De-An Huang 黃德安

I am a 3rd year CS PhD student at Stanford working with Fei-Fei Li and Juan Carlos Niebles. I have also worked with Silvio Savarese in my first year. My recent research interests focus on human activity analysis and video understanding.

Before coming to Stanford, I have worked with Kris Kitani during my masters at Carnegie Mellon University, and Yu-Chiang Frank Wang during my undergrad at National Taiwan University (國立臺灣大學).

Over the summers, I've been lucky to be an intern with Vignesh Ramanathan and Dhruv Mahajan at Facebook Applied Machine Learning, Zicheng Liu at Microsoft Research Redmond, and Leonid Sigal at Disney Research Pittsburgh.

Email: dahuang at cs dot stanford dot edu

Google Scholar, CV

Sep 15 - present Jun 17 - present May 15 - Aug 15 Feb 15 - May 15 Aug 13 - Dec 14 Aug 12 - Jun 13 Sep 08 - Jun 12

Research
Visual Forecasting by Imitating Dynamics in Natural Sequences
Kuo Hao Zeng, William B. Shen, De-An Huang, Min Sun, and Juan Carlos Niebles
IEEE International Conference on Computer Vision (ICCV), 2017
Activity Forecasting: An Invitation to Predictive Perception
Kris M. Kitani, De-An Huang, and Wei-Chiu Ma
Book: Group and Crowd Behavior for Computer Vision. Chapter 12, 2017
Unsupervised Visual-Linguistic Reference Resolution in Instructional Videos
De-An Huang, Joseph J. Lim, Li Fei-Fei, and Juan Carlos Niebles
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
[arXiv]   [project]  
Unsupervised Learning of Long-Term Motion Dynamics for Videos
Zelun Luo, Boya Peng, De-An Huang, Alexandre Alahi, Li Fei-Fei
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
[arXiv]  
Forecasting Interactive Dynamics of Pedestrians with Fictitious Play
Wei-Chiu Ma, De-An Huang, Namhoon Lee, and Kris M. Kitani
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
[arXiv]  
Connectionist Temporal Modeling for Weakly Supervised Action Labeling
De-An Huang, Li Fei-Fei, and Juan Carlos Niebles
European Conference on Computer Vision (ECCV), 2016
[arXiv]   [project]   [video]  
How Do We Use Our Hands? Discovering a Diverse Set of Common Grasps
De-An Huang, Minghuang Ma*, Wei-Chiu Ma*, and Kris M. Kitani
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015
[supplementary material]   [extended abstract]  
Approximate MaxEnt Inverse Optimal Control and its Application for Mental Simulation of Human Interactions
De-An Huang, A. M. Farahmand, Kris M. Kitani, and J. Andrew Bagnell
AAAI Conference on Artificial Intelligence (AAAI), 2015
[supplementary material]  

Action-Reaction: Forecasting the Dynamics of Human Interaction
De-An Huang and Kris M. Kitani
European Conference on Computer Vision (ECCV), 2014
[video]  
Coupled Dictionary and Feature Space Learning with Applications to Cross-Domain Image Synthesis and Recognition
De-An Huang and Yu-Chiang Frank Wang
IEEE International Conference on Computer Vision (ICCV), 2013
[code]  
With One Look: Robust Face Recognition Using Single Sample Per Person
De-An Huang and Yu-Chiang Frank Wang
ACM Multimedia, short paper, 2013
Self-Learning Based Image Decomposition with Applications to Single Image Denoising
D.-A. Huang, L.-W. Kang, Y.-C. F. Wang, and C.-W. Lin
IEEE Transactions on Multimedia (TMM), volume 16, number 1, pages 1-11, January 2014
[code]  

Context-Aware Single Image Rain Removal
D.-A. Huang, L.-W. Kang, C.-Y. Tsai, M.-C. Yang, C.-W. Lin, and Y.-C. F. Wang
IEEE International Conference on Multimedia & Expo (ICME), 2012
[code]  
Self-Learning of Edge-Preserving Single Image Super-Resolution via Contourlet Transform
M.-C. Yang*, D.-A. Huang*, C.-Y. Tsai, and Y.-C. F. Wang
IEEE International Conference on Multimedia & Expo (ICME), 2012

Context-Aware Single Image Super-Resolution Using Locality-Constrained Group Sparse Representation
C.-Y. Tsai, D.-A. Huang, M.-C. Yang, L.-W. Kang, and Y.-C. F. Wang
Visual Communications and Image Processing (VCIP), 2012
Species Minimization in Computation with Biochemical Reactions
R.-Y. Huang, D.-A. Huang, H.-J. K. Chiang, J.-H. R. Jiang, and F. Fages
International Workshop on Bio-Design Automation (IWBDA), 2013

Compiling Program Control Flows into Biochemical Reactions
D.-A. Huang, J.-H. R. Jiang, R.-Y. Huang, and C.-Y. Cheng
IEEE/ACM International Conference on Computer-Aided Design (ICCAD), 2012