Xiaohui Shen

I am a Senior Research Scientist at Adobe Research. I obtained my Ph.D. degree in the Department of EECS at Northwestern University in June 2013, advised by Prof. Ying Wu. I previously had summer internships at Adobe in 2012 and 2011, and at Nokia Research Center (Santa Monica, CA) in 2010. I received my B.S. and M.S. degrees from the Department of Automation at Tsinghua University, China.

 

I am generally interested in the research topics in the area of Computer Vision, particularly semantic segmentation, depth prediction, object detection and recognition, image editing and deep learning-related problems.

 

Email: xiaohui AT u DOT northwestern DOT edu | Google Scholar | LinkedIn

 

2016

  • SURGE: Surface Regularized Geometry Estimation from a Single Image [PDF]
    Peng Wang, Xiaohui Shen, Bryan Russell, Scott Cohen, Brian Price, Alan Yuille
    Advances in Neural Information Processing Systems (NIPS), 2016
  • Sky is Not the Limit: Semantic-Aware Sky Replacement [Project Page]
    Yi-Hsuan Tsai, Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, and Ming-Hsuan Yang
    ACM Transactions on Graphics (Proc. SIGGRAPH 2016), 2016
  • Semantic Object Parsing with Graph LSTM [PDF]
    Xiaodan Liang, Xiaohui Shen, Jiashi Feng, Liang Lin, Shuicheng Yan
    European Conference on Computer Vision (ECCV) (Spotlight), 2016
  • Photo Aesthetics Ranking Network with Attributes and Content Adaptation [PDF]
    Shu Kong, Xiaohui Shen, Zhe Lin, Radomir Mech, Charless Fowlkes
    European Conference on Computer Vision (ECCV), 2016
  • Top-down Neural Attention by Excitation Backprop [PDF]
    Jianming Zhang, Zhe Lin, Jonathan Brandt, Xiaohui Shen, Stan Sclaroff
    European Conference on Computer Vision (ECCV) (Oral), 2016
  • Semantic Object Parsing with Local-Global Long Short-Term Memory [PDF]
    Xiaodan Liang, Xiaohui Shen, Donglai Xiang, Jiashi Feng, Liang Lin, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Spotlight), 2016
  • Unconstrained Salient Object Detection via Proposal Subset Optimization [PDF] [Project Page]
    Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price, Radomir Mech
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Spotlight), 2016
  • Automatic Content-Aware Color and Tone Stylization [PDF]
    Joon-Young Lee, Kalyan Sunkavalli, Zhe Lin, Xiaohui Shen, In So Kweon
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Spotlight), 2016
  • Reversible Recursive Instance-level Object Segmentation [PDF]
    Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Zequn Jie, Jiashi Feng, Liang Lin, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
  • A Multi-Level Contextual Model For Person Recognition in Photo Albums [PDF]
    Haoxiang Li, Jonathan Brandt, Zhe Lin, Xiaohui Shen, Gang Hua
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
  • Event-specific Image Importance [PDF] [Project Page]
    Yufei Wang, Zhe Lin, Xiaohui Shen, Radomir Mech, Gavin Miller, Garrison Cottrell
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
  • Shortlist Selection with Residual-Aware Distance Estimator for K-Nearest Neighbor Search [PDF]
    Jae-Pil Heo, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Sung-Eui Yoon
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
  • Human Parsing with Contextualized Convolutional Neural Network
    Xiaodan Liang, Chunyan Xu,
    Xiaohui Shen, Jianchao Yang, Liu Si, Jinhui Tang, Liang Lin, Shuicheng Yan
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2016
  • Fast Appearance Modeling for Automatic Primary Video Object Segmentation [PDF]
    Jiong Yang, Brian Price, Xiaohui Shen, Zhe Lin, Junsong Yuan
    IEEE Transactions on Image Processing (T-IP), Vol. 25, No. 2, 2016
  • Discovering Primary Objects in Videos by Saliency Fusion and Iterative Appearance Estimation [PDF]
    Jiong Yang, Gangqiang Zhao, Junsong Yuan, Xiaohui Shen, Zhe Lin, Brian Price, Jon Brandt
    IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), Vol. 26, No. 6, 2016
Publications

2015

2014

2013 and Earlier

  • Detecting and Aligning Faces by Image Retrieval [PDF]
    Xiaohui Shen, Zhe Lin, Jon Brandt, Ying Wu
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2013
  • What Are We Tracking: A Unified Approach of Tracking and Recognition [PDF]
    Jialue Fan, Xiaohui Shen, Ying Wu
    IEEE Transactions on Image Processing (T-IP), Vol. 22, No. 2, 2013
  • Mobile Product Image Search by Automatic Query Object Extraction [PDF] [Dataset]
    Xiaohui Shen, Zhe Lin, Jon Brandt, Ying Wu
    European Conference on Computer Vision (ECCV), 2012
  • Object Retrieval and Localization with Spatially-constrained Similarity Measure and k-NN Reranking [PDF]
    Xiaohui Shen, Zhe Lin, Jon Brandt, Shai, Avidan, Ying Wu
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2012
  • A Unified Approach to Salient Object Detection via Low Rank Matrix Recovery [PDF] [Code] [Results on MSRA-1000]
    Xiaohui Shen, Ying Wu
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Oral), 2012
  • Scribble Tracker: A Matting-based Approach for Robust Tracking [PDF] [Project Page]
    Jialue Fan,
    Xiaohui Shen, Ying Wu
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Volume 34, Issue 8, 2012
  • Dynamic Hand Gesture Recognition: An Exemplar-based Approach from Motion Divergence Fields [PDF] [Dataset]
    Xiaohui Shen, Gang Hua, Lance Williams, Ying Wu
    Image and Vision Computing special issue on Best of FG'2011, Volume 30, Issue 3, 2012
  • Motion Divergence Fields for Dynamic Hand Gesture Recognition [PDF] [Dataset]
    Xiaohui Shen
    , Gang Hua, Lance Williams, Ying Wu
    IEEE Conference on Automatic Face and Gesture Recognition (FG), 2011
  • Sparsity Model for Robust Optical Flow Estimation at Motion Discontinuities [PDF]
    Xiaohui Shen
    , Ying Wu
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2010
  • Closed-loop Adaptation for Robust Tracking [PDF]
    Jialue Fan, Xiaohui Shen, Ying Wu
    European Conference on Computer Vision (ECCV), 2010

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