Publications

2020

• Regional Homogeneity: Towards Learning Transferable Universal Adversarial Perturbations Against Defenses
  Yingwei Li, Song Bai, Cihang Xie, Zhenyu Liao, Xiaohui Shen, Alan Yuille
  ECCV 2020
• Video Object Detection via Object-level Temporal Aggregation
  Chun-Han Yao, Chen Fang, Xiaohui Shen, Ming-Hsuan Yang, Yangyue Wan
  ECCV 2020
• Learning Progressive Joint Propagation for Human Motion Prediction
  Yujun Cai, Lin Huang, Yiwei Wang, Xu Yang, Jun Liu, Xiaohui Shen, Yiheng Zhu, Ding Liu, Jing Liu, Nadia Magnenat Thalmann, Junsong Yuan, Jianfei Cai, Tat-Jen Cham
  ECCV 2020
• Fashion Editing with Adversarial Parsing Learning
  Haoye Dong, Xiaodan Liang, Yixuan Zhang, Xujie Zhang, Xiaohui Shen, Zhenyu Xie, Bowen Wu, Jian Yin
  CVPR 2020
• Best Frame Selection in a Short Video
  Jian Ren, Xiaohui Shen, Zhe Lin, Radomir Mech
  WACV 2020

2019

• Free-Form Image Inpainting with Gated Convolution
  Jiahui Yu, Zhe Lin, Jimei Yang, Xiaohui Shen, Xin Lu, Thomas S. Huang
  ICCV 2019 (Oral)
• Towards Interpretable Face Recognition
  Bangjie Yin*, Luan Tran*, Haoxiang Li, Xiaohui Shen, Xiaoming Liu
  ICCV 2019 (Oral)
• Towards Multi-pose Guided Virtual Try-on Network
  Haoye Dong, Xiaodan Liang, Xiaohui Shen, Bochao Wang, Hanjiang Lai, Jia Zhu, Zhiting Hu, Jian Yin
  ICCV 2019
• FW-GAN: Flow-navigated Warping GAN for Video Virtual Try-on
  Haoye Dong, Xiaodan Liang, Xiaohui Shen, Bowen Wu, Bing-Cheng Chen, Jian Yin
  ICCV 2019
• Semantic Component Decomposition for Face Attribute Manipulation
  Yingcong Chen, Xiaohui Shen, Zhe Lin, Xin Lu, I-Ming Pao, Jiaya Jia
  CVPR 2019
• Graphonomy: Universal Human Parsing via Graph Transfer Learning
  Ke Gong, Yiming Gao, Xiaodan Liang, Xiaohui Shen, Meng Wang, Liang Lin
  CVPR 2019
• SmartEye: Assisting Instant Photo Taking via Integrating User Preference with Deep View Proposal Network
  Shuai Ma, Zijun Wei, Feng Tian, Xiangmin Fan, Jianming Zhang, Xiaohui Shen, Zhe Lin, Jin Huang, Radomír Měch, Dimitris Samaras, Hongan Wang
  CHI 2019 (Best Paper Honorable Mention)
• Sequence-to-Segments Networks for Detecting Segments in Videos
  Zijun Wei, Boyu Wang, Minh Hoai, Jianming Zhang, Xiaohui Shen, Zhe Lin, Radomír Měch, Dimitris Samaras
  PAMI 2019

2018

• DeepLens: Shallow Depth of Field from a Single Image
  Lijun Wang, Xiaohui Shen, Jianming Zhang, Oliver Wang, Zhe Lin, Chih-Yao Hsieh, Sarah Kong, Huchuan Lu
  SIGGRAPH Asia 2018
• Sequence-to-Segment Networks for Segment Detection
  Zijun Wei, Boyu Wang, Minh Hoai Nguyen, Jianming Zhang, Zhe Lin, Xiaohui Shen, Radomir Mech, Dimitris Samaras
  NeurIPS 2018
• Compositing-aware Image Search
  Hengshuang Zhao, Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, Brian Price, Jiaya Jia
  ECCV 2018
• ConceptMask: Large-Scale Segmentation from Semantic Concepts
  Yufei Wang, Zhe Lin, Xiaohui Shen, Jianming Zhang, Scott Cohen
  ECCV 2018
• A Modulation Module for Multi-task Learning with Applications in Image Retrieval
  Xiangyun Zhao, Haoxiang Li, Xiaohui Shen, Xiaodan Liang, Ying Wu
  ECCV 2018
• Learning to Blend Photos
  Wei-Chih Hung, Jianming Zhang, Xiaohui Shen, Zhe Lin, Joon-Young Lee, Ming-Hsuan Yang
  ECCV 2018
• Learning to Understand Image Blur
  Shanghang Zhang, Xiaohui Shen, Zhe Lin, Radomír Mech, João Costeira, Jose Moura
  CVPR 2018
• Good View Hunting: Learning Photo Composition from View Pairs
  Zijun Wei, Jianming Zhang, Xiaohui Shen, Zhe Lin, Radomír Mech, Min Hoai, Dimitris Samaras
  CVPR 2018
• MAttNet: Modular Attention Network for Referring Expression Comprehension
  Licheng Yu, Zhe Lin, Xiaohui Shen, Jimei Yang, Xin Lu, Mohit Bansal, Tamara L. Berg
  CVPR 2018
• Generative Image Inpainting with Contextual Attention
  Jiahui Yu, Zhe Lin, Jimei Yang, Xiaohui Shen, Xin Lu, Thomas S. Huang
  CVPR 2018
• Learning to Detect Multiple Photographic Defects
  Ning Yu, Xiaohui Shen, Zhe Lin, Radomír Mech, Connelly Barnes
  WACV 2018
• Top-Down Neural Attention by Excitation Backprop
  Jianming Zhang, Sarah Adel Bargal, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Stan Sclaroff
  IJCV 2018
• Look into Person: Joint Human Parsing and Pose Estimation Network and a New Benchmark
  Xiaodan Liang, Ke Gong, Xiaohui Shen, and Liang Lin
  PAMI 2018

2017

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

2016

• SURGE: Surface Regularized Geometry Estimation from a Single Image
  Peng Wang, Xiaohui Shen, Bryan Russell, Scott Cohen, Brian Price, Alan Yuille
  NIPS 2016
• Sky is Not the Limit: Semantic-Aware Sky Replacement
  Yi-Hsuan Tsai, Xiaohui Shen, Zhe Lin, Kalyan Sunkavalli, Ming-Hsuan Yang
  SIGGRAPH 2016
• Semantic Object Parsing with Graph LSTM
  Xiaodan Liang, Xiaohui Shen, Jiashi Feng, Liang Lin, Shuicheng Yan
  ECCV 2016 (Spotlight)
• Photo Aesthetics Ranking Network with Attributes and Content Adaptation
  Shu Kong, Xiaohui Shen, Zhe Lin, Radomír Mech, Charless Fowlkes
  ECCV 2016
• Top-down Neural Attention by Excitation Backprop
  Jianming Zhang, Zhe Lin, Jonathan Brandt, Xiaohui Shen, Stan Sclaroff
  ECCV 2016 (Oral)
• Semantic Object Parsing with Local-Global Long Short-Term Memory
  Xiaodan Liang, Xiaohui Shen, Donglai Xiang, Jiashi Feng, Liang Lin, Shuicheng Yan
  CVPR 2016 (Spotlight)
• Unconstrained Salient Object Detection via Proposal Subset Optimization
  Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price, Radomir Mech
  CVPR 2016 (Spotlight)
• Automatic Content-Aware Color and Tone Stylization
  Joon-Young Lee, Kalyan Sunkavalli, Zhe Lin, Xiaohui Shen, In So Kweon
  CVPR 2016 (Spotlight)
• Reversible Recursive Instance-level Object Segmentation
  Xiaodan Liang, Yunchao Wei, Xiaohui Shen, Zequn Jie, Jiashi Feng, Liang Lin, Shuicheng Yan
  CVPR 2016
• A Multi-Level Contextual Model For Person Recognition in Photo Albums
  Haoxiang Li, Jonathan Brandt, Zhe Lin, Xiaohui Shen, Gang Hua
  CVPR 2016
• Event-specific Image Importance
  Yufei Wang, Zhe Lin, Xiaohui Shen, Radomír Mech, Gavin Miller, Garrison Cottrell
  CVPR 2016
• Shortlist Selection with Residual-Aware Distance Estimator for K-Nearest Neighbor Search
  Jae-Pil Heo, Zhe Lin, Xiaohui Shen, Jonathan Brandt, Sung-Eui Yoon
  CVPR 2016
• Fast Appearance Modeling for Automatic Primary Video Object Segmentation
  Jiong Yang, Brian Price, Xiaohui Shen, Zhe Lin, Junsong Yuan
  T-IP 2016
• Discovering Primary Objects in Videos by Saliency Fusion and Iterative Appearance Estimation
  Jiong Yang, Gangqiang Zhao, Junsong Yuan, Xiaohui Shen, Zhe Lin, Brian Price, Jon Brandt
  T-CSVT 2016

2015

• Human Parsing with Contextualized Convolutional Neural Network
  Xiaodan Liang, Chunyan Xu, Xiaohui Shen, Jianchao Yang, Si Liu, Jinhui Tang, Liang Lin, Shuicheng Yan
  ICCV 2015 (Oral)
• Minimum Barrier Salient Object Detection at 80 FPS
  Jianming Zhang, Stan Sclaroff, Zhe Lin, Xiaohui Shen, Brian Price, Radomír Mech
  ICCV 2015 (Oral)
• Joint Object and Part Segmentation using Deep Learned Potentials
  Peng Wang, Xiaohui Shen, Zhe Lin, Scott Cohen, Brian Price, Alan Yuille
  ICCV 2015
• Deep Multi-Patch Aggregation Network for Image Style, Aesthetics, and Quality Estimation
  Xin Lu, Zhe Lin, Xiaohui Shen, Radomír Mech, James Wang
  ICCV 2015
• A Convolutional Neural Network Cascade for Face Detection
  Haoxiang Li, Zhe Lin, Xiaohui Shen, Jon Brandt, Gang Hua
  CVPR 2015
• Towards Unified Depth and Semantic Prediction from a Single Image
  Peng Wang, Xiaohui Shen, Zhe Lin, Scott Cohen, Brian Price, Alan Yuille
  CVPR 2015
• Matching-CNN Meets KNN: Quasi-Parametric Human Parsing
  Si Liu, Xiaodan Liang, Luoqi Liu, Xiaohui Shen, Jianchao Yang, Changsheng Xu, Liang Lin, Xiaochun Cao, Shuicheng Yan
  CVPR 2015
• Salient Object Subitizing
  Jianming Zhang, Shugao Ma, Mehrnoosh Sameki, Stan Sclaroff, Margrit Betke, Zhe Lin, Xiaohui Shen, Brian Price, Radomír Mech
  CVPR 2015
• Deep Human Parsing with Active Template Regression
  Xiaodan Liang, Si Liu, Xiaohui Shen, Jianchao Yang, Luoqi Liu, Jian Dong, Liang Lin, Shuicheng Yan
  PAMI 2015
• Inner and Inter Label Propagation: Salient Object Detection in the Wild
  Hongyang Li, Huchuan Lu, Zhe Lin, Xiaohui Shen, Brian Price
  T-IP 2015
• Adaptive Metric Learning for Saliency Detection
  Shuang Li, Huchuan Lu, Zhe Lin, Xiaohui Shen, Brian Price
  T-IP 2015

2014

• Towards Unified Human Parsing and Pose Estimation
  Jian Dong, Qiang Chen, Xiaohui Shen, Jianchao Yang, Shuicheng Yan
  CVPR 2014
• Efficient Boosted Exemplar-Based Face Detection
  Haoxiang Li, Zhe Lin, Jonathan Brandt, Xiaohui Shen, Gang Hua
  CVPR 2014
• Automatic Image Cropping using Visual Composition, Boundary Simplicity and Content Preservation Models
  Chen Fang, Zhe Lin, Radomír Mech, Xiaohui Shen
  ACM MM 2014 (Short Paper)
• Eigen-PEP for Video Face Recognition
  Haoxiang Li, Gang Hua, Xiaohui Shen, Zhe Lin, Jon Brandt
  ACCV 2014
• Spatially-Constrained Similarity Measure for Large-Scale Object Retrieval
  Xiaohui Shen, Zhe Lin, Jon Brandt, Ying Wu
  PAMI 2014

2013 and earlier

• Detecting and Aligning Faces by Image Retrieval
  Xiaohui Shen, Zhe Lin, Jon Brandt, Ying Wu
  CVPR 2013
• What Are We Tracking: A Unified Approach of Tracking and Recognition
  Jialue Fan Xiaohui Shen, Ying Wu
  T-IP 2013
• Mobile Product Image Search by Automatic Query Object Extraction
  Xiaohui Shen, Zhe Lin, Jon Brandt, Ying Wu
  ECCV 2012
• Object Retrieval and Localization with Spatially-constrained Similarity Measure and k-NN Reranking
  Xiaohui Shen, Zhe Lin, Jon Brandt, Shai Avidan, Ying Wu
  CVPR 2012
• A Unified Approach to Salient Object Detection via Low Rank Matrix Recovery [Code]
  Xiaohui Shen, Ying Wu
  CVPR 2012 (Oral)
• Scribble Tracker: A Matting-based Approach for Robust Tracking
  Jialue Fan Xiaohui Shen, Ying Wu
  PAMI 2012
• Dynamic Hand Gesture Recognition: An Exemplar-based Approach from Motion Divergence Fields
  Xiaohui Shen, Gang Hua, Lance Williams, Ying Wu
  Image and Vision Computing special issue on Best of FG'2011, 2012
• Motion Divergence Fields for Dynamic Hand Gesture Recognition
  Xiaohui Shen, Gang Hua, Lance Williams, Ying Wu
  FG 2011
• Sparsity Model for Robust Optical Flow Estimation at Motion Discontinuities
  Xiaohui Shen, Ying Wu
  CVPR 2010
• Closed-loop Adaptation for Robust Tracking
  Jialue Fan, Xiaohui Shen, Ying Wu
  ECCV 2010