Yifan Liu

News

[02/2025] Our paper MonoSplat is accepted by CVPR'25.
[02/2025] Our paper EndoGaussian is accepted by TMI'25.
[02/2025] Our paper GeoT is accepted by IPMI'25.
[01/2025] Our paper InstantSplamp is accepted by ICLR'25.
[01/2025] Our paper Hide-in-Motion is accepted by ICRA'25. Congrats to Hengyu.
[01/2025] Our paper ConcealGS is accepted by ICASSP'25.
[12/2024] Our paper U-KAN is accepted by AAAI'25.
[06/2024] Our LGS, Endora, and EndoSparse are accepted by MICCAI'24.
[05/2024] Our paper SAMTooth is accepted by MICCAI'24 (early accept, 11%).
[06/2023] Pass the Ph.D. Qualify Examination.
[05/2023] Our paper TGMA is accepted by MICCAI'23 (early accept, 14%).
[03/2023] Our paper GRAB-Net is accpeted by IEEE TMI'23. (IF. 11.037).
[06/2022] Our paper EPT-Net accepted by MICCAI'22 (early accept, 14%).
[06/2021] I graduate from the School of EIE in HUST and receive B.Sc. degree.

Selected Publications (Full list at here)

Preprint:

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

Conference:

• MonoSplat: Generalizable 3D Gaussian Splatting from Monocular Depth Foundation Models Yifan Liu, Keyu Fan, Weihao Yu, Chenxin Li, Hao LU, Yixuan Yuan. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2025) [Paper] [Code]

• When 3D Partial Points Meets SAM: Tooth Point Cloud Segmentation with Sparse Labels Yifan Liu, Wuyang Li, Cheng Wang, Hui Chen, Yixuan Yuan. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024, early accept) [Paper] [Code]

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

• LGS: A Light-weight 4D Gaussian Splatting for Efficient Surgical Scene Reconstruction Hengyu Liu*, Yifan Liu*, Chenxin Li*, Wuyang Li, Yixuan Yuan. International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024) [Paper] [Project] [Code]

• Endora: Video Generation Models as Endoscopy Simulators Chenxin Li*, Hengyu Liu*, Yifan Liu*, Brandon Y. Feng, Wuyang Li, Xinyu Liu, Zhen Chen, Jing Shao, Yixuan Yuan. (* indicates equal contribution) International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2024) [Paper] [Code] [Project]

Journal:

• Foundation Model-guided Gaussian Splatting for 4D Reconstruction of Deformable Tissues Yifan Liu, Chenxin Li, Hengyu Liu, Chen Yang, Yixuan Yuan. IEEE Transactions on Medical Imaging (IEEE TMI),2025. [Paper] [Code]

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

• Geo-Net: Geometry-Guided Pretraining for Tooth Point Cloud Segmentation Yifan Liu, Xinyu Liu, Chen Yang, Hui Chen, Yixuan Yuan. Journal of Dental Research (JDR),2024. [Paper] [Code]

Selected Awards

Haihang Scholarship, 2020

Self-Reliance Scholarship, 2019-2020

Scholarship of Academic Excellence, 2017-2020

Outstanding Graduates of Huazhong University of Science and Technology, 2021

Teaching

ENGG1130: Multivariable Calculus for Engineers, 2023 Spring, CUHK.

ENGG2760: Probability for Engineers, 2023 Fall, CUHK.

ELEG4512: Digital Image Processing, 2024 Spring, CUHK.

Professional Activities

Conference Reviewer: ICCV, CVPR, ICLR, ECCV, ACM MM, ECAI, 3DV, MICCAI.

Journal Reviewer: TMI, TCSVT