Face Analysis

A

Face Detection

  • Face Detection through Scale-Friendly Deep Convolutional Networks
    S. Yang, Y. Xiong, C. C. Loy, X. Tang
    Technical report, arXiv:1706.02863, 2017
    Technical Report
  • Faceness-Net: Face Detection through Deep Facial Part Responses
    S. Yang, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI)
    DOI Technical Report
  • WIDER FACE: A Face Detection Benchmark
    S. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral)
    PDF Technical Report Leaderboard | Dataset
  • From Facial Part Responses to Face Detection: A Deep Learning Approach
    S. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 3676-3684, 2015 (ICCV)
    PDF Technical Report Supplementary Material Project Page

Face Alignment

  • Unconstrained Face Alignment via Cascaded Compositional Learning
    S. Zhu, C. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR)
    PDF Project Page
  • Learning Deep Representation for Face Alignment with Auxiliary Attributes
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 5, pp. 918–930, 2016 (TPAMI)
    Preprint Project Page | Codes
  • Face Alignment by Coarse-to-Fine Shape Searching
    S. Zhu, C. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4998-5006, 2015 (CVPR)
    PDF Project Page | Codes
  • Towards Arbitrary-View Face Alignment by Recommendation Trees
    S. Zhu, C. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1511.06627, 2015
    Technical Report
  • An Empirical Study of Recent Face Alignment Methods
    H. Yang, X. Jia, C. C. Loy, P. Robinson
    Technical report, arXiv:1511.05049, 2015
    Technical Report Project Page
  • Facial Landmark Detection by Deep Multi-task Learning
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, pp. 94-108, 2014 (ECCV)
    PDF Technical Report Project Page | Codes
  • Transferring Landmark Annotations for Cross-Dataset Face Alignment
    S. Zhu, C. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1409.0602, 2014
    PDF Project Page

Facial Attributes | Age | Expressions

  • New Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    H. Chen, Y. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1806.00194, 2018
    Technical Report
  • From Facial Expression Recognition to Interpersonal Relation Prediction
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    International Journal of Computer Vision, 2017 (IJCV)
    DOI Technical Report Project Page
  • Quantifying Facial Age by Posterior of Age Comparisons
    Y. Zhang, L. Liu, C. Li, C. C. Loy
    in Proceedings of British Machine Vision Conference, 2017 (BMVC, Oral)
    PDF Technical Report Project Page
  • Discriminative Sparse Neighbor Approximation for Imbalanced Learning
    C. Huang, C. C. Loy, X. Tang
    IEEE Transactions on Neural Networks and Learning Systems, 2017 (TNNLS)
    DOI PDF Technical Report
  • Deep Learning Face Attributes for Face Detection and Alignment
    C. C. Loy, P. Luo, and C. Huang
    In R. S. Feris, C. Lampert and D. Parikh (Eds.), Visual Attributes, Springer, 2017
    Book Link
  • Learning Deep Representation for Imbalanced Classification
    C. Huang, Y. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  • Learning Social Relation Traits from Face Images
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 3631-3639, 2015 (ICCV)
    PDF Technical Report Supplementary Material Project Page
  • Cumulative Attribute Space for Age and Crowd Density Estimation
    K. Chen, S. Gong, T. Xiang, and C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral)
    PDF Poster Project Page

Face Clustering

  • New Merge or Not? Learning to Group Faces via Imitation Learning
    Y. He, K. Cao, C. Li, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight)
    PDF Technical Report Project Page
  • Joint Face Representation Adaptation and Clustering in Videos
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page

Face Recognition

  • New Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    H. Chen, Y. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1806.00194, 2018
    Technical Report
  • New Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
    K. Cao, Y. Rong, C. Li, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page | Codes

Survey

  • A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-Resolution
    S. Ouyang, T. Hospedales, Y. Song, X. Li, C. C. Loy, X. Wang
    Image and Vision Computing, 2016 (IVC)
    DOI PDF

Image Processing and Editing

Image Super-Resolution | Face Hallucination

  • New Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
    X. Wang, K. Yu, C. Dong, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page | Codes
  • Deep Cascaded Bi-Network for Face Hallucination
    S. Zhu, S. Liu, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Technical Report Project Page | Codes
  • Accelerating the Super-Resolution Convolutional Neural Network
    C. Dong, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Technical Report Supplementary Material Project Page | Codes
  • Depth Map Super Resolution by Deep Multi-Scale Guidance
    T.-W. Hui, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page | Codes
  • Image Super-Resolution Using Deep Convolutional Networks
    C. Dong, C. C. Loy, K. He, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2015 (TPAMI)
    DOI PDF Supplementary Material Project Page | Codes
  • Learning a Deep Convolutional Network for Image Super-Resolution
    C. Dong, C. C. Loy, K. He, X. Tang
    in Proceedings of European Conference on Computer Vision, pp 184-199, 2014 (ECCV)
    PDF Supplementary Material Project Page | Codes
  • Boosting Optical Character Recognition: A Super-Resolution Approach
    C. Dong, X. Zhu, Y. Deng, C. C. Loy, Y. Qiao
    Technical report, arXiv:1506.02211, 2015 (Winning approach in ICDAR Competition on Text Image Super-Resolution)
    PDF

Image Aesthetic

Illuminant Estimation

  • Deep Specialized Network for Illuminant Estimation
    W. Shi, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page

Image Restoration

  • New Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    Technical report, arXiv:1806.02919, 2018
    Technical Report
  • New Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
    K. Yu, C. Dong, L. Lin, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight)
    PDF Technical Report Project Page | Codes
  • Deep Convolution Networks for Compression Artifacts Reduction
    K. Yu, C. Dong, C. C. Loy, X. Tang
    Technical report, arXiv:1608.02778, 2016
    Technical Report Project Page | Codes
  • Compression Artifacts Reduction by a Deep Convolutional Network
    C. Dong, Y. Deng, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 576-584, 2015 (ICCV)
    PDF Technical Report Project Page | Codes

Optical Flow Estimation

  • New LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
    T.-W. Hui, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight)
    PDF Technical Report Project Page | Codes

Detection, Segmentation, and Recognition

Recognition

  • PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
    X. Zhang, Z. Li, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR)
    PDF Technical Report Project Page
  • Local Similarity-Aware Deep Feature Embedding
    C. Huang, C. C. Loy, X. Tang
    in Proceedings of Neural Information Processing Systems, 2016 (NIPS)
    PDF Technical Report
  • Unsupervised Learning of Discriminative Attributes and Visual Representations
    C. Huang, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR)
    PDF Project Page | Codes
  • Learning Deep Representation for Imbalanced Classification
    C. Huang, Y. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  • Deep Representation Learning with Target Coding
    S. Yang, P. Luo, C. C. Loy, K. W. Shum, X. Tang
    in Proceedings of AAAI Conference on Artificial Intelligence, 2015 (AAAI, Oral, nominated as easily accessible paper)
    PDF Supplementary Material Project Page | Codes

Semantic Segmentation

  • New Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
    X. Li, C. C. Loy
    Technical report, arXiv:1803.04242, 2018
    Technical Report
  • New Mix-and-Match Tuning for Self-supervised Semantic Segmentation
    X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight)
    PDF Technical Report Project Page
  • Video Object Segmentation with Re-identification
    X. Li, Y. Qi, Z. Wang. K. Chen, Z. Liu, J. Shi, P. Luo, X. Tang, C. C. Loy
    in Workshop of DAVIS Challenge on Video Object Segmentation, IEEE Conference on Computer Vision and Pattern Recognition, 2017 (Winning approach in DAVIS Challenge 2017, CVPR)
    PDF Technical Report Project Page
  • Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade
    X. Li, Z. Liu, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight)
    PDF Technical Report Project Page
  • Deep Learning Markov Random Field for Semantic Segmentation
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI)
    Technical Report Project Page
  • Semantic Image Segmentation via Deep Parsing Network
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 1377-1385, 2015 (ICCV, Oral)
    PDF Technical Report Project Page

Object Detection

  • New Optimizing Video Object Detection via a Scale-Time Lattice
    K. Chen, J. Wang, S. Yang, X. Zhang, Y. Xiong, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page
  • Fusing Object Context to Detect Functional Area for Cognitive Robots
    H. Cheng, J. Cai, Q. Liu, Z. Zhang, K. Yang, C. C. Loy, L. Lin
    in Proceedings of IEEE International Conference on Robotics and Automation, 2018 (ICRA)
    PDF
  • Discover and Learn New Objects from Documentaries
    K. Chen, H. Song, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight)
    PDF Technical Report Project Page
  • DeepID-Net: Object Detection with Deformable Part Based Convolutional Neural Networks
    W. Ouyang, X. Zeng, X. Wang, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, H. Li, K. Wang, J. Yan, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 (TPAMI)
    DOI
  • DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
    W. Ouyang, X. Wang, X. Zeng, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2403-2412, 2015 (CVPR, winning approach in ILSVRC2014 detection task)
    PDF Project Page | Codes
  • DeepID-Net: Multi-stage and Deformable Deep Convolutional Neural Network for Generic Object Detection
    W. Ouyang, P. Luo, X. Zeng, S. Qiu, Y. Tian, H. Li, S. Yang, Z. Wang, Y. Xiong, C. Qian, Z. Zhu, R. Wang, C. C. Loy, X. Wang, X. Tang
    Technical report, arXiv:1409.3505, 2014
    PDF Project Page

Visual Surveillance

Camera Network Analysis

  • Incremental Activity Modelling in Multiple Disjoint Cameras
    C. C. Loy, T. Xiang, and S. Gong
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1799-1813, 2012 (TPAMI)
    DOI PDF Project Page | Codes
  • Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
    X. Zhu, S. Gong, and C. C. Loy
    in Proceedings of British Machine Vision Conference, 2012 (BMVC)
    PDF Extended Abstract Poster
  • Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
    C. C. Loy, T. Xiang, and S. Gong
    International Journal of Computer Vision, vol. 90, no. 1, pp. 106-129, 2010 (IJCV)
    DOI PDF Project Page | Codes
  • Modelling Activity Global Temporal Dependencies using Time Delayed Probabilistic Graphical Model
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of International Conference on Computer Vision, pp. 120-127, 2009 (ICCV, Oral)
    PDF Project Page | Codes
  • Multi-Camera Activity Correlation Analysis
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1988-1995, 2009 (CVPR, Oral)
    PDF Project Page | Codes

Person Attribute Recognition | Person Re-Identification

  • Pedestrian Color Naming via Convolutional Neural Network
    Z. Cheng, X. Li, and C. C. Loy
    in Proceedings of Asian Conference on Computer Vision, 2016 (ACCV, Oral, Best Application Paper Honorable Mention)
    PDF Project Page
  • Human Attribute Recognition by Deep Hierarchical Contexts
    Y. Li, C. Huang, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  • Pedestrian Attribute Recognition At Far Distance
    Y. Deng, P. Luo, C. C. Loy, X. Tang
    ACM Multimedia, pp. 789-792, 2014 (ACM MM)
    PDF Technical Report Project Page
  • On-the-fly Feature Importance Mining for Person Re-Identification
    C. Liu, S. Gong, and C. C. Loy
    Pattern Recognition, vol. 47, no. 4, pp. 1602-1615, 2014 (PR)
    DOI PDF Project Page
  • Person Re-Identification
    S. Gong, M. Cristani, S. Yan, C. C. Loy (Eds.)
    Springer, January 2014
    DOI Preface Introduction
  • The Re-Identification Challenge [A Survey]
    S. Gong, M. Cristani, C. C. Loy, and T. Hospedales
    In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014
    PDF
  • Evaluating Feature Importance for Re-Identification
    C. Liu, S. Gong, C. C. Loy, X. Lin
    In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014
    PDF
  • POP: Person Re-Identification Post-Rank Optimisation
    C. Liu, C. C. Loy, S. Gong, and G. Wang
    in Proceedings of IEEE International Conference on Computer Vision, pp. 441-448, 2013 (ICCV)
    PDF Poster Project Page
  • Person Re-Identification by Manifold Ranking
    C. C. Loy, C. Liu, and S. Gong
    in Proceedings of IEEE International Conference on Image Processing, pp. 3567-3571, 2013 (ICIP)
    PDF Poster Project Page | Codes
  • Person Re-Identification: What Features are Important?
    C. Liu, S. Gong, C. C. Loy, X. Lin
    in Proceedings of European Conference on Computer Vision, International Workshop on Re-Identification, pp. 391-401, 2012 (Re-Id @ ECCV)
    PDF Project Page

Crowd Behaviour Understanding and Profiling

  • Deep Learning for Scene Independent Crowd Analysis
    X. Wang and C. C. Loy
    In V. Murino, M. Cristani, S. Shah, S. Savarese (Eds.), Group and Crowd Behavior for Computer Vision, Elsevier, 2017
    Book Link
  • Crowded Scene Understanding by Deeply Learned Volumetric Slices
    J. Shao, C. C. Loy, X. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST)
    DOI
  • Slicing Convolutional Neural Network for Crowd Video Understanding
    J. Shao, C. C. Loy, K. Kang, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  • Learning Scene-Independent Group Descriptors for Crowd Understanding
    J. Shao, C. C. Loy, K. Kang, X. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST)
    Preprint
  • Deeply Learned Attributes for Crowded Scene Understanding
    J. Shao, K. Kang, C. C. Loy, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4657-4666, 2015 (CVPR, Oral)
    PDF Project Page | Codes
  • Scene-Independent Group Profiling in Crowd
    J. Shao, C. C. Loy, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2227-2234, 2014 (CVPR, Oral)
    PDF Demo Project Page | Codes
  • Stream-based Joint Exploration-Exploitation Active Learning
    C. C. Loy, T. M. Hospedales, T. Xiang, and S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1560-1567, 2012 (CVPR, Oral)
    PDF Project Page | Codes
  • Crowd Saliency Detection via Global Similarity Structure
    M. K. Lim, V. J. Kok, C. C. Loy, and C. S. Chan
    in Proceedings of International Conference on Pattern Recognition, pp. 3957-3962, 2014 (ICPR, Oral)
    PDF Project Page
  • Salient Motion Detection in Crowded Scenes
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of International Symposium on Communications, Control and Signal Processing, pp. 1-4, 2012
    PDF
  • Detecting and Discriminating Behavioural Anomalies
    C. C. Loy, T. Xiang, and S. Gong
    Pattern Recognition, vol. 44, no. 1, pp. 117-132, 2011 (PR)
    DOI PDF
  • Stream-based Active Unusual Event Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of Asian Conference on Computer Vision, pp. 161-175, 2010 (ACCV, Oral)
    PDF
  • Modelling Multi-object Activity by Gaussian Processes
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of British Machine Vision Conference, 2009 (BMVC)
    PDF Extended Abstract Poster
  • Surveillance Video Behaviour Profiling and Anomaly Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of Society of Photo-Optical Instrumentation Engineers Conference Series, 2009
  • From Local Temporal Correlation to Global Anomaly Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of European Conference on Computer Vision, International Workshop on Machine Learning for Vision-based Motion Analysis, 2008 (MLVMA @ ECCV)

Crowd Density Estimation | Crowd Counting

  • From Semi-Supervised to Transfer Counting of Crowds
    C. C. Loy, S. Gong, and T. Xiang
    in Proceedings of IEEE International Conference on Computer Vision, pp. 2256-2263, 2013 (ICCV)
    PDF Poster Project Page
  • Cumulative Attribute Space for Age and Crowd Density Estimation
    K. Chen, S. Gong, T. Xiang, and C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral)
    PDF Poster Project Page
  • Crowd Counting and Profiling: Methodology and Evaluation
    C. C. Loy, K. Chen, S. Gong, T. Xiang
    in S. Ali, K. Nishino, D. Manocha, and M. Shah (Eds.), Modeling, Simulation and Visual Analysis of Crowds, Springer, vol. 11, pp. 347-382, 2013
    DOI PDF
  • Feature Mining for Localised Crowd Counting
    K. Chen, C. C. Loy, S. Gong, and T. Xiang
    in Proceedings of British Machine Vision Conference, 2012 (BMVC)
    PDF Extended Abstract Poster Project Page

Vehicle Classification

  • A Large-Scale Car Dataset for Fine-Grained Categorization and Verification
    L. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 3973-3981, 2015 (CVPR)
    PDF Technical Report Project Page Model@Caffe

Video Summarisation

  • Learning from Multiple Sources for Video Summarisation
    X. Zhu, C. C. Loy, S. Gong
    International Journal of Computer Vision, vol. 117, no. 3, pp. 247–268, 2015 (IJCV)
    DOI PDF Technical Report Project Page
  • Constrained Clustering with Imperfect Oracles
    X. Zhu, C. C. Loy, and S. Gong
    IEEE Transactions on Neural Networks and Learning Systems, 2015 (TNNLS)
    DOI PDF Project Page
  • Constructing Robust Affinity Graphs for Spectral Clustering
    X. Zhu, C. C. Loy, S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1450-1457, 2014 (CVPR)
    PDF Poster Project Page | Codes
  • Video Synopsis by Heterogeneous Multi-Source Correlation
    X. Zhu, C. C. Loy, and S. Gong
    in Proceedings of IEEE International Conference on Computer Vision, pp. 81-88, 2013 (ICCV)
    PDF Poster Project Page
  • Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
    X. Zhu, C. C. Loy, and S. Gong
    in Proceedings of IEEE International Conference on Data Mining, pp. 1307-1312, 2013 (ICDM)
    PDF Project Page

General

  • Security and Surveillance
    S. Gong, C. C. Loy, and T. Xiang
    in T. Moeslund, A. Hilton, V. Krueger, L. Sigal (Eds.), Visual Analysis of Humans: Looking at People, Springer, pp. 455-472, 2011
    DOI PDF
  • Activity Understanding and Unusual Event Detection in Surveillance Videos
    C. C. Loy
    PhD Thesis, Queen Mary University of London, 2010
    PDF

Other Computer Vision Applications

Fashion

  • New Be Your Own Prada: Fashion Synthesis with Structural Coherence
    S. Zhu, S. Fidler, R. Urtasun, D. Lin, C. C. Loy
    in Proceedings of International Conference on Computer Vision, 2017 (ICCV)
    PDF Project Page | Codes
  • Sketch Me That Shoe
    Q. Yu, F. Liu, Y. Song, T. Xiang, T. M. Hospedales, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral)
    PDF Project Page | Codes

Scene Text

  • Reading Scene Text in Deep Convolutional Sequences
    P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
    in Proceedings of AAAI Conference on Artificial Intelligence, 2016 (AAAI, Oral)
    PDF Technical Report

Vision and Language

  • New Learning to Disambiguate by Asking Discriminative Questions
    Y. Li, C. Huang, X. Tang, C. C. Loy
    in Proceedings of International Conference on Computer Vision, 2017 (ICCV)
    PDF Technical Report Project Page

Others

  • Development of Fine-grained Pill Identification Algorithm using Deep Convolutional Network
    Y. F. Wong, H. T. Ng, K. Y. Leung, K. Y. Chan, S. Y. Chan, C. C. Loy
    Journal of Biomedical Informatics, 2017 (JBI)
    DOI Project Page
  • Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
    Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
    IEEE Transactions on Image Processing, 2018 (TIP)
    Technical Report
  • Towards Robust Color Recovery for High-Capacity Color QR Codes
    Z. Yang, Z. Cheng, C. C. Loy, W. C. Lau, C. M. Li, G. Li
    in Proceedings of IEEE International Conference on Image Processing, 2016 (ICIP)
    PDF Project Page
  • Authenticating the Identity of Computer Users with Typing Biometrics and the Fuzzy Min-Max Neural Network
    A. Quteishat, C. P. Lim, C. C. Loy, and W. K. Lai
    Special Issue on Biometrics and Its Applications, International Journal of Biomedical Soft Computing and Human Sciences, vo. 14, no. 1, pp. 47-53, 2008
    PDF
  • Keystroke Patterns Classification using the ARTMAP-FD Neural Network
    C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 61-64, 2007
    PDF
  • Pressure-based Typing Biometrics User Authentication Using The Fuzzy ARTMAP Neural Network
    C. C. Loy, C. P. Lim, and W. K. Lai
    in Proceedings of International Conference on Neural Information Processing, 2005 (ICONIP)

    PDF
  • The Development of a Pressure-based Typing Biometrics User Authentication System
    C. C. Loy, C. P. Lim, W. K. Lai
    ASEAN Virtual Instrumentation Applications Contest, 2005

    PDF
  • Classification of Computer System Users through Keystroke Dynamics
    C. C. Loy, I. Hanum, C. P. Lim, W. K. Lai
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2005
  • Robust Modular ARTMAP for Multi-Class Shape Recognition
    C. P. Tan, C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of IEEE International Joint Conference on Neural Networks, pp. 2405-2412, 2008 (IJCNN)
  • Modular ARTMAP for Multi-Class Pattern Recognition
    C. C. Loy, C. P. Tan, W. K. Lai
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2007
  • Use of Circle-Segments as a Data Visualization Technique for Feature Selection in Pattern Classification
    S. L. Wang, C. C. Loy, C. P. Lim, W. K. Lai, and K. S. Tan
    in Proceedings of International Conference on Neural Information Processing, pp. 625-634, 2007 (ICONIP)

    PDF
  • Needle in a Data Haystack: Finding Similarities in High-Dimensional Data
    W. K. Lai, A. Z. Fatimah, and C. C. Loy
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2006
  • Investigation into the Use of N-grams for Ovarian Cancer Identification
    Z. Z. Sharifah, C. C. Loy, S. Y. Tai, and W. K. Lai
    in Proceedings of International Conference of Artificial Intelligence in Engineering and Technology, 2006
  • Dimensionality Reduction of Protein Mass Spectrometry Data Using Random Projection
    C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of International Conference on Neural Information Processing, pp. 776-785, 2006 (ICONIP)

    PDF

Thesis

  1. Activity Understanding and Unusual Event Detection in Surveillance Videos
    C. C. Loy
    PhD Thesis, Queen Mary University of London, 2010
    PDF

Edited Book

  1. Person Re-Identification
    S. Gong, M. Cristani, S. Yan, C. C. Loy (Eds.)
    Springer, January 2014
    DOI Preface Introduction

Book Chapter

  1. Deep Learning for Scene Independent Crowd Analysis
    X. Wang and C. C. Loy
    In V. Murino, M. Cristani, S. Shah, S. Savarese (Eds.), Group and Crowd Behavior for Computer Vision, Elsevier, 2017
    Book Link
  2. Deep Learning Face Attributes for Face Detection and Alignment
    C. C. Loy, P. Luo, and C. Huang
    In R. S. Feris, C. Lampert and D. Parikh (Eds.), Visual Attributes, Springer, 2017
    Book Link
  3. The Re-Identification Challenge [A Survey]
    S. Gong, M. Cristani, C. C. Loy and T. Hospedales
    In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014
    PDF
  4. Evaluating Feature Importance for Re-Identification
    C. Liu, S. Gong, C. C. Loy, X. Lin
    In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014
    PDF
  5. Crowd Counting and Profiling: Methodology and Evaluation
    C. C. Loy, K. Chen, S. Gong, T. Xiang
    in S. Ali, K. Nishino, D. Manocha, and M. Shah (Eds.), Modeling, Simulation and Visual Analysis of Crowds, Springer, vol. 11, pp. 347-382, 2013
    DOI PDF
  6. Security and Surveillance
    S. Gong, C. C. Loy, and T. Xiang
    in T. Moeslund, A. Hilton, V. Krueger, L. Sigal (Eds.), Visual Analysis of Humans: Looking at People, Springer, pp. 455-472, 2011
    DOI PDF

Journal

  1. Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
    Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
    IEEE Transactions on Image Processing, 2018 (TIP)
    Technical Report
  2. From Facial Expression Recognition to Interpersonal Relation Prediction
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    International Journal of Computer Vision, 2017 (IJCV)
    DOI Technical Report Project Page
  3. Faceness-Net: Face Detection through Deep Facial Part Responses
    S. Yang, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI)
    DOI Technical Report
  4. Deep Learning Markov Random Field for Semantic Segmentation
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI)
    Technical Report Project Page
  5. Image Aesthetic Assessment: An Experimental Survey
    Y. Deng, C. C. Loy, X. Tang
    IEEE Signal Processing Magazine, vol. 34, no. 4, pp. 80–106, 2017 (SPM)
    DOI Technical Report Project Page
  6. Discriminative Sparse Neighbor Approximation for Imbalanced Learning
    C. Huang, C. C. Loy, X. Tang
    IEEE Transactions on Neural Networks and Learning Systems, 2017 (TNNLS)
    DOI PDF Technical Report
  7. Development of Fine-grained Pill Identification Algorithm using Deep Convolutional Network
    Y. F. Wong, H. T. Ng, K. Y. Leung, K. Y. Chan, S. Y. Chan, C. C. Loy
    Journal of Biomedical Informatics, 2017 (JBI)
    DOI Project Page
  8. DeepID-Net: Object Detection with Deformable Part Based Convolutional Neural Networks
    W. Ouyang, X. Zeng, X. Wang, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, H. Li, K. Wang, J. Yan, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 (TPAMI)
    DOI
  9. A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-Resolution
    S. Ouyang, T. Hospedales, Y. Song, X. Li, C. C. Loy, X. Wang
    Image and Vision Computing, 2016 (IVC)
    DOI PDF
  10. Crowded Scene Understanding by Deeply Learned Volumetric Slices
    J. Shao, C. C. Loy, X. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST)
    DOI
  11. Learning Scene-Independent Group Descriptors for Crowd Understanding
    J. Shao, C. C. Loy, X. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST)
    Preprint
  12. Learning Deep Representation for Face Alignment with Auxiliary Attributes
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 5, pp. 918–930, 2016 (TPAMI)
    DOI Preprint Project Page | Codes
  13. Learning from Multiple Sources for Video Summarisation
    X. Zhu, C. C. Loy, S. Gong
    International Journal of Computer Vision, vol. 117, no. 3, pp. 247–268, 2015 (IJCV)
    DOI PDF Technical Report Project Page
  14. Image Super-Resolution Using Deep Convolutional Networks
    C. Dong, C. C. Loy, K. He, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2015 (TPAMI)
    DOI PDF Supplementary Material Project Page | Codes
  15. Constrained Clustering with Imperfect Oracles
    X. Zhu, C. C. Loy, and S. Gong
    IEEE Transactions on Neural Networks and Learning Systems, 2015 (TNNLS)
    DOI PDF Project Page
  16. On-the-fly Feature Importance Mining for Person Re-Identification
    C. Liu, S. Gong, and C. C. Loy
    Pattern Recognition, vol. 47, no. 4, pp. 1602-1615, 2014 (PR)
    DOI PDF Project Page
  17. Incremental Activity Modelling in Multiple Disjoint Cameras
    C. C. Loy, T. Xiang, and S. Gong
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1799-1813, 2012 (TPAMI)
    DOI PDF Project Page | Codes
  18. Detecting and Discriminating Behavioural Anomalies
    C. C. Loy, T. Xiang, and S. Gong
    Pattern Recognition, vol. 44, no. 1, pp. 117-132, 2011 (PR)
    DOI PDF
  19. Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
    C. C. Loy, T. Xiang, and S. Gong
    International Journal of Computer Vision, vol. 90, no. 1, pp. 106-129, 2010 (IJCV)
    DOI PDF Project Page | Codes
  20. Authenticating the Identity of Computer Users with Typing Biometrics and the Fuzzy Min-Max Neural Network
    A. Quteishat, C. P. Lim, C. C. Loy, and W. K. Lai
    Special Issue on Biometrics and Its Applications, International Journal of Biomedical Soft Computing and Human Sciences, vo. 14, no. 1, pp. 47-53, 2008
    PDF

Conference

  1. Aesthetic-Driven Image Enhancement by Adversarial Learning
    Y. Deng, C. C. Loy, X. Tang
    ACM Multimedia, 2018 (ACM MM)
    PDF Technical Report Project Page | Codes
  2. Optimizing Video Object Detection via a Scale-Time Lattice
    K. Chen, J. Wang, S. Yang, X. Zhang, Y. Xiong, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page
  3. Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
    K. Cao, Y. Rong, C. Li, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page | Codes
  4. Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
    X. Wang, K. Yu, C. Dong, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page | Codes
  5. Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
    K. Yu, C. Dong, L. Lin, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight)
    PDF Technical Report Project Page | Codes
  6. LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
    T.-W. Hui, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight)
    PDF Technical Report Project Page | Codes
  7. Fusing Object Context to Detect Functional Area for Cognitive Robots
    H. Cheng, J. Cai, Q. Liu, Z. Zhang, K. Yang, C. C. Loy, L. Lin
    in Proceedings of IEEE International Conference on Robotics and Automation, 2018 (ICRA)
    PDF
  8. Mix-and-Match Tuning for Self-supervised Semantic Segmentation
    X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight)
    PDF Technical Report Project Page
  9. Merge or Not? Learning to Group Faces via Imitation Learning
    Y. He, K. Cao, C. Li, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight)
    PDF Technical Report Project Page
  10. Be Your Own Prada: Fashion Synthesis with Structural Coherence
    S. Zhu, S. Fidler, R. Urtasun, D. Lin, C. C. Loy
    in Proceedings of International Conference on Computer Vision, 2017 (ICCV)
    PDF Project Page | Codes
  11. Learning to Disambiguate by Asking Discriminative Questions
    Y. Li, C. Huang, X. Tang, C. C. Loy
    in Proceedings of International Conference on Computer Vision, 2017 (ICCV)
    PDF Technical Report Project Page
  12. Quantifying Facial Age by Posterior of Age Comparisons
    Y. Zhang, L. Liu, C. Li, C. C. Loy
    in Proceedings of British Machine Vision Conference, 2017 (BMVC, Oral)
    PDF Technical Report Project Page
  13. PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
    X. Zhang, Z. Li, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR)
    PDF Technical Report Project Page
  14. Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade
    X. Li, Z. Liu, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight)
    PDF Technical Report Project Page
  15. Discover and Learn New Objects from Documentaries
    K. Chen, H. Song, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight)
    PDF Technical Report Project Page
  16. Local Similarity-Aware Deep Feature Embedding
    C. Huang, C. C. Loy, X. Tang
    in Proceedings of Neural Information Processing Systems, 2016 (NIPS)
    PDF Technical Report
  17. Pedestrian Color Naming via Convolutional Neural Network
    Z. Cheng, X. Li, and C. C. Loy
    in Proceedings of Asian Conference on Computer Vision, 2016 (ACCV, Oral, Best Application Paper Honorable Mention)
    PDF Project Page
  18. Accelerating the Super-Resolution Convolutional Neural Network
    C. Dong, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Technical Report Supplementary Material Project Page | Codes
  19. Joint Face Representation Adaptation and Clustering in Videos
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  20. Depth Map Super Resolution by Deep Multi-Scale Guidance
    T.-W. Hui, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page | Codes
  21. Deep Specialized Network for Illuminant Estimation
    W. Shi, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  22. Deep Cascaded Bi-Network for Face Hallucination
    S. Zhu, S. Liu, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Technical Report Project Page | Codes
  23. Human Attribute Recognition by Deep Hierarchical Contexts
    Y. Li, C. Huang, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  24. WIDER FACE: A Face Detection Benchmark
    S. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral)
    PDF Technical Report Leaderboard | Dataset
  25. Sketch Me That Shoe
    Q. Yu, F. Liu, Y. Song, T. Xiang, T. M. Hospedales, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral)
    PDF Project Page | Codes
  26. Learning Deep Representation for Imbalanced Classification
    C. Huang, Y. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  27. Slicing Convolutional Neural Network for Crowd Video Understanding
    J. Shao, C. C. Loy, K. Kang, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  28. Unconstrained Face Alignment via Cascaded Compositional Learning
    S. Zhu, C. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR)
    PDF Project Page
  29. Unsupervised Learning of Discriminative Attributes and Visual Representations
    C. Huang, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR)
    PDF Project Page | Codes
  30. Reading Scene Text in Deep Convolutional Sequences
    P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
    in Proceedings of AAAI Conference on Artificial Intelligence, 2016 (AAAI, Oral)
    PDF Technical Report
  31. Towards Robust Color Recovery for High-Capacity Color QR Codes
    Z. Yang, Z. Cheng, C. C. Loy, W. C. Lau, C. M. Li, G. Li
    in Proceedings of IEEE International Conference on Image Processing, 2016 (ICIP)
    PDF Project Page
  32. From Facial Part Responses to Face Detection: A Deep Learning Approach
    S. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 3676-3684, 2015 (ICCV)
    PDF Technical Report Supplementary Material Project Page
  33. Learning Social Relation Traits from Face Images
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 3631-3639, 2015 (ICCV)
    PDF Technical Report Supplementary Material Project Page
  34. Semantic Image Segmentation via Deep Parsing Network
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 1377-1385, 2015 (ICCV, Oral)
    PDF Technical Report Project Page
  35. Compression Artifacts Reduction by a Deep Convolutional Network
    C. Dong, Y. Deng, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 576-584, 2015 (ICCV)
    PDF Technical Report Project Page | Codes
  36. Deeply Learned Attributes for Crowded Scene Understanding
    J. Shao, K. Kang, C. C. Loy, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4657-4666, 2015 (CVPR, Oral)
    PDF Project Page | Codes
  37. Face Alignment by Coarse-to-Fine Shape Searching
    S. Zhu, C. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4998-5006, 2015 (CVPR)
    PDF Project Page | Codes
  38. A Large-Scale Car Dataset for Fine-Grained Categorization and Verification
    L. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 3973-3981, 2015 (CVPR)
    PDF Technical Report Project Page Model@Caffe
  39. DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
    W. Ouyang, X. Wang, X. Zeng, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2403-2412, 2015 (CVPR, winning approach in ILSVRC2014 detection task)
    PDF Project Page | Codes
  40. Deep Representation Learning with Target Coding
    S. Yang, P. Luo, C. C. Loy, K. W. Shum, X. Tang
    in Proceedings of AAAI Conference on Artificial Intelligence, 2015 (AAAI, Oral, nominated as easily accessible paper)
    PDF Supplementary Material Project Page | Codes
  41. Learning a Deep Convolutional Network for Image Super-Resolution
    C. Dong, C. C. Loy, K. He, X. Tang
    in Proceedings of European Conference on Computer Vision, pp 184-199, 2014 (ECCV)
    PDF Supplementary Material Project Page | Codes
  42. Facial Landmark Detection by Deep Multi-task Learning
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, pp. 94-108, 2014 (ECCV)
    PDF Technical Report Project Page | Codes
  43. Scene-Independent Group Profiling in Crowd
    J. Shao, C. C. Loy, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2227-2234, 2014 (CVPR, Oral)
    PDF Demo Project Page | Codes
  44. Constructing Robust Affinity Graphs for Spectral Clustering
    X. Zhu, C. C. Loy, S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1450-1457, 2014 (CVPR)
    PDF Poster Project Page | Codes
  45. Pedestrian Attribute Recognition At Far Distance
    Y. Deng, P. Luo, C. C. Loy, X. Tang
    ACM Multimedia, pp. 789-792, 2014 (ACM MM)
    PDF Technical Report Project Page
  46. Crowd Saliency Detection via Global Similarity Structure
    M. K. Lim, V. J. Kok, C. C. Loy, and C. S. Chan
    in Proceedings of International Conference on Pattern Recognition, pp. 3957-3962, 2014 (ICPR, Oral)
    PDF Project Page
  47. Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
    X. Zhu, C. C. Loy, and S. Gong
    in Proceedings of IEEE International Conference on Data Mining, pp. 1307-1312, 2013 (ICDM)
    PDF Project Page
  48. Video Synopsis by Heterogeneous Multi-Source Correlation
    X. Zhu, C. C. Loy, and S. Gong
    in Proceedings of IEEE International Conference on Computer Vision, pp. 81-88, 2013 (ICCV)
    PDF Poster Project Page
  49. POP: Person Re-Identification Post-Rank Optimisation
    C. Liu, C. C. Loy, S. Gong, G. Wang
    in Proceedings of IEEE International Conference on Computer Vision, pp. 441-448, 2013 (ICCV)
    PDF Poster Project Page
  50. From Semi-Supervised to Transfer Counting of Crowds
    C. C. Loy, S. Gong, and T. Xiang
    in Proceedings of IEEE International Conference on Computer Vision, pp. 2256-2263, 2013 (ICCV)
    PDF Poster Project Page
  51. Person Re-Identification by Manifold Ranking
    C. C. Loy, C. Liu, and S. Gong
    in Proceedings of IEEE International Conference on Image Processing, pp. 3567-3571, 2013 (ICIP)
    PDF Poster Project Page | Codes
  52. Cumulative Attribute Space for Age and Crowd Density Estimation
    K. Chen, S. Gong, T. Xiang, and C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral)
    PDF Poster Project Page
  53. Feature Mining for Localised Crowd Counting
    K. Chen, C. C. Loy, S. Gong, and T. Xiang
    in Proceedings of British Machine Vision Conference, 2012 (BMVC)
    PDF Extended Abstract Poster Project Page
  54. Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
    X. Zhu, S. Gong, and C. C. Loy
    in Proceedings of British Machine Vision Conference, 2012 (BMVC)
    PDF Extended Abstract Poster
  55. Stream-based Joint Exploration-Exploitation Active Learning
    C. C. Loy, T. M. Hospedales, T. Xiang, and S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1560-1567, 2012 (CVPR, Oral)
    PDF Project Page | Codes
  56. Stream-based Active Unusual Event Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of Asian Conference on Computer Vision, pp. 161-175, 2010 (ACCV, Oral)
    PDF
  57. Modelling Activity Global Temporal Dependencies using Time Delayed Probabilistic Graphical Model
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of International Conference on Computer Vision, pp. 120-127, 2009 (ICCV, Oral)
    PDF Project Page | Codes
  58. Modelling Multi-object Activity by Gaussian Processes
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of British Machine Vision Conference, 2009 (BMVC)
    PDF Extended Abstract Poster
  59. Multi-Camera Activity Correlation Analysis
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1988-1995, 2009 (CVPR, Oral)
    PDF Project Page | Codes
  60. Robust Modular ARTMAP for Multi-Class Shape Recognition
    C. P. Tan, C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of IEEE International Joint Conference on Neural Networks, pp. 2405-2412, 2008 (IJCNN)
  61. Keystroke Patterns Classification using the ARTMAP-FD Neural Network
    C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 61-64, 2007 (IIHMSP)
    PDF
  62. Use of Circle-Segments as a Data Visualization Technique for Feature Selection in Pattern Classification
    S. L. Wang, C. C. Loy, C. P. Lim, W. K. Lai, and K. S. Tan
    in Proceedings of International Conference on Neural Information Processing, pp. 625-634, 2007 (ICONIP)

    PDF
  63. Investigation into the Use of N-grams for Ovarian Cancer Identification
    Z. Z. Sharifah, C. C. Loy, S. Y. Tai, and W. K. Lai
    in Proceedings of International Conference of Artificial Intelligence in Engineering and Technology, 2006
  64. Dimensionality Reduction of Protein Mass Spectrometry Data Using Random Projection
    C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of International Conference on Neural Information Processing, pp. 776-785, 2006 (ICONIP)

    PDF
  65. Pressure-based Typing Biometrics User Authentication Using The Fuzzy ARTMAP Neural Network
    C. C. Loy, C. P. Lim, and W. K. Lai
    in Proceedings of International Conference on Neural Information Processing, 2005 (ICONIP)

    PDF

Technical Report

  1. Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    Technical report, arXiv:1806.02919, 2018
    Technical Report
  2. Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    H. Chen, Y. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1806.00194, 2018
    Technical Report
  3. Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
    X. Li, C. C. Loy
    Technical report, arXiv:1803.04242, 2018
    Technical Report
  4. Aesthetic-Driven Image Enhancement by Adversarial Learning
    Y. Deng, C. C. Loy, X. Tang
    Technical report, arXiv:1707.05251, 2017
    Technical Report Project Page | Codes
  5. Merge or Not? Learning to Group Faces via Imitation Learning
    Y. He, K. Cao, C. Li, C. C. Loy
    Technical report, arXiv:1707.03986, 2017
    Technical Report Project Page
  6. Face Detection through Scale-Friendly Deep Convolutional Networks
    S. Yang, Y. Xiong, C. C. Loy, X. Tang
    Technical report, arXiv:1706.02863, 2017
    Technical Report
  7. Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
    Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
    Technical report, arXiv:1704.06447, 2017
    Technical Report
  8. Faceness-Net: Face Detection through Deep Facial Part Responses
    S. Yang, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1701.08393, 2017
    Technical Report
  9. PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
    X. Zhang, Z. Li, C. C. Loy, D. Lin
    Technical report, arXiv:1611.05725, 2016
    Technical Report Project Page
  10. Image Aesthetic Assessment: An Experimental Survey
    Y. Deng, C. C. Loy, X. Tang
    Technical report, arXiv:1610.00838, 2016
    PDF Project Page
  11. From Facial Expression Recognition to Interpersonal Relation Prediction
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1609.06426, 2016
    Technical Report Project Page
  12. Deep Convolution Networks for Compression Artifacts Reduction
    K. Yu, C. Dong, C. C. Loy, X. Tang
    Technical report, arXiv:1608.02778, 2016
    Technical Report Project Page | Codes
  13. Deep Learning Markov Random Field for Semantic Segmentation
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1606.07230, 2016
    Technical Report Project Page
  14. Discriminative Sparse Neighbor Approximation for Imbalanced Learning
    C. Huang, C. C. Loy, X. Tang
    Technical report, arXiv:1602.01197, 2016
    Technical Report
  15. WIDER FACE: A Face Detection Benchmark
    S. Yang, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1511.06523, 2015
    Technical Report Leaderboard | Dataset
  16. Towards Arbitrary-View Face Alignment by Recommendation Trees
    S. Zhu, C. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1511.06627, 2015
    Technical Report
  17. An Empirical Study of Recent Face Alignment Methods
    H. Yang, X. Jia, C. C. Loy, P. Robinson
    Technical report, arXiv:1511.05049, 2015
    Technical Report Project Page
  18. Reading Scene Text in Deep Convolutional Sequences
    P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
    Technical report, arXiv:1506.04395, 2015
    Technical Report
  19. Boosting Optical Character Recognition: A Super-Resolution Approach
    C. Dong, X. Zhu, Y. Deng, C. C. Loy, Y. Qiao
    Technical report, arXiv:1506.02211, 2015 (Winning approach in ICDAR Competition on Text Image Super-Resolution)
    Technical Report
  20. Compression Artifacts Reduction by a Deep Convolutional Network
    C. Dong, Y. Deng, C. C. Loy, X. Tang
    Technical report, arXiv:1504.06993, 2015
    Technical Report Project Page | Codes
  21. Image Super-Resolution Using Deep Convolutional Networks
    C. Dong, C. C. Loy, K. He, X. Tang
    Technical report, arXiv:1501.00092, 2015
    Technical Report Supplementary Material Project Page | Codes
  22. Learning Deep Representation for Face Alignment with Auxiliary Attributes
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1408.3967, 2014
    Technical Report Project Page | Codes
  23. Transferring Landmark Annotations for Cross-Dataset Face Alignment
    S. Zhu, C. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1409.0602, 2014
    Technical Report Project Page
  24. DeepID-Net: Multi-stage and Deformable Deep Convolutional Neural Network for Generic Object Detection
    W. Ouyang, P. Luo, X. Zeng, S. Qiu, Y. Tian, H. Li, S. Yang, Z. Wang, Y. Xiong, C. Qian, Z. Zhu, R. Wang, C. C. Loy, X. Wang, X. Tang
    Technical report, arXiv:1409.3505, 2014
    Technical Report Project Page

Workshop

  1. Video Object Segmentation with Re-identification
    X. Li, Y. Qi, Z. Wang. K. Chen, Z. Liu, J. Shi, P. Luo, X. Tang, C. C. Loy
    in Workshop of DAVIS Challenge on Video Object Segmentation, IEEE Conference on Computer Vision and Pattern Recognition, 2017 (Winning approach in DAVIS Challenge 2017, CVPR)
    PDF Technical Report Project Page
  2. Person Re-Identification: What Features are Important?
    C. Liu, S. Gong, C. C. Loy, X. Lin
    in Proceedings of European Conference on Computer Vision, International Workshop on Re-Identification, pp. 391-401, 2012 (Re-Id @ ECCV)
    PDF Project Page
  3. Salient Motion Detection in Crowded Scenes
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of International Symposium on Communications, Control and Signal Processing, pp. 1-4, 2012
    PDF
  4. From Local Temporal Correlation to Global Anomaly Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of European Conference on Computer Vision, International Workshop on Machine Learning for Vision-based Motion Analysis, 2008 (MLVMA @ ECCV)
  5. Modular ARTMAP for Multi-Class Pattern Recognition
    C. C. Loy, C. P. Tan, W. K. Lai
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2007
  6. Needle in a Data Haystack: Finding Similarities in High-Dimensional Data
    W. K. Lai, A. Z. Fatimah, and C. C. Loy
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2006
  7. Classification of Computer System Users through Keystroke Dynamics
    C. C. Loy, I. Hanum, C. P. Lim, W. K. Lai
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2005
  8. The Development of a Pressure-based Typing Biometrics User Authentication System
    C. C. Loy, C. P. Lim, W. K. Lai
    ASEAN Virtual Instrumentation Applications Contest, 2005

    PDF

Invited Paper

  1. Surveillance Video Behaviour Profiling and Anomaly Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of Society of Photo-Optical Instrumentation Engineers Conference Series, 2009

2018

  1. Aesthetic-Driven Image Enhancement by Adversarial Learning
    Y. Deng, C. C. Loy, X. Tang
    ACM Multimedia, 2018 (ACM MM)
    PDF Technical Report Project Page | Codes
  2. Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    Technical report, arXiv:1806.02919, 2018
    Technical Report
  3. Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    H. Chen, Y. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1806.00194, 2018
    Technical Report
  4. Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
    X. Li, C. C. Loy
    Technical report, arXiv:1803.04242, 2018
    Technical Report
  5. Optimizing Video Object Detection via a Scale-Time Lattice
    K. Chen, J. Wang, S. Yang, X. Zhang, Y. Xiong, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page
  6. Pose-Robust Face Recognition via Deep Residual Equivariant Mapping
    K. Cao, Y. Rong, C. Li, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page | Codes
  7. Recovering Realistic Texture in Image Super-resolution by Deep Spatial Feature Transform
    X. Wang, K. Yu, C. Dong, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR)
    PDF Technical Report Project Page | Codes
  8. Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning
    K. Yu, C. Dong, L. Lin, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight)
    PDF Technical Report Project Page | Codes
  9. LiteFlowNet: A Lightweight Convolutional Neural Network for Optical Flow Estimation
    T.-W. Hui, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2018 (CVPR, Spotlight)
    PDF Technical Report Project Page | Codes
  10. Mix-and-Match Tuning for Self-supervised Semantic Segmentation
    X. Zhan, Z. Liu, P. Luo, X. Tang, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight)
    PDF Technical Report Project Page
  11. Merge or Not? Learning to Group Faces via Imitation Learning
    Y. He, K. Cao, C. Li, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2018 (AAAI, Spotlight)
    PDF Technical Report Project Page
  12. Robust and Fast Decoding of High-Capacity Color QR Codes for Mobile Applications
    Z. Yang, H. Xu, J. Deng, C. C. Loy, W. C. Lau
    IEEE Transactions on Image Processing, 2018 (TIP)
    Technical Report
  13. Fusing Object Context to Detect Functional Area for Cognitive Robots
    H. Cheng, J. Cai, Q. Liu, Z. Zhang, K. Yang, C. C. Loy, L. Lin
    in Proceedings of IEEE International Conference on Robotics and Automation, 2018 (ICRA)
    PDF

2017

  1. Video Object Segmentation with Re-identification
    X. Li, Y. Qi, Z. Wang. K. Chen, Z. Liu, J. Shi, P. Luo, X. Tang, C. C. Loy
    in Workshop of DAVIS Challenge on Video Object Segmentation, IEEE Conference on Computer Vision and Pattern Recognition, 2017 (Winning approach in DAVIS Challenge 2017, CVPR)
    PDF Technical Report Project Page
  2. Aesthetic-Driven Image Enhancement by Adversarial Learning
    Y. Deng, C. C. Loy, X. Tang
    Technical report, arXiv:1707.05251, 2017
    Technical Report Project Page | Codes
  3. Be Your Own Prada: Fashion Synthesis with Structural Coherence
    S. Zhu, S. Fidler, R. Urtasun, D. Lin, C. C. Loy
    in Proceedings of International Conference on Computer Vision, 2017 (ICCV)
    PDF Project Page | Codes
  4. Learning to Disambiguate by Asking Discriminative Questions
    Y. Li, C. Huang, X. Tang, C. C. Loy
    in Proceedings of International Conference on Computer Vision, 2017 (ICCV)
    PDF Technical Report Project Page
  5. Merge or Not? Learning to Group Faces via Imitation Learning
    Y. He, K. Cao, C. Li, C. C. Loy
    Technical report, arXiv:1707.03986, 2017
    Technical Report Project Page
  6. Quantifying Facial Age by Posterior of Age Comparisons
    Y. Zhang, L. Liu, C. Li, C. C. Loy
    in Proceedings of British Machine Vision Conference, 2017 (BMVC, Oral)
    PDF Technical Report Project Page
  7. Face Detection through Scale-Friendly Deep Convolutional Networks
    S. Yang, Y. Xiong, C. C. Loy, X. Tang
    Technical report, arXiv:1706.02863, 2017
    Technical Report
  8. Deep Learning Markov Random Field for Semantic Segmentation
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI)
    Technical Report Project Page
  9. Faceness-Net: Face Detection through Deep Facial Part Responses
    S. Yang, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2017 (TPAMI)
    DOI Technical Report
  10. Image Aesthetic Assessment: An Experimental Survey
    Y. Deng, C. C. Loy, X. Tang
    IEEE Signal Processing Magazine, vol. 34, no. 4, pp. 80–106, 2017 (SPM)
    DOI Technical Report Project Page
  11. Development of Fine-grained Pill Identification Algorithm using Deep Convolutional Network
    Y. F. Wong, H. T. Ng, K. Y. Leung, K. Y. Chan, S. Y. Chan, C. C. Loy
    Journal of Biomedical Informatics, 2017 (JBI)
    DOI Project Page
  12. PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
    X. Zhang, Z. Li, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR)
    PDF Technical Report Project Page
  13. Not All Pixels Are Equal: Difficulty-Aware Semantic Segmentation via Deep Layer Cascade
    X. Li, Z. Liu, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight)
    PDF Technical Report Project Page
  14. Discover and Learn New Objects from Documentaries
    K. Chen, H. Song, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2017 (CVPR, Spotlight)
    PDF Technical Report Project Page
  15. From Facial Expression Recognition to Interpersonal Relation Prediction
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    International Journal of Computer Vision, 2017 (IJCV)
    DOI Technical Report Project Page
  16. Discriminative Sparse Neighbor Approximation for Imbalanced Learning
    C. Huang, C. C. Loy, X. Tang
    IEEE Transactions on Neural Networks and Learning Systems, 2017 (TNNLS)
    DOI PDF Technical Report
  17. Deep Learning for Scene Independent Crowd Analysis
    X. Wang and C. C. Loy
    In V. Murino, M. Cristani, S. Shah, S. Savarese (Eds.), Group and Crowd Behavior for Computer Vision, Elsevier, 2017
    Book Link
  18. Deep Learning Face Attributes for Face Detection and Alignment
    C. C. Loy, P. Luo, and C. Huang
    In R. S. Feris, C. Lampert and D. Parikh (Eds.), Visual Attributes, Springer, 2017
    Book Link

2016

  1. PolyNet: A Pursuit of Structural Diversity in Very Deep Networks
    X. Zhang, Z. Li, C. C. Loy, D. Lin
    Technical report, arXiv:1611.05725, 2016
    Technical Report Project Page
  2. Local Similarity-Aware Deep Feature Embedding
    C. Huang, C. C. Loy, X. Tang
    in Proceedings of Neural Information Processing Systems, 2016 (NIPS)
    PDF Technical Report
  3. Pedestrian Color Naming via Convolutional Neural Network
    Z. Cheng, X. Li, C. C. Loy
    in Proceedings of Asian Conference on Computer Vision, 2016 (ACCV, Oral, Best Application Paper Honorable Mention)
    PDF Project Page
  4. Accelerating the Super-Resolution Convolutional Neural Network
    C. Dong, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Technical Report Supplementary Material Project Page | Codes
  5. Joint Face Representation Adaptation and Clustering in Videos
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  6. Depth Map Super Resolution by Deep Multi-Scale Guidance
    T.-W. Hui, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page | Codes
  7. Deep Specialized Network for Illuminant Estimation
    W. Shi, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  8. Deep Cascaded Bi-Network for Face Hallucination
    S. Zhu, S. Liu, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Technical Report Project Page | Codes
  9. Human Attribute Recognition by Deep Hierarchical Contexts
    Y. Li, C. Huang, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, 2016 (ECCV)
    PDF Project Page
  10. Crowded Scene Understanding by Deeply Learned Volumetric Slices
    J. Shao, C. C. Loy, K. Kang X. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST)
    DOI
  11. WIDER FACE: A Face Detection Benchmark
    S. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral)
    PDF Technical Report Leaderboard | Dataset
  12. Sketch Me That Shoe
    Q. Yu, F. Liu, Y. Song, T. Xiang, T. M. Hospedales, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Oral)
    PDF Project Page | Codes
  13. Learning Deep Representation for Imbalanced Classification
    C. Huang, Y. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  14. Slicing Convolutional Neural Network for Crowd Video Understanding
    J. Shao, C. C. Loy, K. Kang, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR, Spotlight)
    PDF Project Page | Codes
  15. Unconstrained Face Alignment via Cascaded Compositional Learning
    S. Zhu, C. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR)
    PDF Project Page
  16. Unsupervised Learning of Discriminative Attributes and Visual Representations
    C. Huang, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2016 (CVPR)
    PDF Project Page | Codes
  17. Learning Deep Representation for Face Alignment with Auxiliary Attributes
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 5, pp. 918–930, 2016 (TPAMI)
    DOI Preprint Project Page | Codes
  18. DeepID-Net: Object Detection with Deformable Part Based Convolutional Neural Networks
    W. Ouyang, X. Zeng, X. Wang, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, H. Li, K. Wang, J. Yan, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2016 (TPAMI)
    DOI
  19. A Survey on Heterogeneous Face Recognition: Sketch, Infra-red, 3D and Low-Resolution
    S. Ouyang, T. Hospedales, Y. Song, X. Li, C. C. Loy, X. Wang
    Image and Vision Computing, 2016 (IVC)
    DOI PDF
  20. Learning Scene-Independent Group Descriptors for Crowd Understanding
    J. Shao, C. C. Loy, K. Kang, X. Wang
    IEEE Transactions on Circuits and Systems for Video Technology, 2016 (TCVST)
    Preprint
  21. Reading Scene Text in Deep Convolutional Sequences
    P. He, W. Huang, Y. Qiao, C. C. Loy, X. Tang
    in Proceedings of AAAI Conference on Artificial Intelligence, 2016 (AAAI, Oral)
    PDF Technical Report
  22. Towards Robust Color Recovery for High-Capacity Color QR Codes
    Z. Yang, Z. Cheng, C. C. Loy, W. C. Lau, C. M. Li, G. Li
    in Proceedings of IEEE International Conference on Image Processing, 2016 (ICIP)
    PDF Project Page
  23. Image Aesthetic Assessment: An Experimental Survey
    Y. Deng, C. C. Loy, X. Tang
    Technical report, arXiv:1610.00838, 2016
    Technical Report Project Page
  24. From Facial Expression Recognition to Interpersonal Relation Prediction
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1609.06426, 2016
    Technical Report Project Page
  25. Deep Convolution Networks for Compression Artifacts Reduction
    K. Yu, C. Dong, C. C. Loy, X. Tang
    Technical report, arXiv:1608.02778, 2016
    Technical Report Project Page | Codes
  26. Deep Learning Markov Random Field for Semantic Segmentation
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1606.07230, 2016
    Technical Report Project Page
  27. Discriminative Sparse Neighbor Approximation for Imbalanced Learning
    C. Huang, C. C. Loy, X. Tang
    Technical report, arXiv:1602.01197, 2016
    Technical Report

2015

  1. WIDER FACE: A Face Detection Benchmark
    S. Yang, P. Luo, C. C. Loy, X. Tang
    Technical report, arXiv:1511.06523, 2015
    Technical Report Leaderboard | Dataset
  2. Towards Arbitrary-View Face Alignment by Recommendation Trees
    S. Zhu, C. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1511.06627, 2015
    Technical Report
  3. An Empirical Study of Recent Face Alignment Methods
    H. Yang, X. Jia, C. C. Loy, P. Robinson
    Technical report, arXiv:1511.05049, 2015
    Technical Report Project Page
  4. Learning from Multiple Sources for Video Summarisation
    X. Zhu, C. C. Loy, S. Gong
    International Journal of Computer Vision, vol. 117, no. 3, pp. 247–268, 2015 (IJCV)
    DOI PDF Technical Report Project Page
  5. From Facial Part Responses to Face Detection: A Deep Learning Approach
    S. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 3676-3684, 2015 (ICCV)
    PDF Technical Report Supplementary Material Project Page
  6. Semantic Image Segmentation via Deep Parsing Network
    Z. Liu, X. Li, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 1377-1385, 2015 (ICCV, Oral)
    PDF Technical Report Project Page
  7. Compression Artifacts Reduction by a Deep Convolutional Network
    C. Dong, Y. Deng, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 576-584, 2015 (ICCV)
    PDF Technical Report Project Page | Codes
  8. Learning Social Relation Traits from Face Images
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of International Conference on Computer Vision, pp. 3631-3639, 2015 (ICCV)
    PDF Technical Report Supplementary Material Project Page
  9. Image Super-Resolution Using Deep Convolutional Networks
    C. Dong, C. C. Loy, K. He, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 38, no. 2, pp. 295-307, 2015 (TPAMI)
    DOI PDF Supplementary Material Project Page | Codes
  10. Deeply Learned Attributes for Crowded Scene Understanding
    J. Shao, K. Kang, C. C. Loy, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4657-4666, 2015 (CVPR, Oral)
    PDF Project Page | Codes
  11. Face Alignment by Coarse-to-Fine Shape Searching
    S. Zhu, C. Li, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 4998-5006, 2015 (CVPR)
    PDF Project Page | Codes
  12. A Large-Scale Car Dataset for Fine-Grained Categorization and Verification
    L. Yang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 3973-3981, 2015 (CVPR)
    PDF Technical Report Project Page Model@Caffe
  13. DeepID-Net: Deformable Deep Convolutional Neural Networks for Object Detection
    W. Ouyang, X. Wang, X. Zeng, S. Qiu, P. Luo, Y. Tian, H. Li, S. Yang, Z. Wang, C. C. Loy, X. Tang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2403-2412, 2015 (CVPR, winning approach in ILSVRC2014 detection task)
    PDF Project Page | Codes
  14. Boosting Optical Character Recognition: A Super-Resolution Approach
    C. Dong, X. Zhu, Y. Deng, C. C. Loy, Y. Qiao
    Technical report, arXiv:1506.02211, 2015 (Winning approach in ICDAR Competition on Text Image Super-Resolution)
    PDF
  15. Constrained Clustering with Imperfect Oracles
    X. Zhu, C. C. Loy, and S. Gong
    IEEE Transactions on Neural Networks and Learning Systems, 2015 (TNNLS)
    DOI PDF Project Page
  16. Deep Representation Learning with Target Coding
    S. Yang, P. Luo, C. C. Loy, K. W. Shum, X. Tang
    in Proceedings of AAAI Conference on Artificial Intelligence, 2015 (AAAI, Oral, nominated as easily accessible paper)
    PDF Supplementary Material Project Page | Codes

2014

  1. Learning a Deep Convolutional Network for Image Super-Resolution
    C. Dong, C. C. Loy, K. He, X. Tang
    in Proceedings of European Conference on Computer Vision, pp 184-199, 2014 (ECCV)
    PDF Supplementary Material Project Page | Codes
  2. Facial Landmark Detection by Deep Multi-task Learning
    Z. Zhang, P. Luo, C. C. Loy, X. Tang
    in Proceedings of European Conference on Computer Vision, pp. 94-108, 2014 (ECCV)
    PDF Technical Report Project Page | Codes
  3. Transferring Landmark Annotations for Cross-Dataset Face Alignment
    S. Zhu, C. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1409.0602, 2014
    PDF Project Page
  4. DeepID-Net: Multi-stage and Deformable Deep Convolutional Neural Network for Generic Object Detection
    W. Ouyang, P. Luo, X. Zeng, S. Qiu, Y. Tian, H. Li, S. Yang, Z. Wang, Y. Xiong, C. Qian, Z. Zhu, R. Wang, C. C. Loy, X. Wang, X. Tang
    Technical report, arXiv:1409.3505, 2014
    PDF Project Page
  5. Scene-Independent Group Profiling in Crowd
    J. Shao, C. C. Loy, X. Wang
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2227-2234, 2014 (CVPR, Oral)
    PDF Demo Project Page | Codes
  6. Constructing Robust Affinity Graphs for Spectral Clustering
    X. Zhu, C. C. Loy, S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1450-1457, 2014 (CVPR)
    PDF Poster Project Page | Codes
  7. Pedestrian Attribute Recognition At Far Distance
    Y. Deng, P. Luo, C. C. Loy, X. Tang
    ACM Multimedia, pp. 789-792, 2014 (ACM MM)
    PDF Technical Report Project Page
  8. Crowd Saliency Detection via Global Similarity Structure
    M. K. Lim, V. J. Kok, C. C. Loy, and C. S. Chan
    in Proceedings of International Conference on Pattern Recognition, pp. 3957-3962, 2014 (ICPR, Oral)
    PDF Project Page
  9. On-the-fly Feature Importance Mining for Person Re-Identification
    C. Liu, S. Gong, and C. C. Loy
    Pattern Recognition, vol. 47, no. 4, pp. 1602-1615, 2014 (PR)
    DOI PDF Project Page
  10. Person Re-Identification
    S. Gong, M. Cristani, S. Yan, C. C. Loy (Eds.)
    Springer, January 2014
    DOI Preface Introduction
  11. The Re-Identification Challenge [A Survey]
    S. Gong, M. Cristani, C. C. Loy and T. Hospedales
    In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014
    PDF
  12. Evaluating Feature Importance for Re-Identification
    C. Liu, S. Gong, C. C. Loy, X. Lin
    In Gong, Cristani, Yan, Loy (Eds.), Person Re-Identification, Springer, January 2014
    PDF

2013

  1. Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
    X. Zhu, C. C. Loy, and S. Gong
    in Proceedings of IEEE International Conference on Data Mining, pp. 1307-1312, 2013 (ICDM)
    PDF Project Page
  2. Video Synopsis by Heterogeneous Multi-Source Correlation
    X. Zhu, C. C. Loy, and S. Gong
    in Proceedings of IEEE International Conference on Computer Vision, pp. 81-88, 2013 (ICCV)
    PDF Poster Project Page
  3. POP: Person Re-Identification Post-Rank Optimisation
    C. Liu, C. C. Loy, S. Gong, G. Wang
    in Proceedings of IEEE International Conference on Computer Vision, pp. 441-448, 2013 (ICCV)
    PDF Poster Project Page
  4. From Semi-Supervised to Transfer Counting of Crowds
    C. C. Loy, S. Gong, and T. Xiang
    in Proceedings of IEEE International Conference on Computer Vision, pp. 2256-2263, 2013 (ICCV)
    PDF Poster Project Page
  5. Person Re-Identification by Manifold Ranking
    C. C. Loy, C. Liu, and S. Gong
    in Proceedings of IEEE International Conference on Image Processing, pp. 3567-3571, 2013 (ICIP)
    PDF Poster Project Page | Codes
  6. Cumulative Attribute Space for Age and Crowd Density Estimation
    K. Chen, S. Gong, T. Xiang, and C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 2467-2474, 2013 (CVPR, Oral)
    PDF Poster Project Page
  7. Crowd Counting and Profiling: Methodology and Evaluation
    C. C. Loy, K. Chen, S. Gong, T. Xiang
    in S. Ali, K. Nishino, D. Manocha, and M. Shah (Eds.), Modeling, Simulation and Visual Analysis of Crowds, Springer, vol. 11, pp. 347-382, 2013
    DOI PDF

2012

  1. Person Re-Identification: What Features are Important?
    C. Liu, S. Gong, C. C. Loy, X. Lin
    in Proceedings of European Conference on Computer Vision, International Workshop on Re-Identification, pp. 391-401, 2012 (Re-Id @ ECCV)
    PDF Project Page
  2. Feature Mining for Localised Crowd Counting
    K. Chen, C. C. Loy, S. Gong, and T. Xiang
    in Proceedings of British Machine Vision Conference, 2012 (BMVC)
    PDF Extended Abstract Poster Project Page
  3. Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
    X. Zhu, S. Gong, and C. C. Loy
    in Proceedings of British Machine Vision Conference, 2012 (BMVC)
    PDF Extended Abstract Poster
  4. Stream-based Joint Exploration-Exploitation Active Learning
    C. C. Loy, T. M. Hospedales, T. Xiang, and S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1560-1567, 2012 (CVPR, Oral)
    PDF Project Page | Codes
  5. Incremental Activity Modelling in Multiple Disjoint Cameras
    C. C. Loy, T. Xiang, and S. Gong
    IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 34, no. 9, pp. 1799-1813, 2012 (TPAMI)
    DOI PDF Project Page | Codes
  6. Salient Motion Detection in Crowded Scenes
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of International Symposium on Communications, Control and Signal Processing, pp. 1-4, 2012
    PDF

2011

  1. Security and Surveillance
    S. Gong, C. C. Loy, and T. Xiang
    in T. Moeslund, A. Hilton, V. Krueger, L. Sigal (Eds.), Visual Analysis of Humans: Looking at People, Springer, pp. 455-472, 2011
    DOI PDF
  2. Detecting and Discriminating Behavioural Anomalies
    C. C. Loy, T. Xiang, and S. Gong
    Pattern Recognition, vol. 44, no. 1, pp. 117-132, 2011 (PR)
    DOI PDF

2010

  1. Activity Understanding and Unusual Event Detection in Surveillance Videos
    C. C. Loy
    PhD Thesis, Queen Mary University of London, 2010
    PDF
  2. Stream-based Active Unusual Event Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of Asian Conference on Computer Vision, pp. 161-175, 2010 (ACCV, Oral)
    PDF
  3. Time-Delayed Correlation Analysis for Multi-Camera Activity Understanding
    C. C. Loy, T. Xiang, and S. Gong
    International Journal of Computer Vision, vol. 90, no. 1, pp. 106-129, 2010 (IJCV)
    DOI PDF Project Page | Codes

2009

  1. Modelling Activity Global Temporal Dependencies using Time Delayed Probabilistic Graphical Model
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of International Conference on Computer Vision, pp. 120-127, 2009 (ICCV, Oral)
    PDF Project Page | Codes
  2. Modelling Multi-object Activity by Gaussian Processes
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of British Machine Vision Conference, 2009 (BMVC)
    PDF Extended Abstract Poster
  3. Surveillance Video Behaviour Profiling and Anomaly Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of Society of Photo-Optical Instrumentation Engineers Conference Series, 2009
  4. Multi-Camera Activity Correlation Analysis
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, pp. 1988-1995, 2009 (CVPR, Oral)
    PDF Project Page | Codes

2008

  1. From Local Temporal Correlation to Global Anomaly Detection
    C. C. Loy, T. Xiang, and S. Gong
    in Proceedings of European Conference on Computer Vision, International Workshop on Machine Learning for Vision-based Motion Analysis, 2008 (MLVMA @ ECCV)
  2. Authenticating the Identity of Computer Users with Typing Biometrics and the Fuzzy Min-Max Neural Network
    A. Quteishat, C. P. Lim, C. C. Loy, and W. K. Lai
    Special Issue on Biometrics and Its Applications, International Journal of Biomedical Soft Computing and Human Sciences, vo. 14, no. 1, pp. 47-53, 2008
    PDF
  3. Robust Modular ARTMAP for Multi-Class Shape Recognition
    C. P. Tan, C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of IEEE International Joint Conference on Neural Networks, pp. 2405-2412, 2008 (IJCNN)

2007

  1. Modular ARTMAP for Multi-Class Pattern Recognition
    C. C. Loy, C. P. Tan, W. K. Lai
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2007
  2. Keystroke Patterns Classification using the ARTMAP-FD Neural Network
    C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 61-64, 2007 (IIHMSP)
    PDF
  3. Use of Circle-Segments as a Data Visualization Technique for Feature Selection in Pattern Classification
    S. L. Wang, C. C. Loy, C. P. Lim, W. K. Lai, and K. S. Tan
    in Proceedings of International Conference on Neural Information Processing, pp. 625-634, 2007 (ICONIP)

    PDF

2006

  1. Needle in a Data Haystack: Finding Similarities in High-Dimensional Data
    W. K. Lai, A. Z. Fatimah, and C. C. Loy
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2006
  2. Investigation into the Use of N-grams for Ovarian Cancer Identification
    Z. Z. Sharifah, C. C. Loy, S. Y. Tai, and W. K. Lai
    in Proceedings of International Conference of Artificial Intelligence in Engineering and Technology, 2006
  3. Dimensionality Reduction of Protein Mass Spectrometry Data Using Random Projection
    C. C. Loy, W. K. Lai, and C. P. Lim
    in Proceedings of International Conference on Neural Information Processing, pp. 776-785, 2006 (ICONIP)

    PDF

2005

  1. Pressure-based Typing Biometrics User Authentication Using The Fuzzy ARTMAP Neural Network
    C. C. Loy, C. P. Lim, and W. K. Lai
    in Proceedings of International Conference on Neural Information Processing, 2005 (ICONIP)

    PDF
  2. The Development of a Pressure-based Typing Biometrics User Authentication System
    C. C. Loy, C. P. Lim, W. K. Lai
    ASEAN Virtual Instrumentation Applications Contest, 2005

    PDF
  3. Classification of Computer System Users through Keystroke Dynamics
    C. C. Loy, I. Hanum, C. P. Lim, W. K. Lai
    in Proceedings of MIMOS Symposium on ICT & Microelectronics, 2005