Lihao Liu

刘力豪

Ph.D. Student

Cambridge Image Analysis Group
University of Cambridge
Wilberforce Road
CB3 0WA, UK

Email: ll610 at cam dot ac dot uk


Biography  

I am a Ph.D. student in Cambridge Image Analysis Group (CIA) and Centre for Mathematical Imaging in Healthcare (CMIH) at Dept. of Applied Mathematics and Theoretical Physics (DAMTP), University of Cambridge. I am supervised by Prof. Carola-Bibiane Schönlieb and Dr. Angelica I. Aviles-Rivero, and advised by Prof. Pietro Liò. Before that, I received my M.Phil. degree from Dept. of Computer Science and Engineering (CSE), Chinese University of Hong Kong, under the supervision of Prof. Pheng-Ann Heng, and my B.Eng. degree from School of Big Data & Software Engineering, Chongqing University.

My research interests intersect medical image analysis and deep learning. Recently, I focus on developing 3d deep learning algorithms to solve unsupervised medical image segmentation and registration tasks.

News

Publications

               
"Contrastive Registration for Unsupervised Medical Image Segmentation"
Lihao Liu, Angelica I Aviles-Rivero, Carola-Bibiane Schönlieb.
Under Review.

[paper] [code]

"Ψ-Net: Stacking Densely Convolutional LSTMs for Sub-cortical Brain Structure Segmentation"
Lihao Liu, Xiaowei Hu, Lei Zhu, Chi-Wing Fu, Jing Qin, and Pheng-Ann Heng.
IEEE Transactions on Medical Imaging (TMI), 2020.

[paper] [code]

"Probabilistic Multilayer Regularization Network for Unsupervised 3D Brain Image Registration"
Lihao Liu, Xiaowei Hu, Lei Zhu, and Pheng-Ann Heng.
Medical Image Computing and Computer Assisted Intervention (MICCAI), 2019.

[paper] [code]

"Multi-Task Deep Model with Margin Ranking Loss for Lung Nodule Analysis"
Lihao Liu, Qi Dou, Hao Chen, Jing Qin, and Pheng-Ann Heng.
IEEE Transactions on Medical Imaging (TMI), 2019.

[paper] [code]

"MTMR-Net: Multi-Task Deep Learning with Margin Ranking Loss for Lung Nodule Analysis"
Lihao Liu, Qi Dou, Hao Chen, Iyiola E. Olatunji, Jing Qin, and Pheng-Ann Heng.
Deep Learning in Medical Image Analysis (MICCAI-DLMIA), 2018.

[paper] [code]

Experiences

Honors & Awards

Professional Activities

Teaching

2019-2020SpringCSCI2100 Data Structures
2018-2019FallCSCI3160 Design and Analysis of Algorithms
2017-2018FallCSCI3160 Design and Analysis of Algorithms