Yazhou Zhu

Yazhou Zhu

Nanjing University of Science and Technology

I am a Ph.D. student in Nanjing University of Science and Technology (NJUST), under the supervision of Prof. Haofeng Zhang.

My research interest includes few-shot medical image segmentation and computer vision.

🔥 News

  • 2025.10:   One paper is accepted by IEEE Transactions on Image Processing.
  • 2025.06:   One paper is accepted by Artificial Intelligence in Medicine.
  • 2025.06:   One paper is accepted by MICCAI 2025.

📝 Publications

Cross-domain Few-shot Medical Image Segmentation

  • Cross-domain Few-shot Medical Image Segmentation via Dynamic Semantic Matching
    Yazhou Zhu, Shidong Wang, Tao Zhou, Zechao Li, Haofeng Zhang*, Ling Shao
    IEEE Transactions on Image Processing 2025
    [Paper] [Code]

  • MAUP: Training-free Multi-center Adaptive Uncertainty-aware Prompting for Cross-domain Few-shot Medical Image Segmentation
    Yazhou Zhu, Haofeng Zhang*
    MICCAI 2025
    [Paper] [Code]

  • RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation
    Yazhou Zhu, Minxian Li, Qiaolin Ye, Shidong Wang, Tong Xin, Haofeng Zhang*
    Artificial Intelligence in Medicine 2025
    [Paper] [Code]

Few-shot Medical Image Segmentation

  • Partition-A-Medical-Image: Extracting Multiple Representative Sub-regions for Few-shot Medical Image Segmentation
    Yazhou Zhu, Shidong Wang, Tong Xin, Zheng Zhang, Haofeng Zhang*
    IEEE Transactions on Instrumentation and Measurement 2024
    [Paper] [Code]

  • Learning De-biased Prototypes for Few-shot Medical Image Segmentation
    Yazhou Zhu, Ziming Cheng, Shidong Wang, Haofeng Zhang*
    Pattern Recognition Letters 2023
    [Paper] [Code]

  • Few-shot Medical Image Segmentation via a Region-enhanced Prototypical Transformer
    Yazhou Zhu, Shidong Wang, Tong Xin, Haofeng Zhang*
    MICCAI 2023
    [Paper] [Code]

MRI Image Denoising

  • DESN: An Unsupervised MR Image Denoising Network with Deep Image Prior
    Yazhou Zhu, Xiang Pan*, Tianxu Lv, Yuan Liu, Lihua Li
    Theoretical Computer Science 2021
    [Paper]

  • Denoising of Magnetic Resonance Images with Deep Neural Regularizer Driven by Image Prior
    Yazhou Zhu, Xiang Pan*, Jing Zhu, Lihua Li, Yuan Liu
    IEEE-DSAA 2020
    [Paper]

Medical Image Segmentation

  • Multi-scale Strategy based 3D Dual-encoder Brain Tumor Segmentation Network with Attention Mechanism
    Yazhou Zhu, Xiang Pan*, Jing Zhu, Lihua Li
    IEEE-BIBM 2020
    [Paper] [Code]

👻 Co-author Publications

  • Famnet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation
    Yuntian Bo, Yazhou Zhu, Lunbo Li, Haofeng Zhang*
    AAAI 2025
    [Paper] [Code]

  • Cascaded Alternating Refinement Transformer for Few-shot Medical Image Segmentation
    Ziming Cheng, Yazhou Zhu, Shidong Wang, Tong Xin, Haofeng Zhang*
    ACM Transactions on Intelligent Systems and Technology 2025
    [Paper] [Code]

  • Class Concentration with Twin Variational Autoencoders for Unsupervised Cross-modal Hashing
    Yang Zhao, Yazhou Zhu, Shengbin Liao, Qiaolin Ye, Haofeng Zhang*
    ACCV 2022
    [Paper] [Code]

  • Unsupervised Medical Images Denoising via Graph Attention Dual Adversarial Network
    Tianxu Lv, Xiang Pan*, Yazhou Zhu, Lihua Li
    Applied Intelligence 2021
    [Paper]

📖 Educations

  • 2022.03 - now, PhD, Nanjing University of Science and Technology.
  • 2018.09 - 2021.06, MSc, Jiangnan University.
  • 2014.09 - 2018.06, BEng, Changzhou University.