Face Analysis

Face Recognition

  • New Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    C. Huang, Y. Li, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI)
    DOI Technical Report
  • New Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition
    X. Zhan, Z. Liu, J. Yan, D. Lin, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page | Codes
  • New The Devil of Face Recognition is in the Noise
    F. Wang, L. Chen, C. Li, S. Huang, Y. Chen, C. Qian, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page
  • 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

Face Manipulation

  • New TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation
    W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Supplementary Material
  • Disentangling Content and Style via Unsupervised Geometry Distillation
    W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
    International Conference on Learning Representations Workshop, 2019 (ICLRW)
    PDF
  • New Instance-level Facial Attributes Transfer with Geometry-aware Flow
    W. Yin, Z. Liu, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Spotlight)
    PDF Technical Report Project Page | Codes
  • New ReenactGAN: Learning to Reenact Faces via Boundary Transfer
    W. Wu, Y. Zhang, C. Li, C. Qian, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Supplementary Material Project Page YouTube

Face Detection

  • WIDER Face and Pedestrian Challenge 2018: Methods and Results
    C. C. Loy, D. Lin, W. Ouyang, Y. Xiong, S. Yang, Q. Huang, D. Zhou, W. Xia, Q. Li, P. Luo, J. Yan, et al.
    Technical report, arXiv:1902.06854, 2019
    Technical Report
  • 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
    C. Huang, Y. Li, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI)
    DOI 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 Learning to Cluster Faces on an Affinity Graph
    L. Yang, X. Zhan, D. Chen, J. Yan, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Oral)
    PDF Technical Report Project Page | Codes
  • 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

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

  • New Deep Network Interpolation for Continuous Imagery Effect Transition
    X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  • New Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS)
    PDF Technical Report Project Page | Codes
  • New ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
    X. Wang, K. Yu, S. Wu, J. Gu, Y. Liu, C. Dong, C. C. Loy, Y. Qiao, X. Tang
    in Workshop Proceedings of European Conference on Computer Vision, 2018 (Champion, Region 3 in the PIRM2018-SR Challenge, ECCV)
    Technical Report Project Page | Codes
  • 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 Restoration

  • New EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
    X. Wang, C. K. Chan, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Workshop Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, NTIRE, 2019 (CVPRW, Winning approach of all four tracks in the NTIRE 2019 video restoration and enhancement challenges)
    Technical Report Project Page | Codes
  • New Path-Restore: Learning Network Path Selection for Image Restoration
    K. Yu, X. Wang, C. Dong, X. Tang, C. C. Loy
    Technical report, arXiv:1904.10343, 2019
    Technical Report Project Page
  • New Deep Network Interpolation for Continuous Imagery Effect Transition
    X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  • New Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS)
    PDF Technical Report Project Page | Codes
  • 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

Image / Video Generation

  • New Deep Flow-Guided Video Inpainting
    R. Xu, X. Li, B. Zhou, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  • New Dense Intrinsic Appearance Flow for Human Pose Transfer
    Y. Li, C. Huang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Supplementary Material Project Page | Codes
  • Unsupervised Bi-directional Flow-based Video Generation from one Snapshot
    L. Sheng, J. Pan, J. Guo, J. Shao, X. Wang, C. C. Loy
    Technical report, arXiv:1903.00913, 2019
    Technical Report

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

Optical Flow Estimation

  • New [LiteFlowNet2] A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
    T.-W. Hui, X. Tang, C. C. Loy
    Technical report, arXiv:1903.07414, 2019
    Technical Report Project Page
  • 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 YouTube

Detection, Segmentation, and Recognition

Recognition

  • New Learning a Unified Classifier Incrementally via Rebalancing
    S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
  • Lifelong Learning via Progressive Distillation and Retrospection
    S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Project Page | Codes
  • 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 Hybrid Task Cascade for Instance Segmentation
    K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task)
    PDF Technical Report
  • New Self-Supervised Learning via Conditional Motion Propagation
    X. Zhan, X. Pan, Z. Liu, D. Lin, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page | Codes
  • New Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
    X. Li, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (First runner-up, DAVIS Challenge 2018, ECCV)
    PDF Technical Report
  • PSANet: Point-wise Spatial Attention Network for Scene Parsing
    H. Zhao, Y. Zhang, S. Liu, J. Shi, C. C. Loy, D. Lin, J. Jia
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Supplementary Material Project Page
  • 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 | Codes
  • 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 CARAFE: Content-Aware ReAssembly of FEatures
    J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
    Technical report, arXiv:1905.02188, 2019
    Technical Report
  • New Prime Sample Attention in Object Detection
    Y. Cao, K. Chen, C. C. Loy, D. Lin
    Technical report, arXiv:1904.04821, 2019
    Technical Report
  • New Hybrid Task Cascade for Instance Segmentation
    K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task)
    PDF Technical Report
  • New Region Proposal by Guided Anchoring
    J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report
  • 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 YouTube
  • 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 CV and ML Topics

Fashion

  • New Dense Intrinsic Appearance Flow for Human Pose Transfer
    Y. Li, C. Huang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Supplementary Material Project Page | Codes
  • 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

Self-Driving

  • New Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
    Y. Hou, Z. Ma, C. Liu, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Oral)
    PDF Technical Report 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 Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition
    G. Yin, L. Sheng, B. Liu, N. Yu, X. Wang, J. Shao, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page
  • 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

Reinforcement Learning

  • New Improving On-policy Learning with Statistical Reward Accumulation
    Y. Deng, K. Yu, D. Lin, X. Tang, C. C. Loy
    Technical report, arXiv:1809.02387, 2018
    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, vol. 27, no. 12, pp. 6093–6108, 2018 (TIP)
    DOI 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 / Special Issue

  1. Deep Learning for Face Analysis
    C. C. Loy, X. Liu, T.-K. Kim, F. De la Torre, R. Chellappa (Eds.)
    International Journal of Computer Vision, May 2019
    Editorial
  2. Image and Video Understanding in Big Data
    V. Murino, S. Gong, C. C. Loy, L. Bazzani (Eds.)
    Computer Vision and Image Understanding, Volume 156, Pages 1-186, March 2017
    DOI Editorial
  3. 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. Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    C. Huang, Y. Li, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI)
    DOI Technical Report
  2. 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, vol. 27, no. 12, pp. 6093–6108, 2018 (TIP)
    DOI Technical Report
  3. 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
  4. 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
  5. 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
  6. 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
  7. 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
  8. 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
  9. 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
  10. 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
  11. 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
  12. 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
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. 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
  21. 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. Deep Network Interpolation for Continuous Imagery Effect Transition
    X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  2. Hybrid Task Cascade for Instance Segmentation
    K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task)
    PDF Technical Report
  3. Region Proposal by Guided Anchoring
    J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report
  4. Dense Intrinsic Appearance Flow for Human Pose Transfer
    Y. Li, C. Huang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Supplementary Material Project Page | Codes
  5. Deep Flow-Guided Video Inpainting
    R. Xu, X. Li, B. Zhou, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  6. TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation
    W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Supplementary Material
  7. Learning to Cluster Faces on an Affinity Graph
    L. Yang, X. Zhan, D. Chen, J. Yan, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Oral)
    PDF Technical Report Project Page | Codes
  8. Learning a Unified Classifier Incrementally via Rebalancing
    S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
  9. Self-Supervised Learning via Conditional Motion Propagation
    X. Zhan, X. Pan, Z. Liu, D. Lin, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page | Codes
  10. Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
    Y. Hou, Z. Ma, C. Liu, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Oral)
    PDF Technical Report Project Page | Codes
  11. Instance-level Facial Attributes Transfer with Geometry-aware Flow
    W. Yin, Z. Liu, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Spotlight)
    PDF Technical Report Project Page | Codes
  12. Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS)
    PDF Technical Report Project Page | Codes
  13. Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
    X. Li, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report
  14. Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition
    X. Zhan, Z. Liu, J. Yan, D. Lin, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page | Codes
  15. The Devil of Face Recognition is in the Noise
    F. Wang, L. Chen, C. Li, S. Huang, Y. Chen, C. Qian, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page
  16. ReenactGAN: Learning to Reenact Faces via Boundary Transfer
    W. Wu, Y. Zhang, C. Li, C. Qian, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Supplementary Material Project Page YouTube
  17. Lifelong Learning via Progressive Distillation and Retrospection
    S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Project Page | Codes
  18. Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition
    G. Yin, L. Sheng, B. Liu, N. Yu, X. Wang, J. Shao, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page
  19. PSANet: Point-wise Spatial Attention Network for Scene Parsing
    H. Zhao, Y. Zhang, S. Liu, J. Shi, C. C. Loy, D. Lin, J. Jia
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Supplementary Material Project Page
  20. 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
  21. 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 YouTube
  22. 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
  23. 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
  24. 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
  25. 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 YouTube
  26. 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
  27. 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 | Codes
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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
  35. 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
  36. 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
  37. 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
  38. 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
  39. 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
  40. 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
  41. 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
  42. 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
  43. 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
  44. 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
  45. 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
  46. 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
  47. 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
  48. 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
  49. 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
  50. 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
  51. 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
  52. 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
  53. 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
  54. 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
  55. 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
  56. 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
  57. 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
  58. 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
  59. 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
  60. 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
  61. 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
  62. 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
  63. 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
  64. 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
  65. 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
  66. 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
  67. 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
  68. 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
  69. 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
  70. 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
  71. 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
  72. 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
  73. 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
  74. 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
  75. 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
  76. 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
  77. 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
  78. 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
  79. 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)
  80. 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
  81. 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
  82. 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
  83. 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
  84. 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. CARAFE: Content-Aware ReAssembly of FEatures
    J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
    Technical report, arXiv:1905.02188, 2019
    Technical Report
  2. Path-Restore: Learning Network Path Selection for Image Restoration
    K. Yu, X. Wang, C. Dong, X. Tang, C. C. Loy
    Technical report, arXiv:1904.10343, 2019
    Technical Report Project Page
  3. Prime Sample Attention in Object Detection
    Y. Cao, K. Chen, C. C. Loy, D. Lin
    Technical report, arXiv:1904.04821, 2019
    Technical Report
  4. A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
    T.-W. Hui, X. Tang, C. C. Loy
    Technical report, arXiv:1903.07414, 2019
    Technical Report Project Page
  5. Unsupervised Bi-directional Flow-based Video Generation from one Snapshot
    L. Sheng, J. Pan, J. Guo, J. Shao, X. Wang, C. C. Loy
    Technical report, arXiv:1903.00913, 2019
    Technical Report
  6. WIDER Face and Pedestrian Challenge 2018: Methods and Results
    C. C. Loy, D. Lin, W. Ouyang, Y. Xiong, S. Yang, Q. Huang, D. Zhou, W. Xia, Q. Li, P. Luo, J. Yan, et al.
    Technical report, arXiv:1902.06854, 2019
    Technical Report
  7. Hybrid Task Cascade for Instance Segmentation
    K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
    Technical report, arXiv:1901.07518, 2019 (Winning entry of COCO 2018 Challenge - object detection task)
    Technical Report
  8. Region Proposal by Guided Anchoring
    J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
    Technical report, arXiv:1901.03278, 2019
    Technical Report
  9. Deep Network Interpolation for Continuous Imagery Effect Transition
    X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
    Technical report, arXiv:1811.10515, 2018
    Technical Report Project Page
  10. Improving On-policy Learning with Statistical Reward Accumulation
    Y. Deng, K. Yu, D. Lin, X. Tang, C. C. Loy
    Technical report, arXiv:1809.02387, 2018
    Technical Report Project Page
  11. 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 Project Page | Codes
  12. Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    C. Huang, Y. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1806.00194, 2018
    Technical Report
  13. 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
  14. 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
  15. 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
  16. 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
  17. 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
  18. 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
  19. 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
  20. Image Aesthetic Assessment: An Experimental Survey
    Y. Deng, C. C. Loy, X. Tang
    Technical report, arXiv:1610.00838, 2016
    PDF Project Page
  21. 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
  22. 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
  23. 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
  24. Discriminative Sparse Neighbor Approximation for Imbalanced Learning
    C. Huang, C. C. Loy, X. Tang
    Technical report, arXiv:1602.01197, 2016
    Technical Report
  25. 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
  26. 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
  27. 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
  28. 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
  29. 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
  30. 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
  31. 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
  32. 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
  33. 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
  34. 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. EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
    X. Wang, C. K. Chan, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Workshop Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, NTIRE, 2019 (CVPRW, Winning approach of all four tracks in the NTIRE 2019 video restoration and enhancement challenges)
    Technical Report Project Page | Codes
  2. Disentangling Content and Style via Unsupervised Geometry Distillation
    W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
    International Conference on Learning Representations Workshop, 2019 (ICLRW)
    PDF
  3. ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
    X. Wang, K. Yu, S. Wu, J. Gu, Y. Liu, C. Dong, C. C. Loy, Y. Qiao, X. Tang
    in Workshop Proceedings of European Conference on Computer Vision, 2018 (Champion, Region 3 in the PIRM2018-SR Challenge, ECCV)
    Technical Report Project Page | Codes
  4. 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
  5. 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
  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
  7. 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)
  8. 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
  9. 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
  10. 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
  11. 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

2019

  1. Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    C. Huang, Y. Li, C. C. Loy, X. Tang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019 (TPAMI)
    DOI Technical Report
  2. Disentangling Content and Style via Unsupervised Geometry Distillation
    W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
    International Conference on Learning Representations Workshop, 2019 (ICLRW)
    PDF
  3. Path-Restore: Learning Network Path Selection for Image Restoration
    K. Yu, X. Wang, C. Dong, X. Tang, C. C. Loy
    Technical report, arXiv:1904.10343, 2019
    Technical Report Project Page
  4. CARAFE: Content-Aware ReAssembly of FEatures
    J. Wang, K. Chen, R. Xu, Z. Liu, C. C. Loy, D. Lin
    Technical report, arXiv:1905.02188, 2019
    Technical Report
  5. Prime Sample Attention in Object Detection
    Y. Cao, K. Chen, C. C. Loy, D. Lin
    Technical report, arXiv:1904.04821, 2019
    Technical Report
  6. A Lightweight Optical Flow CNN - Revisiting Data Fidelity and Regularization
    T.-W. Hui, X. Tang, C. C. Loy
    Technical report, arXiv:1903.07414, 2019
    Technical Report Project Page
  7. EDVR: Video Restoration with Enhanced Deformable Convolutional Networks
    X. Wang, C. K. Chan, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Workshop Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, NTIRE, 2019 (CVPRW, Winning approach of all four tracks in the NTIRE 2019 video restoration and enhancement challenges)
    Technical Report Project Page | Codes
  8. Deep Network Interpolation for Continuous Imagery Effect Transition
    X. Wang, K. Yu, C. Dong, X. Tang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  9. Hybrid Task Cascade for Instance Segmentation
    K. Chen, J. Pang, J. Wang, Y. Xiong, X. Li, S. Sun, W. Feng, Z. Liu, J. Shi, W. Ouyang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Winning entry of COCO 2018 Challenge - object detection task)
    PDF Technical Report
  10. Region Proposal by Guided Anchoring
    J. Wang, K. Chen, S. Yang, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report
  11. Dense Intrinsic Appearance Flow for Human Pose Transfer
    Y. Li, C. Huang, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Supplementary Material Project Page | Codes
  12. Deep Flow-Guided Video Inpainting
    R. Xu, X. Li, B. Zhou, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page
  13. TransGaGa: Geometry-Aware Unsupervised Image-to-Image Translation
    W. Wu, K. Cao, C. Li, C. Qian, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Supplementary Material
  14. Learning to Cluster Faces on an Affinity Graph
    L. Yang, X. Zhan, D. Chen, J. Yan, C. C. Loy, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR, Oral)
    PDF Technical Report Project Page | Codes
  15. Learning a Unified Classifier Incrementally via Rebalancing
    S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
  16. Self-Supervised Learning via Conditional Motion Propagation
    X. Zhan, X. Pan, Z. Liu, D. Lin, C. C. Loy
    in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition, 2019 (CVPR)
    PDF Technical Report Project Page | Codes
  17. Unsupervised Bi-directional Flow-based Video Generation from one Snapshot
    L. Sheng, J. Pan, J. Guo, J. Shao, X. Wang, C. C. Loy
    Technical report, arXiv:1903.00913, 2019
    Technical Report
  18. WIDER Face and Pedestrian Challenge 2018: Methods and Results
    C. C. Loy, D. Lin, W. Ouyang, Y. Xiong, S. Yang, Q. Huang, D. Zhou, W. Xia, Q. Li, P. Luo, J. Yan, et al.
    Technical report, arXiv:1902.06854, 2019
    Technical Report
  19. Learning to Steer by Mimicking Features from Heterogeneous Auxiliary Networks
    Y. Hou, Z. Ma, C. Liu, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Oral)
    PDF Technical Report Project Page | Codes
  20. Instance-level Facial Attributes Transfer with Geometry-aware Flow
    W. Yin, Z. Liu, C. C. Loy
    in Proceedings of AAAI Conference on Artificial Intelligence, 2019 (AAAI, Spotlight)
    PDF Technical Report Project Page | Codes

2018

  1. Non-Local Recurrent Network for Image Restoration
    D. Liu, B. Wen, Y. Fan, C. C. Loy, T. S. Huang
    in Proceedings of Neural Information Processing Systems, 2018 (NeurIPS)
    PDF Technical Report Project Page | Codes
  2. ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
    X. Wang, K. Yu, S. Wu, J. Gu, Y. Liu, C. Dong, C. C. Loy, Y. Qiao, X. Tang
    in Workshop Proceedings of European Conference on Computer Vision, 2018 (Champion, Region 3 in the PIRM2018-SR Challenge, ECCV)
    Technical Report Project Page | Codes
  3. Video Object Segmentation with Joint Re-identification and Attention-Aware Mask Propagation
    X. Li, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (First runner-up, DAVIS Challenge 2018, ECCV)
    PDF Technical Report
  4. Consensus-Driven Propagation in Massive Unlabeled Data for Face Recognition
    X. Zhan, Z. Liu, J. Yan, D. Lin, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page | Codes
  5. The Devil of Face Recognition is in the Noise
    F. Wang, L. Chen, C. Li, S. Huang, Y. Chen, C. Qian, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page
  6. ReenactGAN: Learning to Reenact Faces via Boundary Transfer
    W. Wu, Y. Zhang, C. Li, C. Qian, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Supplementary Material Project Page YouTube
  7. Lifelong Learning via Progressive Distillation and Retrospection
    S. Hou, X. Pan, C. C. Loy, Z. Wang, D. Lin
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Project Page | Codes
  8. Zoom-Net: Mining Deep Feature Interactions for Visual Relationship Recognition
    G. Yin, L. Sheng, B. Liu, N. Yu, X. Wang, J. Shao, C. C. Loy
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Technical Report Project Page
  9. PSANet: Point-wise Spatial Attention Network for Scene Parsing
    H. Zhao, Y. Zhang, S. Liu, J. Shi, C. C. Loy, D. Lin, J. Jia
    in Proceedings of European Conference on Computer Vision, 2018 (ECCV)
    PDF Supplementary Material Project Page
  10. 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
  11. Improving On-policy Learning with Statistical Reward Accumulation
    Y. Deng, K. Yu, D. Lin, X. Tang, C. C. Loy
    Technical report, arXiv:1809.02387, 2018
    Technical Report Project Page
  12. Deep Imbalanced Learning for Face Recognition and Attribute Prediction
    C. Huang, Y. Li, C. C. Loy, X. Tang
    Technical report, arXiv:1806.00194, 2018
    Technical Report
  13. 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 YouTube
  14. 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
  15. 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
  16. 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
  17. 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 YouTube
  18. 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 | Codes
  19. 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
  20. 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, vol. 27, no. 12, pp. 6093–6108, 2018 (TIP)
    DOI Technical Report
  21. 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)
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  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)

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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)

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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)

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  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

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  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