lu, Lin Yang, Xianghua Ye, Tingbo Liang, Qi Zhang, Ling Zhang

ICLR 2025 PathGen-1.6m: 1.6 Million Pathology Image-Text Pairs Generation Through Multi-Agent Collaboration Yuxuan Sun, Yunlong Zhang, Yixuan Si, Chenglu Zhu, Kai Zhang, Zhongyi Shui, Jingxiong Li, Xuan Gong, Xinheng Lyu, Tao Lin, Lin Yang

NeurIPS 2025 PathVQ: Reforming Computational Pathology Foundation Model for Whole Slide Image Analysis via Vector Quantization Honglin Li, Zhongyi Shui, Yunlong Zhang, Chenglu Zhu, Lin Yang

AAAI 2024 DPA-P2PNet: Deformable Proposal-Aware P2PNet for Accurate Point-Based Cell Detection Zhongyi Shui, Sunyi Zheng, Chenglu Zhu, Shichuan Zhang, Xiaoxuan Yu, Honglin Li, Jingxiong Li, Pingyi Chen, Lin Yang

AAAI 2024 PathAsst: A Generative Foundation AI Assistant Towards Artificial General Intelligence of Pathology Yuxuan Sun, Chenglu Zhu, Sunyi Zheng, Kai Zhang, Lin Sun, Zhongyi Shui, Yunlong Zhang, Honglin Li, Lin Yang

NeurIPS 2024 Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis Honglin Li, Yunlong Zhang, Pingyi Chen, Zhongyi Shui, Chenglu Zhu, Lin Yang

ECCV 2024 Unleashing the Power of Prompt-Driven Nucleus Instance Segmentation Zhongyi Shui, Yunlong Zhang, Kai Yao, Chenglu Zhu, Sunyi Zheng, Jingxiong Li, Honglin Li, Yuxuan Sun, Ruizhe Guo, Lin Yang

CVPR 2023 Task-Specific Fine-Tuning via Variational Information Bottleneck for Weakly-Supervised Pathology Whole Slide Image Classification Honglin Li, Chenglu Zhu, Yunlong Zhang, Yuxuan Sun, Zhongyi Shui, Wenwei Kuang, Sunyi Zheng, Lin Yang