Yifan Liu

Ph.D. Student

Department of Electronic Engineering,
Chinese University of Hong Kong,
Shatin, NT, Hong Kong SAR.

Email | Google Scholar | Github |

I am currently a first year (2023.01-) Ph.D. student in the Department of Electronic Engineering, Chinese University of Hong Kong (CUHK), supervised by Prof. Yixuan Yuan. Before that, I received B. Eng. degree in Electronic Information Engineering from the Huazhong University of Science and Technology(HUST) in 2021.

I'm currently working on the medical image analysis, with a focus on 3D reconstruction and 3D point cloud analysis.

News

[July 2023] One paper accepted by ICCV23.
[May 2023] One paper early accepted by MICCAI23.
[March 2023] One paper accpeted by IEEE TMI 2023. (IF. 11.037).
[Jul 2022] One paper accepted by IEEE JBHI 2022. (IF.5.772).
[Jun 2022] One paper early accepted by MICCAI 2022.

Publications

Preprint

EndoGaussian: Gaussian Splatting for Deformable Surgical Scene Reconstruction [Paper] [Code] [Project]
Yifan Liu*, Chenxin Li*, Chen Yang, Yixuan Yuan.
arXiv preprint 2024

Endora: Video Generation Models as Endoscopy Simulators [Paper] [Code] [Project]
Chenxin Li, Hengyu Li*, Yifan Liu*, Brandon Y. Feng, Wuyang Li, Xinyu Liu, Zhen Chen, Jing Shao, Yixuan Yuan.
arXiv preprint 2024

Journal Papers

GRAB-Net: Graph-based Boundary-aware Network for Medical Point Cloud Segmentation [Paper] [Code]
Yifan Liu, Wuyang Li, Jie Liu, Hui Chen, Yixuan Yuan.
IEEE Transactions on Medical Imaging (IEEE TMI),2023.

Dynamic Depth-Aware Network for Endoscopy Super-Resolution [Paper]
Wenting Chen, Yifan Liu, Jiancong Hu, Yixuan Yuan.
IEEE Journal of Biomedical and Health Informatics (IEEE JBHI),2022.

Conference Papers

FedPD: Federated Open Set Recognition with Parameter Disentanglement. [Paper] [Code]
Chen Yang, Meilu Zhu, Yifan Liu, Yixuan Yuan.
International Conference on Computer Vision 2023 (ICCV 2023), Paris, France.

Transferability-guided Multi-source Model Adaptation for Medical Image Segmentation. [Paper] [Code]
Chen Yang, Yifan Liu, Yixuan Yuan. (Early accept)
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023), Vancouver, CANADA.

Edge-oriented Point-cloud Transformer for 3D Intracranial Aneurysm Segmentation [Paper] [Code]
Yifan Liu, Jie Liu, Yixuan Yuan. (Early accept)
International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2022), Singapore.

Crowd Counting via Hierarchical Scale Recalibration Network [Paper]
Zhikang Zou*, Yifan Liu*, Shuangjie Xu, Wei Wei, Shiping Wen, Pan Zhou. (* indicates equal contribution)
European Conference on Artificial Intelligence (ECAI 2020), Santiago.

Honors & Awards

Outstanding Graduates of Huazhong University of Science and Technology (2021)
Scholarship of Academic Excellence (2017-2020)