Congcong Liu (刘聪聪)

Congcong Liu (刘聪聪)

中国科学院深圳先进技术研究院（SIAT）| Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences

My research focuses on intelligent magnetic resonance imaging and medical artificial intelligence. I aim to develop adaptive and trustworthy imaging systems that can learn from diverse disease presentations, patient variability, and changing imaging conditions. By moving beyond conventional fixed imaging protocols, my research explores new paradigms for dynamically optimizing image acquisition, reconstruction, and diagnosis based on disease-specific information. Through the integration of imaging physics, artificial intelligence, and clinical knowledge, I seek to develop robust MRI technologies that enable more precise disease characterization and earlier intervention.

I am a postdoctoral researcher at the Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences (SIAT, CAS), co-supervised by Prof. Dong Liang (梁栋). I am affiliated with the National Key Laboratory of Medical Imaging Science and Technology Systems at SIAT (Director: Hairong Zheng). I obtained my Ph.D. on January 5, 2025, at the Paul C. Lauterbur Research Center for Biomedical Imaging and the Medical AI Research Center, where I was advised by Prof. Dong Liang and worked closely with Prof. Zhuo-Xu Cui. During my master’s studies, I was advised by Prof. Dong Liang and Prof. Haifeng Wang.

我的研究聚焦于智能磁共振成像与医学人工智能。我致力于开发能够从多样化疾病表现、患者个体差异以及不断变化的成像条件中学习的自适应、可信赖成像系统。突破传统固定成像协议的局限，我的研究探索依据疾病特异性信息动态优化图像采集、重建与诊断的新范式。通过融合成像物理、人工智能与临床知识，我希望发展更加稳健的磁共振成像技术，实现更精准的疾病表征与更早期的临床干预。

我目前是中国科学院深圳先进技术研究院（SIAT, CAS）的博士后研究员，合作导师为梁栋教授。我所在的科研平台为深圳先进院医学影像科学与技术系统全国重点实验室（主任：郑海荣）。我于 2025 年 1 月 5 日在保罗·劳特伯生物医学成像研究中心与医学人工智能研究中心取得博士学位，师从梁栋教授，并与崔卓须教授开展了密切合作。在硕士阶段，我亦师从梁栋教授与王海峰教授。

E-mail: cc.liu at siat.ac.cn / congcongliu.ai at gmail.com / sober_235 at 163.com

🔥 News最新动态

To be updated.待更新。

📝 Publications论文发表

  • It’s currently being updated; Please feel free to see my Google Scholar profile.
ICML 2026
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Hamiltonian Asymmetric Fusion: One-Way Safe Directed Refinement under Modality Imbalance

Code

Bingbing Chen*, Congcong Liu*, Dong Liang†, Zhuo-Xu Cui† (*Equal Contribution, †Co-Corresponding Author)

TMI 2025
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J-Score: Joint Distribution Learning With Score-Based Diffusion for Accelerating T1ρ Mapping

Code

Congcong Liu, Yuanyuan Liu, Chentao Cao, Jing Cheng, Qingyong Zhu, Tian Zhou, Chen Luo, Yanjie Zhu, Haifeng Wang, Zhuo-Xu Cui†, Dong Liang† (†Co-Corresponding Author)

TMI 2024
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Physics-Informed DeepMRI: k-Space Interpolation Meets Heat Diffusion

Code

Zhuo-Xu Cui*, Congcong Liu*, Xiaohong Fan, Chentao Cao, Jing Cheng, Qingyong Zhu, Yuanyuan Liu, Sen Jia, Haifeng Wang, Yanjie Zhu, Yihang Zhou†, Jianping Zhang, Qiegen Liu, Dong Liang† (*Equal Contribution, †Co-Corresponding Author)

  • Under construction
  • 持续更新中

💰 Research Grants在研项目

  • 2027.01 - 2029.12, National Natural Science Foundation of China (NSFC), Young Scientists Fund (Category C), Principal Investigator.
  • 2027.01 - 2029.12，国家自然科学基金青年科学基金项目（C 类），主持。

🥇 Honors and Awards荣誉与奖励

  • 2026.08 Outstanding Youth Paper Award, Youth Forum of the UMI 2026 Annual Academic Conference, China Society for Industrial and Applied Mathematics (CSIAM).
  • 2024.10 2024 National Scholarship for Graduate Students.
  • 2024.05 International Society for Magnetic Resonance in Medicine (ISMRM) Stipend Award.
  • 2026.08 中国工业与应用数学学会-数学图像联盟（UMI）2026 年度学术会议“青年论坛”青年优秀论文。
  • 2024.10 2024 年研究生国家奖学金。
  • 2024.05 国际医学磁共振学会（ISMRM）Stipend Award。

🔍 Service学术服务

  • Journal Reviewer: IEEE Transactions on Medical Imaging (TMI), IEEE Transactions on Computational Imaging (TCI), Artificial Intelligence Review, The International Journal of Cardiovascular Imaging, etc.
  • Conference Reviewer: Conference on Neural Information Processing Systems (NeurIPS), International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), IEEE International Conference on Bioinformatics and Biomedicine (BIBM), etc.
  • 期刊审稿人：IEEE Transactions on Medical Imaging (TMI)、IEEE Transactions on Computational Imaging (TCI)、Artificial Intelligence Review、The International Journal of Cardiovascular Imaging 等。
  • 会议审稿人：Conference on Neural Information Processing Systems (NeurIPS)、International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI)、IEEE International Conference on Bioinformatics and Biomedicine (BIBM) 等。

📚 Educations教育经历

  • *2020.09 - 2025.01 *, University of Chinese Academy of Sciences (UCAS), Pattern Recognition and Intelligent Systems.
  • 2020.09 - 2025.01，中国科学院大学（UCAS），模式识别与智能系统。