Shujun Wang

Research Associate
Department of Applied Mathematics and Theoretical Physics
University of Cambridge
Office: Room F2.02, CMS
Email: sjwang8020 at gmail dot com

Biography

Recent News

  • [11/2022] Our paper was accepted by AAAI 2023 titled "MulGT: Multi-task Graph-Transformer with Task-aware Knowledge Injection and Domain Knowledge-driven Pooling for Whole Slide Image Analysis".
  • [09/2022] Our CMMCA workshop paper got the Best Paper Awards titled "Multitask Learning-driven Volume and Slice Level Contrastive Learning for 3D Medical Image Classification".
  • [09/2022] One paper is accepted by NeurIPS 2022 titled Multi-Granularity Cross-modal Alignment for Generalized Medical Visual Representation Learning.
  • [08/2022] One paper is accepted by THE LANCET Digital Health (IF: 36.615) titled "A deep learning model for detection of Alzheimer's disease based on retinal photographs: a retrospective, multicentre study ".
  • [05/2022] I join University of Cambridge as a Research Associate and work with Carola-Bibiane Schönlieb, Zoe Kourtzi , and Angelica.
  • [05/2022] Server as a Meta-review in MIUA conference.
  • [02/2022] I am helping to co-organize the WiMIUA workshop. You are welcome to submit your abstract.
  • [09/2021] I have worked as a Postdoc in CUHK in the Group of Prof. Pheng-Ann Heng.
  • [06/2021] I have passed oral defence and became a PhD.
  • [11/2020] One paper on semi-supervised domain adaptation was accepted by IEEE TMI 2020.
  • [08/2020] One paper on domain generalisation was accepted by IEEE TMI 2020.
  • [07/2020] One paper on domain generalisation was accepted by ECCV 2020.
  • [06/2020] One paper on semi-supervised domain adaptation was accepted by MICCAI 2020. Congrats to Li Kang.
All Publications
Representative Publications
DoFE: Domain-oriented Feature Embedding for Generalizable Fundus Image Segmentation on Unseen Datasets.
Shujun Wang, Lequan Yu, Kang Li, Xin Yang, Chi-Wing Fu, and Pheng-Ann Heng.
IEEE Transactions on Medical Imaging (TMI), 2020.

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Learning from Extrinsic and Intrinsic Supervisions for Domain Generalization.
Shujun Wang, Lequan Yu, Caizi Li, Chi-Wing Fu, and Pheng-Ann Heng.
ECCV, 2020.

PDF CODE
Dual-Teacher: Integrating Intra-domain and Inter-domain Teachers for Annotation-efficient Cardiac Segmentation.
Kang Li, Shujun Wang, Lequan Yu, Pheng-Ann Heng.
MICCAI , 2020.

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Towards Cross-modality Medical Image Segmentation with Online Mutual Knowledge Distillation.
Kang Li, Lequan Yu, Shujun Wang, Pheng-Ann Heng.
AAAI Conference on Artificial Intelligence (AAAI), 2020.

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REFUGE Challenge: A Unified Framework for Evaluating Automated Methods for Glaucoma Assessment from Fundus Photographs.
José Ignacio Orlando, Huazhu Fu,..., Shujun Wang, ..., .
Medical Image Analysis
(MedIA), 2019.

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RMDL: Recalibrated multi-instance deep learning for whole slide gastric image classification.
Shujun Wang, Yaxi Zhu, Lequan Yu, Hao Chen, Huangjing Lin, Xiangbo Wan, Xinjuan Fan, and Pheng-Ann Heng.
Medical Image Analysis (MedIA), 2019.

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Boundary and Entropy-driven Adversarial Learning for Fundus Image Segmentation.
Shujun Wang, Lequan Yu, Kang Li, Xin Yang, Chi-Wing Fu, and Pheng-Ann Heng.
MICCAI, 2019.

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Agent with Warm Start and Active Termination for Plane Localization in 3D Ultrasound.
Haoran Dou*, Xin Yang*, Jikuan Qian, Wufeng Xue, Hao Qin, Xu Wang, Lequan Yu, Shujun Wang, Yi Xiong, Pheng-Ann Heng, and Dong Ni
MICCAI, 2019. [Oral presentation]

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Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium Segmentation.
Lequan Yu, Shujun Wang, Xiaomeng Li, Chi-Wing Fu, and Pheng-Ann Heng.
MICCAI, 2019.

PDF CODE
Unsupervised Retina Image Synthesis via Disentangled Representation Learning.
Kang Li, Lequan Yu, Shujun Wang, Pheng-Ann Heng.
Simulation and Synthesis in Medical Imaging Workshop in MICCAI, 2019. [Oral presentation]

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Patch-based Output Space Adversarial Learning for Joint Optic Disc and Cup Segmentation.
Shujun Wang, Lequan Yu, Xin Yang, Chi-Wing Fu, and Pheng-Ann Heng.
IEEE Transactions on Medical Imaging (TMI), 2019.

PDF PROJECT

Challenges

  • [2019] Second place, Detection and segmentation of optic disc (PALM challenge in ISBI 19)
  • [2018] Champion, Optic Disc & Cup Segmentation (REFUGE challenge in MICCAI 18)
  • [2015] Champion, International Underwater Robot Competition
  • [2015] Second Prize, Circuit Fundamental Contest of NPU
  • [2014] Champion, Chinese Robot Competition

Honors & Awards

  • Outstanding Graduates of Northwestern Polytechnical University, 2017
  • National Scholarship in China, 2015
  • Excellent Student Awards (only 2 students selected form the Honors College), 2015
  • The ChinaNational Aero-Technology Import & Export Corporation Special Scholarship (only 10 students selected from the NPU), 2016
  • First-class Scholarship for Outstanding Students, 2014 & 2016

Teaching Experiments

  • ENGG 2020 Digital Logic and Systems, Fall 2019
  • CENG 2010 Digital Logic Design Laboratory, Spring 2019
  • ENGG 2020 Digital Logic and Systems, Fall 2018
  • ENGG 1110 Problem Solving by Programming, Spring 2018
  • ENGG 2020 Digital Logic and Systems, Fall 2017

Professional Activities

  • Conference Co-organizer

    WiMIUA 2022

  • Journal Reviews

    International Journal of Computer Vision
    IEEE Transactions on Neural Networks and Learning Systems
    IEEE Transactions on Medical Imaging
    IEEE Journal of Biomedical and Health Informatics
    Artificial Intelligence in Medicine
    IEEE Access

  • Conference Reviews

    MICCAI
    AAAI
    ICCV
    CVPR MIUA


© Shujun Wang | Last updated: May 2022