Yicheng(Eli) Wu 吴轶成

Research Fellow

Affiliation: Faculty of Information Technology, Monash University
Current Address: Clayton, VIC 3168, Australia
Email: yicheng[dot]wu[at]monash[dot]edu
Google Scholar • GitHub Repository • LinkedIn


Biography

News

  • [2025.05.30] Got my PhD degree from Monash!
  • [2025.05.19] My PhD Thesis can be public accessed now, see here.
  • [2025.04.30] I will give a talk in the CV Dept. Seminar of MBZUAI. Thanks for Yutong's invitation.
  • [2025.01.22] I will give a talk about my understanding on clinical label/data varability in the HIT Webinar.
  • [2025.01.17] I am very pleased to serve as an area chair in MICCAI 2025.
  • [2024.12.12] I will be joining the Faculty of IT at Monash University, as a research fellow (postdoctoral researcher).
  • [2024.10.01] Our team won the Runner-up position in the MBH-Seg challenge at MICCAI 2024. Congrats. to Jianghao.
  • [2024.09.12] I am very pleased to share that our MC-Net+ work is selected as an ESI Highly Cited Paper.
  • [2024.06.18] We open the MMIS-2024 grand challenge at ACM MM 2024. Welcome to join!
  • [2024.04.09] I am very pleased to receive the CVPR DEI Support and Google Travel Grant to attend CVPR 2024.
  • [2024.02.27] One paper was accepted by CVPR 2024 (Highlight), about Multi-rater Medical Image Segmentation.
  • [2023.12.07] One journal paper was accepted by IJCV (IF-2023: 19.5), see Paper and Code. Congrats. to Zhonghua.
  • [2023.10.12] I am very pleased to be selected as an IEEE Transactions on Medical Imaging (TMI) Distinguished Reviewer.
  • [2023.07.25] I am very pleased to receive the 2023-FIT-Dean's Award for Excellence in Research by a Graduate Research Student.
  • [2023.07.11] One paper was early accepted by MICCAI 2023, about Heterogeneous Data Training.
  • [2022.07.04] One paper was accepted by ECCV 2022, about Weakly-Supervised Point Cloud Segmentation.
  • [2022.07.01] One journal paper was accepted by MedIA (IF-2022: 13.828), see here.
  • [2022.06.06] One journal paper was accepted by IEEE JBHI (IF-2022: 7.021), see here. Congrats. to Yiwen.
  • [2022.06.03] Two papers were accepted by MICCAI 2022, about Semi-supervised Segmentation and Long-tailed Classification.
  • [2022.03.03] One joint paper was accepted by CVPR 2022, about Unsupervised Proposal Generation.
  • [2021.06.11] One paper was accepted by MICCAI 2021.
  • [2020.08.01] During my gap year, I will work as a research intern at DAMO Academy, Alibaba Group.
  • [2020.05.12] I received the M.E. degree from Northwestern Polytechnical University, supervised by Prof. Yong Xia.
  • [2020.02.27] One journal paper was accepted by Neural Networks (IF-2020: 8.050).
  • [2019.06.05] One paper was accepted by MICCAI 2019.
  • [2018.05.31] I was selected as a joint master student supported by the China Scholarship Council (CSC).
  • [2018.05.30] One paper was accepted by MICCAI 2018.
  • [2017.06.20] I received the B.E. degree from Northwestern Polytechnical University, supervised by Prof. Yong Xia.

Selected Publications

Universal and Generative Medical Models
Jianghao Wu, Yicheng Wu*, Yutong Xie, Wenjia Bai, You Zhang, Feilong Tang, Yulong Li, Yasmeen George, and Imran Razzak
SAM-aware Test-time Adaptation for Universal Medical Image Segmentation
Under Review, 2025. [Paper]
Yicheng Wu†*, Tao Song†, Zhonghua Wu, Jin Ye, Zongyuan Ge, Zhaolin Chen, and Jianfei Cai
CodeBrain: Imputing Any Brain MRI via Modality- and Instance-Specific Codes
Under Review, 2025. [Paper]
Yicheng Wu†*, Xiangde Luo†, Zhe Xu, Xiaoqing Guo, Lie Ju, Zongyuan Ge, Wenjun Liao, and Jianfei Cai
Diversified and Personalized Multi-rater Medical Image Segmentation
CVPR 2024 (Highlight), pp. 11470-11479, 2024. [Paper, Code]
Data-efficent Medical Models
Yicheng Wu*, Zhonghua Wu, Hengcan Shi, Bjoern Picker, Winston Chong, and Jianfei Cai
CoactSeg: Learning from Heterogeneous Data for New Multiple Sclerosis Lesion Segmentation
MICCAI 2023, vol. 14227, pp. 3-13, 2023. [Paper, Code]
Yicheng Wu*, Zongyuan Ge, Donghao Zhang, Minfeng Xu, Lei Zhang, Yong Xia and Jianfei Cai
Mutual Consistency Learning for Semi-supervised Medical Image Segmentation
Medical Image Analysis (IF-2022: 13.828, ESI Highly Cited Paper), vol. 81, pp. 102530, 2022. [Paper, Code]
Zhonghua Wu†, Yicheng Wu†, Guosheng Lin* and Jianfei Cai
Reliability-Adaptive Consistency Regularization for Weakly-Supervised Point Cloud Segmentation
International Journal of Computer Vision (IF-2023: 11.6), vol. 132, pp. 2276-2289, 2024. [Paper, Code]
Yicheng Wu*, Zhonghua Wu, Qianyi Wu, Zongyuan Ge, and Jianfei Cai
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image Segmentation
MICCAI 2022, vol. 13435, pp. 34-43, 2022. [Paper, Code]
Yicheng Wu, Minfeng Xu, Zongyuan Ge, Jianfei Cai*, and Lei Zhang
Semi-supervised Left Atrium Segmentation with Mutual Consistency Training
MICCAI 2021, vol. 12902, pp. 297-306, 2021. [Paper, Code]
Zhonghua Wu, Yicheng Wu, Guosheng Lin*, Jianfei Cai, and Chen Qian
Dual Adaptive Transformations for Weakly Supervised Point Cloud Segmentation
ECCV 2022, vol. 13691, pp. 78-96, 2022. [Paper, Code]
Effective Medical Models
Yiwen Ye†, Chengwei Pan†, Yicheng Wu, Shuqi Wang, and Yong Xia*
MFI-Net: Multiscale Feature Interaction Network for Retinal Vessel Segmentation
IEEE Journal of Biomedical and Health Informatics (IF-2022: 7.021), vol. 26(9), pp. 4551-4562, 2022. [Paper]
Yicheng Wu, Yong Xia*, Yang Song, Yanning Zhang, and Weidong Cai
NFN+: A Novel Network Followed Network for Retinal Vessel Segmentation
Neural Networks (IF-2020: 8.050), vol. 126, pp. 153-162, 2020. [Paper]
Yicheng Wu, Yong Xia*, Yang Song, Donghao Zhang, Dongnan Liu, Chaoyi Zhang, and Weidong Cai
Vessel-Net: Retinal Vessel Segmentation under Multi-path Supervision
MICCAI 2019, vol. 11764, pp. 264-272, 2019. [Paper]
Yicheng Wu, Yong Xia*, Yang Song, Yanning Zhang, and Weidong Cai
Multiscale Network Followed Network Model for Retinal Vessel Segmentation
MICCAI 2018, vol. 11071, pp. 119-126, 2018. [Paper]

Academic Awards and Activities

Curiosity

© Yicheng Wu | Last updated: 02 June 2025