XUE, Tianfan

 

XUE, Tianfan
Researcher at Google
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Google Inc.
1875 Landing Drive,
Mountain View, CA, 94043
U.S.A.

Biography

I am a researcher at Google. I received my Ph.D. from MIT Computer Science and Artificial Intelligence Laboratory, under the supervision of William T. Freeman. Before that, I received my Master of Philosophy 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 also received my B.E. degree in the Computer Science and Technology Department from Tsinghua University, China, in 2009. Here is my Curriculum Vitae [PDF].

My research interest includes computer vision, computer graphics, pattern recognition and multimedia processing. See my research statement for more details: [PDF].

Research Highlights

Selected Publications

 

Video Enhancement with Task-Oriented Flow,

Tianfan Xue, Baian Chen, Jiajun Wu, Donglai Wei, William T. Freeman
arxiv. 1711.09078, 2017
[arxiv-preprint] [Website] [github]

 

MarrNet: 3D Shape Reconstruction via 2.5D Sketches

Jiajun Wu*, Yifan Wang*, Tianfan Xue, Xingyuan Sun, William T. Freeman, and Joshua B. Tenenbaum
Neural Information Processing Systems (NIPS), 2017
[PDF] [Website]

 

Best-Buddies Similarity - Robust Template Matching using Mutual Nearest Neighbors,

Shaul Oron, Tali Dekel, Tianfan Xue, William T. Freeman, Shai Avidan,
IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 2017
[arxiv-preprint]

 

Visual Dynamics: Probabilistic Future Frame Synthesis via Cross Convolutional Networks

Tianfan Xue*, Jiajun Wu*, Katherine L. Bouman, and William T. Freeman,
Neural Information Processing Systems (NIPS) 2016, Oral. (* indicates equal contribution)
[PDF] [arxiv-preprint] [Website] [Video] [YouTube] [Code(Github)]

 

Learning a Probabilistic Latent Space of Object Shapes via 3D Generative-Adversarial Modeling

Jiajun Wu*, Chengkai Zhang*, Tianfan Xue, William T. Freeman, and Joshua B. Tenenbaum,
Neural Information Processing Systems (NIPS) 2016. (* indicates equal contribution)
[PDF] [arxiv-preprint] [Website] [YouTube] [Code(Github)]

 

Single Image 3D Interpreter Network

Jiajun Wu*, Tianfan Xue*, Joseph J. Lim, Yuandong Tian, Joshua B. Tenenbaum, Antonio Torralba, and William T. Freeman,
European Conference on Computer Vision (ECCV), 2016, Oral. (* indicates equal contribution)
[PDF] [Website] [IKEA-dataset] [Keypoint5-dataset] [arxiv-preprint] [Code(Github)]

 

A Computational Approach for Obstruction-Free Photography

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

 

The Aperture Problem for Refractive Motion

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

 

Refraction Wiggles 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, Oral.
[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

Services

MISC