Junbang Liang

Applied Scientist, Visual Search & AR, Amazon

I received my Ph.D. from University of Maryland, College Park in July 2021. Previously, I graduated from Tsinghua University as a B.E. and from University of North Carolina at Chapel Hill as a M.S., all majoring in Computer Science. My research focus is physically-based simulation and machine learning.

Email: liangjb at cs dot umd dot edu

Curriculum Vitae

Ph.D. Dissertation

2018-2021

Ph.D. Student, Department of Computer Science
University of Maryland, College Park, United States

2016-2018

Master of Science, Department of Computer Science
University of North Carolina at Chapel Hill, United States

2012-2016

Bachelor of Engineering, Department of Computer Science and Technology
Tsinghua University, Beijing, China

Fabric Material Recovery from Video Using Multi-Scale Geometric Auto-Encoder

Junbang Liang and Ming C. Lin

ECCV 2022

[project page][paper][video]

Differentiable Simulation of Soft Multi-Body Systems

Yi-Ling Qiao*, Junbang Liang*, Vladlen Koltun, and Ming C. Lin

NeurIPS 2021

[project page][paper]

Efficient Differentiable Simulation of Articulated Bodies

Yi-Ling Qiao*, Junbang Liang*, Vladlen Koltun, and Ming C. Lin

ICML 2021

[project page][paper][video]

Differentiable Fluids with Solid Coupling for Learning and Control

Tetsuya Takahashi, Junbang Liang, Yi-Ling Qiao, and Ming C. Lin

AAAI 2021

[project page][paper]

GAN-based Garment Generation Using Sewing Pattern Images

Yu Shen, Junbang Liang, and Ming C. Lin

ECCV 2020

[project page][paper][video]

Scalable Differentiable Physics for Learning and Control

Yi-Ling Qiao, Junbang Liang, Vladlen Koltun, and Ming C. Lin

ICML 2020

[project page][paper][video]

Differentiable Physics Simulation

Junbang Liang, and Ming C. Lin

ICLR 2020 Workshop

[paper]

Machine Learning for Digital Try-On

Junbang Liang, and Ming C. Lin

ICLR 2020 Workshop

[paper]

Machine Learning for Digital Try-On: Challenges and Progress

Junbang Liang, and Ming C. Lin

CVM 2020

[paper]

Differentiable Cloth Simulation for Inverse Problems

Junbang Liang, Ming C. Lin and Vladlen Koltun

NeurIPS 2019

[project page][paper][video]

Shape-Aware Human Pose and Shape Reconstruction Using Multi-View Images

Junbang Liang and Ming C. Lin

ICCV 2019

[project page][paper][video]

Reconstructing Tissue Properties From Medical Images With Application in Cancer Screening

Shan Yang, Junbang Liang, Vladimir Jojic, Jun Lian, Ronald C. Chen, and Ming C. Lin

T-MRB 2019

[paper]

Time-Domain Parallelization for Accelerating Cloth Simulation

Junbang Liang and Ming C. Lin

Symposium on Computer Animation, 2018

[project page][paper][video]

Learning-based Cloth Material Recovery from Video

Shan Yang, Junbang Liang and Ming C. Lin

International Conference on Computer Vision, 2017

[project page][paper][video]

Hyper-lapse from Multiple Spatially-overlapping Videos

Miao Wang, Jun-Bang Liang, Song-Hai Zhang, Shao-Ping Lu, Ariel Shamir and Shi-Min Hu

IEEE Transactions on Image Processing, 2017

[paper][video]

Comfort-driven Disparity Adjustment for Stereoscopic Video

Miao Wang, Xi-Jin Zhang, Jun-Bang Liang, Song-Hai Zhang and Ralph R. Martin

Computational Visual Media, 2016

[paper][video]