Undefined Lab

prof_pic.jpg

Room 322-B, Building A

Jianchuan Rd, No. 930

Minhang, Shanghai

Hi, I am an Associate Professor at Qing Yuan Research Institute, Shanghai Jiao Tong University.

Prior to SJTU, I spent two years in SenseBrain located in New Jersey, and one year in JD Group Silicon Valley Research Center.

I obtained my B.E. degree in Beihang University and Ph.D. degree of Computer Science from College of Computing and Informatics, UNC Charlotte.

My research topics include:
pathology image analysis, LLM in medical domain, and multi-modality decision making.

I am recruiting students. If you have a purposeless curiosity about this world, feel free to contact me.

news

Sep 26, 2024 A paper in NeurIPS 2024. Emmmmmm Canada once more?
Jul 17, 2024 2 papers are accepted by Medical Image Analysis (>^ω^<)
Jun 18, 2024 3 papers in MICCAI! See you in Morocco (o^^o)
Mar 1, 2024 We got one paper accepted by COLING and one by CVPR!
Dec 14, 2023 We released PULSE-20B LLM along with fine-tuning, quantization, and evaluation method.
Jul 7, 2023 Our paper has been accepted for an upcoming issue of TMI!!!
Jun 29, 2023 Welcome to the exciting journey of discovery with our newly released OpenMEDLab!
Jun 22, 2023 Wepage online!!!
May 25, 2023 A paper is provisionally accepted for MICCAI 2023! \(Canada^3\)
May 12, 2023 We got 2 papers accepted for ACL 2023! Maybe I should stay in Canada and wait.

selected publications

  1. MedIA
    PathoDuet: Foundation models for pathological slide analysis of H&E and IHC stains
    Shengyi Hua, Fang Yan, Tianle Shen, Lei Ma, and Xiaofan Zhang*
    Medical Image Analysis, 2024
  2. CVPR
    ZePT: Zero-shot Pan-Tumor segmentation via query-disentangling and self-prompting
    Yankai Jiang, Zhongzhen Huang, Rongzhao Zhang, Xiaofan Zhang*, and Shaoting Zhang*
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
  3. CVPR
    KiUT: Knowledge-injected U-Transformer for radiology report generation
    Zhongzhen Huang, Xiaofan Zhang*, and Shaoting Zhang
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
  4. MedIA
    DigestPath: A benchmark dataset with challenge review for the pathological detection and segmentation of digestive-system
    Qian Da, Xiaodi Huang, Zhongyu Li, Yanfei Zuo, Chenbin Zhang, Jingxin Liu, Wen Chen, Jiahui Li, Dou Xu, Zhiqiang Hu, and  others
    Medical Image Analysis, 2022
  5. CVPR
    Embedding label structures for fine-grained feature representation
    Xiaofan Zhang, Feng Zhou, Yuanqing Lin, and Shaoting Zhang
    In Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2016
  6. MedIA
    High-throughput histopathological image analysis via robust cell segmentation and hashing
    Xiaofan Zhang, Fuyong Xing, Hai Su, Lin Yang, and Shaoting Zhang
    Medical image analysis, 2015
  7. TMI
    Towards large-scale histopathological image analysis: Hashing-based image retrieval
    Xiaofan Zhang, Wei Liu, Murat Dundar, Sunil Badve, and Shaoting Zhang
    IEEE Transactions on Medical Imaging, 2014