Zhongyi Shui

PhD student, Westlake University

PhD student, Zhejiang University

Joined

October 2022

Names

Zhongyi Shui (Preferred)

Emails

****@westlake.edu.cn (Confirmed)

****@zju.edu.cn (Confirmed)

Personal Links

Google Scholar

Career & Education History

PhD student

Westlake University (westlake.edu.cn)

2022 – 2027

PhD student

Zhejiang University (zju.edu.cn)

2022 – 2027

Undergrad student

Central South University (csu.edu.cn)

2018 – 2022

Advisors, Relations & Conflicts

PhD Advisor

Lin Yang

2022 – 2027

Expertise

MLLM

Vision-language Pre-training

Nucleus Instance Segmentation

2022 – 2027

Publications

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
- NeurIPS 2025 poster
- Readers: Everyone
PathVQ: Reforming Computational Pathology Foundation Model for Whole Slide Image Analysis via Vector Quantization
Honglin Li, Zhongyi Shui, Yunlong Zhang, Chenglu Zhu, Lin Yang
- NeurIPS 2025 poster
- Readers: Everyone
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
- ICLR 2025 Oral
- Readers: Everyone
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 Spotlight
- Readers: Everyone
Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis
Honglin Li, Yunlong Zhang, Pingyi Chen, Zhongyi Shui, Chenglu Zhu, Lin Yang
- NeurIPS 2024 poster
- Readers: Everyone
PathUp: Patch-wise Timestep Tracking for Multi-class Large Pathology Image Synthesising Diffusion Model
Jingxiong Li, Sunyi Zheng, Chenglu Zhu, Yuxuan Sun, Pingyi Chen, Zhongyi Shui, Yunlong Zhang, Honglin Li, Lin Yang
- MM2024 Oral
- Readers: Everyone
Test-Time Training for Semantic Segmentation with Output Contrastive Loss
Yunlong Zhang, Yuxuan Sun, Sunyi Zheng, Chenglu Zhu, Zhongyi Shui, Lin Yang
- ICLR 2024 Conference Withdrawn Submission
- Readers: Everyone

Zhongyi Shui

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

CPathAgent: An Agent-based Foundation Model for Interpretable High-Resolution Pathology Image Analysis Mimicking Pathologists' Diagnostic Logic

PathVQ: Reforming Computational Pathology Foundation Model for Whole Slide Image Analysis via Vector Quantization

PathGen-1.6M: 1.6 Million Pathology Image-text Pairs Generation through Multi-agent Collaboration

Large-scale and Fine-grained Vision-language Pre-training for Enhanced CT Image Understanding

Rethinking Transformer for Long Contextual Histopathology Whole Slide Image Analysis

PathUp: Patch-wise Timestep Tracking for Multi-class Large Pathology Image Synthesising Diffusion Model

Test-Time Training for Semantic Segmentation with Output Contrastive Loss

Co-Authors