I am a fifth-year Ph.D. candidate at Department of Electrical Engineering, Stanford University. I am co-advised by John Pauly and Xing Lei. I have collborated with Fei-Fei Li, Serena Yeung, Judy Hoffman, Liang Zheng on various research projects. My research interests are broadly in computer vision and applied machine learning with particular focus on applications in medical image reconstruction and analysis. [Google Scholar]

Before starting my Ph.D., I received a B.S. in Electronic Engineering in 2016 from Tsinghua University.


Education

Sep. 2016 - Present, Department of Electrical Engineering, Stanford University

Ph.D. Candidate

Sep. 2016 - Jun. 2019, Department of Electrical Engineering, Stanford University

Master of Science

Sep. 2012 - Jul. 2016, Department of Electronic Engineering, Tsinghua University

Bachelor of Engineering


Industry

Jun. 2020 - Sep. 2020, Waymo

Research Intern

Jun. 2019 - Sep. 2019, Nvidia

Research Intern


Publications

A Geometry-Informed Deep Learning Framework for Ultra-Sparse Computed Tomography (CT) Imaging
Liyue Shen, Wei Zhao, Dante Capaldi, John Pauly, Lei Xing.
Under review, 2020.
Novel-View X-ray Projection Synthesis through Geometry-Integrated Deep Learning
Liyue Shen, Lequan Yu, Wei Zhao, John Pauly, Lei Xing.
Under review, 2020.
Liyue Shen, Wentao Zhu, Xiaosong Wang, Lei Xing, John Pauly, Daguang Xu.
IEEE Transactions on Medical Imaging (TMI), 2020.
Masoud Badiei Khuzani*, Liyue Shen*, Shahin Shahrampour, Lei Xing.
Under review, 2019.
Liyue Shen*, Wei Zhao*, Lei Xing.
Nature Biomedical Engineering, 2019.
[code]
Wei Zhao, Liyue Shen, Bin Han, Yong Yang, Kai Cheng, Diego AS Toesca, Albert C Koong, Daniel T Chang, Lei Xing.
International Journal of Radiation Oncology Biology Physics, 2019.
Wei Zhao, Tianling Lv, Peng Gao, Liyue Shen, Xianjin Dai, Kai Cheng, Mengyu Jia, Yang Chen, Lei Xing.
International Meeting on Fully Three-Dimensional Image Reconstruction in Radiology and Nuclear Medicine, 2019.
Liyue Shen, Wei Zhao, Lei Xing.
SPIE Medical Imaging, 2019. (Oral)
Wei Zhao, Liyue Shen, Yan Wu, Bin Han, Yong Yang, Lei Xing.
SPIE Medical Imaging, 2019. (Oral)
Liyue Shen, Katie Shpanskaya, Edward Lee, Emily McKenna, Maryam Maleki, Quin Lu, Safwan Halabi, John Pauly, Kristen Yeom.
Neural Information Processing Systems (NeurIPS), Machine Learning for Health (ML4H) Workshop, 2018. (Spotlight)
International Society for Magnetic Resonance in Medicine (ISMRM), 2019. (Oral)
Liyue Shen, Serena Yeung, Judy Hoffman, Greg Mori, Li Fei-Fei.
IEEE Winter Conference on Applications of Computer Vision (WACV), 2018.
Serena Yeung, Vignesh Ramanathan, Olga Russakovsky, Liyue Shen, Greg Mori, Li Fei-Fei.
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018.
Liang Zheng*, Liyue Shen*, Lu Tian*, Shengjin Wang, Jingdong Wang, Qi Tian.
International Conference on Computer Vision (ICCV), 2015.
[project page] [code] [data]

Projects

Liyue Shen, Timothy Anderson
Stanford CS231N: Convolutional Neural Networks for Visual Recognition, 2017.
Liyue Shen, Ruiyang Song
Stanford CS229: Machine Learning, 2017.
Liyue Shen*, Ruishan Liu*
Stanford CS224N: Natural Language Processing with Deep Learning, 2018.

Patents

Deep Learning Model for 3D Computed Tomography (CT) Image Reconstruction with Single or a Few Views
Liyue Shen, Wei Zhao, Lei Xing.
Leland Stanford Junior University, 2019.
Representational Disentanglement for Multi-Modality Image Completion Using Neural Networks
Wentao Zhu, Liyue Shen, Xiaosong Wang, Daguang Xu.
Nvidia Corporation, 2019.

Honors & Awards


Professional Activities

Conference Reviews: Journal Reviews:

Teaching