Zehui Liao

Ph.D. Candidate

Affiliation: School of Computer Science and Engineering, Northwestern Polytechnical University
Current Address: No.1, Dongxiang Road, Chang’an District, Xi’an, Shaanxi, China
Email: merrical@mail.nwpu.edu.cn
Google Scholar • Semantic Scholar • GitHub


Biography

News

  • [2023.08.02] One paper was accepted by MedIA, about Learning with Multiple Annotators.
  • [2023.08.02] One paper was accepted by DALI@MICCAI 2023, about Noisy Label Learning.
  • [2023.05.25] Two papers were early accepted by MICCAI 2023, about Learning with Multiple Annotators and Domain Generalization.
  • [2022.09.22] One journal paper was accepted by IEEE TMI, about Domain Generalization.
  • [2022.08.29] Our Label Propagation Framework got the 2-nd place of CarOtid vessel wall SegMentation and atherosclerOsis diagnosiS challenge.[Code, Pretrained Model]
  • [2022.08.21] Our Boundary-Aware Network got the Top-5 of Multi-Modality Abdominal Multi-Organ Segmentation Challenge 2022.[Code, Pretrained Model]
  • [2022.08.17] Our Boundary-Aware Network won the 2-nd place of Kidney PArsing Challenge 2022.[Code, Pretrained Model]
  • [2022.06.03] One paper was accepted by MICCAI 2022, about Unsupervised Domain Adaptation.
  • [2022.02.02] One journal paper was accepted by IEEE TMI, about Noisy Label Learning.
  • [2020.07.10] I received the B.E. degree from Northwestern Polytechnical University, supervised by Prof. Yong Xia.

    • Representative Publications

    Learning with Label Noise for Medical Image Analysis
    Zehui Liao†, Shishuai Hu†, Yutong Xie, and Yong Xia*
    Modeling Annotator Preference and Stochastic Annotation Error for Medical Image Segmentation
    Medical Image Analysis, In Press, 2023. [Paper, Code]
    Xianze Ai†, Zehui Liao†, and Yong Xia*
    URL: Combating Label Noise for Lung Nodule Malignancy Grading
    The 3rd MICCAI Workshop on Data Augmentation, Labeling, and Imperfections (DALI), 2023. [Paper, Code][Oral]
    Zehui Liao, Shishuai Hu, Yutong Xie*, and Yong Xia*
    Transformer-based Annotation Bias-aware Medical Image Segmentation
    MICCAI, 2023. [Paper, Code][Early Accept]
    Zehui Liao, Shishuai Hu, Yutong Xie, and Yong Xia*
    Instance-specific Label Distribution Regularization for Learning with Label Noise
    Preprint, 2022. [Paper]
    Zehui Liao†, Yutong Xie†, Shishuai Hu, and Yong Xia*
    Learning from Ambiguous Labels for Lung Nodule Malignancy Prediction
    IEEE Transactions on Medical Imaging, vol. 41, pp. 1874-1884, 2022. [Paper, Code]
    Domain Adaptive Medical Image Segmentation
    Shishuai Hu, Zehui Liao, and Yong Xia*
    Devil is in Channels: Contrastive Single Domain Generalization for Medical Image Segmentation
    MICCAI, 2023. [Paper, Code][Early Accept]
    Shishuai Hu, Zehui Liao, and Yong Xia*
    Prompt Learning based Source-free Domain Adaptation for Medical Image Segmentation
    Preprint, 2022. [Paper, Code]
    Shishuai Hu†, Zehui Liao†, and Yong Xia*
    Domain Specific Convolution and High Frequency Reconstruction based Unsupervised Domain Adaptation for Medical Image Segmentation
    MICCAI 2022, In Press, 2022. [Paper, Code]
    Shishuai Hu†, Zehui Liao†, Jianpeng Zhang, and Yong Xia*
    Domain and Content Adaptive Convolution based Multi-Source Domain Generalization for Medical Image Segmentation
    IEEE Transactions on Medical Imaging, vol. 42, pp. 233-244, 2023. [Paper, Code, Project]
    Volumetric Medical Image Segmentation
    Shishuai Hu, Zehui Liao, Yiwen Ye, and Yong Xia*
    Boundary-Aware Network for Kidney Parsing
    MICCAI 2022 Workshop, Lesion Segmentation in Surgical and Diagnostic Applications, 2023. [Paper, Code, Project] [Rank 2-nd in KiPA22, Rank Top-5 in AMOS22]

    Patents

    Awards and Honors

    Reviews

    Academic Activities

    © Zehui Liao | Last updated: 16 Oct 2023
    Acknowledgement: This page is based on this template by Yicheng Wu