Publications

2018

  • Compositing-aware Image Search [PDF] [Project Page]
    Hengshuang Zhao, Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, Brian Price, Jiaya Jia
    European Conference on Computer Vision (ECCV), 2018
  • ConceptMask: Large-Scale Segmentation from Semantic Concepts [PDF]
    Yufei Wang, Zhe Lin, Xiaohui Shen, Jianming Zhang, Scott Cohen
    European Conference on Computer Vision (ECCV), 2018
  • A Modulation Module for Multi-task Learning with Applications in Image Retrieval [PDF]
    Xiangyun Zhao, Haoxiang Li, Xiaohui Shen, Xiaodan Liang, Ying Wu
    European Conference on Computer Vision (ECCV), 2018
  • Learning to Blend Photos [Project Page]
    Wei-Chih Hung, Jianming Zhang, Xiaohui Shen, Zhe Lin, Joon-Young Lee, Ming-Hsuan Yang
    European Conference on Computer Vision (ECCV), 2018
  • Learning to Understand Image Blur [PDF] [Dataset]
    Shanghang Zhang,
    Xiaohui Shen, Zhe Lin, Radomír Mech, João Costeira, Jose Moura
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018
  • Good View Hunting: Learning Photo Composition from View Pairs [Project Page]
    Zijun Wei, Jianming Zhang,
    Xiaohui Shen, Zhe Lin, Radomír Mech, Min Hoai and Dimitris Samaras
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018
  • MAttNet: Modular Attention Network for Referring Expression Comprehension [PDF] [Project Page]
    Licheng Yu, Zhe Lin, Xiaohui Shen, Jimei Yang, Xin Lu, Mohit Bansal, Tamara L. Berg
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018
  • Generative Image Inpainting with Contextual Attention [PDF] [Project Page]
    Jiahui Yu, Zhe Lin, Jimei Yang,
    Xiaohui Shen, Xin Lu, Thomas S. Huang
    IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018
  • Learning to Detect Multiple Photographic Defects [PDF] [Project Page]
    Ning Yu, Xiaohui Shen, Zhe Lin, Radomír Mech, Connelly Barnes
    IEEE Winter Conference on Applications of Computer Vision (WACV), 2018
  • Top-Down Neural Attention by Excitation Backprop [PDF]
    Jianming Zhang, Sarah Adel Bargal, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Stan Sclaroff
    International Journal of Computer Vision (IJCV), 2018
  • Look into Person: Joint Human Parsing and Pose Estimation Network and a New Benchmark [Project Page]
    Xiaodan Liang, Ke Gong, Xiaohui Shen, and Liang Lin
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2018

2017

  • Predicting Scene Parsing and Motion Dynamics in the Future [PDF]
    Xiaojie Jin, Huaxin Xiao, Xiaohui Shen, Jimei Yang, Zhe Lin, Yunpeng Chen, Zequn Jie, Jiashi Feng, Shuicheng Yan
    Advances in Neural Information Processing Systems (NIPS), 2017
  • Learning to Predict Indoor Illumination from a Single Image [PDF]
    Marc-André Gardner, Kalyan Sunkavalli, Ersin Yumer, Xiaohui Shen, Emiliano Gambaretto, Christian Gagné, Jean-François Lalonde
    ACM Transactions on Graphics (Proc. SIGGRAPH Asia), 2017
  • Personalized Image Aesthetics [PDF]
    Jian Ren, Xiaohui Shen, Zhe Lin, Radomír Mech, David Foran
    IEEE International Conference on Computer Vision (ICCV), 2017
  • Recurrent Multimodal Interaction for Referring Image Segmentation [PDF]
    Chenxi Liu, Zhe Lin,
    Xiaohui Shen, Jimei Yang, Xin Lu, Alan Yuille
    IEEE International Conference on Computer Vision (ICCV), 2017
  • FoveaNet: Perspective-aware Urban Scene Parsing [PDF]
    Xin Li, Zequn Jie, Wei Wang, Changsong Liu, Jimei Yang,
    Xiaohui Shen, Zhe Lin, Qiang Chen, Shuicheng Yan, Jiashi Feng
    IEEE International Conference on Computer Vision (ICCV) (Oral), 2017
  • Video Scene Parsing with Predictive Feature Learning [PDF]
    Xiaojie Jin, Xin Li, Huaxin Xiao,
    Xiaohui Shen, Zhe Lin, Jimei Yang,
    Yunpeng Chen, Jian Dong, Luoqi Liu, Zequn Jie, Jiashi Feng, Shuicheng Yan
    IEEE International Conference on Computer Vision (ICCV), 2017
  • Scene Parsing with Global Context Embedding [PDF]
    Wei-Chih Hung, Yi-Hsuan Tsai, Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, Xin Lu, Ming-Hsuan Yang
    IEEE International Conference on Computer Vision (ICCV), 2017
  • Recognizing and Curating Photo Albums via Event-Specific Image Importance
    Yufei Wang, Zhe Lin, Xiaohui Shen, Radomír Mech, Gavin Miller, Garrison W. Cottrell
    British Machine Vision Conference (BMVC) (Oral), 2017
  • Deep Image Harmonization [PDF] [Project Page]
    Yi-Hsuan Tsai,
    Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, Xin Lu, Ming-Hsuan Yang
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
  • Skeleton Key: Image Captioning by Skeleton-Attribute Decomposition [PDF]
    Yufei Wang, Zhe Lin,
    Xiaohui Shen, Scott Cohen, Garrison Cottrell
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
  • Interpretable Structure-Evolving LSTM [PDF]
    Xiaodan Liang, Liang Lin,
    Xiaohui Shen, Jiashi Feng, Shuicheng Yan, Eric P. Xing
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR) (Spotlight), 2017
  • Look into Person: Self-supervised Structure-sensitive Learning and A New Benchmark for Human Parsing
    [PDF] [Challenge]
    Ke Gong, Xiaodan Liang, Dongyu Zhang,
    Xiaohui Shen, Liang Lin
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2017
  • Learning to Segment Human by Watching YouTube [PDF]
    Xiaodan Liang, Yunchao Wei, Liang Lin, Yunpeng Chen, Xiaohui Shen, Jianchao Yang, Shuicheng Yan
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Volume 39, Issue 7, 2017
  • STC: A Simple to Complex Framework for Weakly-supervised Semantic Segmentation [PDF] [Project Page]
    Yunchao Wei, Xiaodan Liang, Yunpeng Chen,
    Xiaohui Shen, Ming-Ming Cheng, Jiashi Feng, Yao Zhao, Shuicheng Yan
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017
  • Human Parsing with Contextualized Convolutional Neural Network [PDF]
    Xiaodan Liang, Chunyan Xu,
    Xiaohui Shen, Jianchao Yang, Jinhui Tang, Liang Lin, Shuicheng Yan
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Volume 39, Issue 1, 2017
  • Salient Object Subitizing
    Jianming Zhang, Shugao Ma, Mehrnoosh Sameki, Stan Sclaroff, Margrit Betke, Zhe Lin, Xiaohui Shen, Brian Price, Radomir Mech
    International Journal of Computer Vision (IJCV), 2017
  • Proposal-free Network for Instance-level Object Segmentation [PDF]
    Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Jianchao Yang, Liang Lin, Shuicheng Yan
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017

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, Ming-Hsuan Yang
    ACM Transactions on Graphics (Proc. SIGGRAPH), 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, Radomír 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, Radomír 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
  • 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

2015

  • Human Parsing with Contextualized Convolutional Neural Network [PDF]
    Xiaodan Liang, Chunyan Xu, Xiaohui Shen, Jianchao Yang, Si Liu, Jinhui Tang, Liang Lin, Shuicheng Yan
    IEEE International Conference on Computer Vision (ICCV) (Oral), 2015
  • Minimum Barrier Salient Object Detection at 80 FPS [PDF] [Project Page]
    Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price, Radomír Mech
    IEEE International Conference on Computer Vision (ICCV) (Oral), 2015
  • Joint Object and Part Segmentation using Deep Learned Potentials [PDF]
    Peng Wang, Xiaohui Shen, Zhe Lin, Scott Cohen, Brian Price, Alan Yuille
    IEEE International Conference on Computer Vision (ICCV), 2015
  • Deep Multi-Patch Aggregation Network for Image Style, Aesthetics, and Quality Estimation [PDF]
    Xin Lu, Zhe Lin, Xiaohui Shen, Radomír Mech, James Wang
    IEEE International Conference on Computer Vision (ICCV), 2015
  • A Convolutional Neural Network Cascade for Face Detection [PDF]
    Haoxiang Li, Zhe Lin, Xiaohui Shen, Jon Brandt, Gang Hua
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015
  • Towards Unified Depth and Semantic Prediction from a Single Image [PDF]
    Peng Wang,
    Xiaohui Shen, Zhe Lin, Scott Cohen, Brian Price, Alan Yuille
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015
  • Matching-CNN Meets KNN: Quasi-Parametric Human Parsing [PDF]
    Si Liu, Xiaodan Liang, Luoqi Liu,
    Xiaohui Shen, Jianchao Yang, Changsheng Xu, Liang Lin, Xiaochun Cao, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015
  • Salient Object Subitizing [PDF]
    Jianming Zhang, Shugao Ma, Mehrnoosh Sameki, Stan Sclaroff, Margrit Betke, Zhe Lin,
    Xiaohui Shen, Brian Price, Radomír Mech
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015
  • Deep Human Parsing with Active Template Regression [PDF]
    Xiaodan Liang, Si Liu,
    Xiaohui Shen, Jianchao Yang, Luoqi Liu, Jian Dong, Liang Lin, Shuicheng Yan
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Volume 37, Issue 12, 2015
  • Inner and Inter Label Propagation: Salient Object Detection in the Wild
    Hongyang Li, Huchuan Lu, Zhe Lin,
    Xiaohui Shen, Brian Price
    IEEE Transactions on Image Processing (T-IP), Vol. 24, No. 10, 2015
  • Adaptive Metric Learning for Saliency Detection
    Shuang Li, Huchuan Lu, Zhe Lin,
    Xiaohui Shen, Brian Price
    IEEE Transactions on Image Processing (T-IP), Vol. 24, No. 11, 2015

2014

  • Towards Unified Human Parsing and Pose Estimation [PDF]
    Jian Dong, Qiang Chen,
    Xiaohui Shen, Jianchao Yang, Shuicheng Yan
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014
  • Efficient Boosted Exemplar-Based Face Detection [PDF]
    Haoxiang Li, Zhe Lin, Jonathan Brandt, Xiaohui Shen, Gang Hua
    IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2014
  • Automatic Image Cropping using Visual Composition, Boundary Simplicity and Content Preservation Models [PDF]
    Chen Fang, Zhe Lin, Radomír Mech, Xiaohui Shen
    ACM Multimedia (MM) (Short Paper), 2014
  • Eigen-PEP for Video Face Recognition [PDF]
    Haoxiang Li, Gang Hua,
    Xiaohui Shen, Zhe Lin, Jon Brandt
    Asian Conference on Computer Vision (ACCV), 2014
  • Spatially-Constrained Similarity Measure for Large-Scale Object Retrieval [PDF]
    Xiaohui Shen
    , Zhe Lin, Jon Brandt, Ying Wu
    IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), Volume 36, Issue 6, 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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