Lin Tian

Graduate Student in Computer Science

UNC Chapel Hill

I am a second year graduate student in computer science at University of North Carolina at Chapel Hill under supervision of Marc Niethammer. I am interested in deformable image registration models and exploring the sweet point where image registration meets machine learning. Currently, I am working on lung registration.

Personal website

Interests

Image Registration
Machine Learning

Education

MSc in Computer Science, 2012

University of Southern California
Bs in Software Engineering, 2010

Huazhong University of Science and Technology

Latest

Lin Tian, Hastings Greer, François-Xavier Vialard, Roland Kwitt, Raúl San José Estépar, Marc Niethammer (2023). GradICON: Approximate Diffeomorphisms via Gradient Inverse Consistency. CVPR.
PDF DOI
Hastings Greer, Lin Tian, François-Xavier Vialard, Roland Kwitt, Sylvain Bouix, Raúl San José Estépar, Richard Rushmore, Marc Niethammer (2023). Inverse Consistency by Construction for Multistep Deep Registration. CoRR.
PDF DOI
Lin Tian, Yueh Z. Lee, Raúl San José Estépar, Marc Niethammer (2022). LiftReg: Limited Angle 2D/3D Deformable Registration. Medical Image Computing and Computer Assisted Intervention - MICCAI 2022 - 25th International Conference, Singapore, September 18-22, 2022, Proceedings, Part VI.
PDF DOI
Peirong Liu, Lin Tian, Yubo Zhang, Stephen R. Aylward, Yueh Z. Lee, Marc Niethammer (2021). Discovering Hidden Physics Behind Transport Dynamics. IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2021, virtual, June 19-25, 2021.
PDF DOI
Lin Tian, Connor Puett, Peirong Liu, Zhengyang Shen, Stephen R. Aylward, Yueh Z. Lee, Marc Niethammer (2020). Fluid Registration Between Lung CT and Stationary Chest Tomosynthesis Images. Medical Image Computing and Computer Assisted Intervention - MICCAI 2020 - 23rd International Conference, Lima, Peru, October 4-8, 2020, Proceedings, Part III.
PDF DOI