Publications

Pingyi Chen, Chenglu Zhu, Sunyi Zheng, Honglin Li, Lin Yang (2025). WSI-VQA: Interpreting Whole Slide Images by Generative Visual Question Answering. Computer Vision – ECCV 2024.

Zhongyi Shui, Yunlong Zhang, Kai Yao, Chenglu Zhu, Sunyi Zheng, Jingxiong Li, Honglin Li, Yuxuan Sun, Ruizhe Guo, Lin Yang (2025). Unleashing the Power of Prompt-Driven Nucleus Instance Segmentation. Computer Vision – ECCV 2024.

Jingxiong Li, Chenglu Zhu, Sunyi Zheng, Pingyi Chen, Yuxuan Sun, Honglin Li, Lin Yang (2025). ToPoFM: Topology-Guided Pathology Foundation Model for High-Resolution Pathology Image Synthesis with Cellular-Level Control. IEEE Transactions on Medical Imaging.

Yuxuan Sun, Hao Wu, Chenglu Zhu, Sunyi Zheng, Qizi Chen, Kai Zhang, Yunlong Zhang, Dan Wan, Xiaoxiao Lan, Mengyue Zheng, Jingxiong Li, Xinheng Lyu, Tao Lin, Lin Yang (2025). PathMMU: A Massive Multimodal Expert-Level Benchmark for Understanding and Reasoning in Pathology. Computer Vision – ECCV 2024.

Yunlong Zhang, Honglin Li, Yunxuan Sun, Sunyi Zheng, Chenglu Zhu, Lin Yang (2025). Attention-Challenging Multiple Instance Learning for Whole Slide Image Classification. Computer Vision – ECCV 2024.

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

Jingxiong Li, Sunyi Zheng, Chenglu Zhu, Yuxuan Sun, Pingyi Chen, Zhongyi Shui, Yunlong Zhang, Honglin Li, Lin Yang (2024). PathUp: Patch-wise Timestep Tracking for Multi-class Large Pathology Image Synthesising Diffusion Model. Proceedings of the 32nd ACM International Conference on Multimedia.

Yuxuan Sun, Chenglu Zhu, Sunyi Zheng, Yunlong Zhang, Honglin Li, Lin Yang (2024). Context-Aware Text-Assisted Multimodal Framework for Cervical Cytology Cell Diagnosis and Chatting. 2024 IEEE International Conference on Multimedia and Expo (ICME).

Zhongyi Shui, Sunyi Zheng, Chenglu Zhu, Shichuan Zhang, Xiaoxuan Yu, Honglin Li, Jingxiong Li, Pingyi Chen, Lin Yang (2024). DPA-P2PNet: Deformable Proposal-Aware P2PNet for Accurate Point-Based Cell Detection. Proceedings of the AAAI Conference on Artificial Intelligence.

Yuxuan Sun, Chenglu Zhu, Sunyi Zheng, Kai Zhang, Zhongyi Shui, Xiaoxuan Yu, Yizhi Zhao, Honglin Li, Yunlong Zhang, Ruojia Zhao, Xinheng Lyu, Lin Yang (2024). PathAsst: Generative Foundation AI Assistant for Pathology. In AAAI 2024.