XUE, Tianfan

 

XUE, Tianfan
MIT Computer Vision
Computer Science and Artificial Intelligence Laboratory (CSAIL)
Department of Electrical Engineering and Computer Science (EECS)
Massachusetts Institute of Technology
Supervisor: Prof. William T. Freeman

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32-D460, The Stata Center, Building 32 32 Vassar Street
Cambridge, MA 02139
USA

Biography

I am a fourth year Ph.D. student in MIT Computer Science and Artificial Intelligence Laboratory. Before that, I received my M.Phil also in the Information Engineering Department, The Chinese University of Hong Kong in 2011, under the supervised of Prof. Xiaoou Tang and Prof. Jianzhuang Liu. I received my B.E. degree in the Computer Science and Technology Department from Tsinghua University, China, in 2009. My current supervisor is Prof. William T. Freeman, and I also worked closely with Prof. Frédo Durand and Dr. Michael Rubinstein. Here is my Curriculum Vitae [PDF].

My research interest includes computer vision, computer graphics, pattern recognition and multimedia processing.

Research Highlights

New paper in SIGGRAPH 2015: “A Computational Approach for Obstruction-Free Photography”.

Selected Publications

 

A Computational Approach for Obstruction-Free Photography

Tianfan Xue, Michael Rubinstein, Ce Liu, William T. Freeman,
ACM SIGGRAPH 2015.
[PDF] [Youtube] [Website]

 

The Aperture Problem for Refractive Motion

Tianfan Xue, Hossein Mobahi, Anet Levin, Fredo Durand, William T. Freeman,
IEEE Computer Society Conference on Computer Vision and Patter Recognition (CVPR) 2015.
[PDF] [Poster] [Video] [Website]

 

RefractionWiggles for Measuring Fluid Depth and Velocity from Video

Tianfan Xue, Michael Rubinstein, Neal Wadhwa, Anet Levin, Fredo Durand, William T. Freeman,
European Conference on Computer Vision (ECCV) 2014.
[PDF] [Slides] [Data] [Website] [Presentation] [Code]

 

Example-Based 3D Object Reconstruction from Line Drawings

Tianfan Xue, Jianzhuang Liu, Xiaoou Tang,
IEEE Computer Society Conference on Computer Vision and Patter Recognition (CVPR) 2012.
[PDF] [Poster] [Dataset]

 

Symmetric Piecewise Planar Object Reconstruction from a Single Image
Tianfan Xue, Jianzhuang Liu, Xiaoou Tang, (CVPR) 2011. [PDF]

3D Modeling from a Single View of a Symmetric Object
Tianfan Xue, Jianzhuang Liu, Xiaoou Tang, Transactions on Image Processing (TIP) 2012. [PDF]

 

Object Cut: Complex 3D object reconstruction through line drawing separation

Tianfan Xue, Jianzhuang Liu, Xiaoou Tang,
Computer Society Conference on Computer Vision and Patter Recognition (CVPR) 2010. [PDF]

 

Joint Example-based DepthMap Super-Resolution

Yanjie Li, Tianfan Xue, Lifeng Sun, Jianzhuang Liu,
International Conference on Multimedia Expo (ICME) 2012. [PDF] [Code]

 

Fast Frame-rate Up-conversion of Depth Video via Video Coding

Yanjie Li, Lifeng Sun, Tianfan Xue,
ACM Multimedia (MM) 2011. [PDF]

Education

Other Projects

Image Reranking by Example: A Semi-supervised Learning Formulation

 

We proposed a new semi-supervised learning methods for example image based reranking. We adopts a graph-based formulation to solve this problem. We further deduct a closed form solution and an iterative solution for this problem. Detailed description is in [PDF].

Human Tracking using Online-Offline detector

 

We designed a human tracking framework combining an online detector using color histogram, and an offline detector using HOG, in which occlusion cases are dealt with by a novel EM algorithm. The project won Outstanding undergraduate thesis of Computer Science and Engineering Department, Tsinghua Univ. [PPT].

Services

MISC