Thesis

  1. Semantic Structure Discovery in Surveillance Videos
    X. Zhu
    Ph.D. Thesis, Queen Mary University of London, 2015
    [ PDF ] [ The Sullivan Doctoral Thesis Prize Winner, BMVA, 2016 ]

Journal

  1. Imbalanced Deep Learning by Minority Class Incremental Rectification
    Q. Dong, S. Gong and X. Zhu
    IEEE Transactions on Pattern Analysis and Machine Intelligence, accepted, 2018 (PAMI)
    [ PDF ]
  2. Person Re-Identification in Identity Regression Space
    H. Wang, X. Zhu, S. Gong and T. Xiang
    International Journal of Computer Vision, Vol. 126, No. 12, pp. 1288-1310, December 2018 (IJCV)
    [ PDF ]
  3. Fast Open-World Person Re-Identification
    X. Zhu, B. Wu, D. Huang and W-S. Zheng
    IEEE Transactions on Image Processing, Vol. 27, No. 5, pp. 2286-2300, May 2018 (TIP)
    [ PDF ] [ Project Page ]
  4. Person Re-Identification by Camera Correlation Aware Feature Augmentation
    Y-C. Chen, X. Zhu, W-S. Zheng and J-H. Lai
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 40, No. 2, pp. 392-408, February 2018 (PAMI)
    [ PDF ] [ Project Page ]
  5. Discovering Visual Concept Structure with Sparse and Incomplete Tags
    J. Wang, X. Zhu and S. Gong
    Artificial Intelligence, Vol. 250, pp. 16-36, September 2017 (AI)
    [ PDF ]
  6. Person Re-Identification by Unsupervised Video Matching
    X. Ma, X. Zhu, S. Gong, X. Xie, J. Hu, K-M. Lam and Y. Zhong
    Pattern Recognition, Vol. 65, pp. 197-210, May 2017 (PR)
    [ PDF ]
  7. Person Re-Identification by Discriminative Selection in Video Ranking
    T. Wang, S. Gong, X. Zhu and S. Wang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 38, No. 12, pp. 2501-2514, December 2016 (PAMI)
    [ PDF ] [ Project Page ] [ iLIDS-VID Dataset ]
  8. Constrained Clustering with Imperfect Oracles
    X. Zhu, C.C. Loy and S. Gong
    IEEE Transactions on Neural Networks and Learning Systems, Vol. 27, No. 6, pp. 1345-1357, June 2016 (TNNLS)
    [ PDF ] [ Project Page ]
  9. Learning from Multiple Sources for Video Summarisation
    X. Zhu, C.C. Loy and S. Gong
    International Journal of Computer Vision, Vol. 117, No. 3, pp. 247-268, May 2016 (IJCV)
    [ PDF ] [ Project Page ]

Conference

  1. Knowledge Distillation by On-the-Fly Native Ensemble
    X. Lan, X. Zhu and S. Gong
    In Proc. Neural Information Processing Systems, Montreal, Canada, December, 2018 (NIPS)
    [ PDF ]
  2. Low-Resolution Face Recognition
    Z. Cheng, X. Zhu and S. Gong
    In Proc. Asian Conference on Computer Vision, Perth, Australia, December 2018 (ACCV)
  3. Self-Referenced Deep Learning
    X. Lan, X. Zhu and S. Gong
    In Proc. Asian Conference on Computer Vision, Perth, Australia, December 2018 (ACCV)
  4. Vehicle Re-Identification in Context
    A. Kanacı, X. Zhu and S. Gong
    In Proc. German Conference on Pattern Recognition, Stuttgart, Germany, October, 2018 (GCPR, Oral)
    [ PDF ] [ VRIC Dataset (NEW) ]
  5. Unsupervised Person Re-Identification by Deep Learning Tracklet Association
    M. Li, X. Zhu and S. Gong
    In Proc. European Conference on Computer Vision, Munich, Germany, September 2018 (ECCV, Oral)
    [ PDF ]
  6. Person Search by Multi-Scale Matching
    X. Lan, X. Zhu and S. Gong
    In Proc. European Conference on Computer Vision, Munich, Germany, September 2018 (ECCV)
    [ PDF ]
  7. Semi-Supervised Deep Learning with Memory
    Y. Chen, X. Zhu and S. Gong
    In Proc. European Conference on Computer Vision, Munich, Germany, September 2018 (ECCV)
    [ PDF ]
  8. Deep Association Learning for Unsupervised Video Person Re-Identification
    Y. Chen, X. Zhu and S. Gong
    In Proc. British Machine Vision Conference, Newcastle, UK, September 2018 (BMVC)
    [ PDF ]
  9. Open Logo Detection Challenge
    H. Su, X. Zhu and S. Gong
    In Proc. British Machine Vision Conference, Newcastle, UK, September 2018 (BMVC, Spotlight)
    [ PDF ] [ Technical Report ] [ QMUL-OpenLogo Dataset (NEW) ] [ Video ]
  10. Harmonious Attention Network for Person Re-Identification
    W. Li, X. Zhu and S. Gong
    In Proc. IEEE International Conference on Computer Vision and Pattern Recognition, Salt lake City, Utah, USA, June 2018 (CVPR)
    [ PDF ]
  11. Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification
    J. Wang, X. Zhu, S. Gong and W. Li
    In Proc. IEEE International Conference on Computer Vision and Pattern Recognition, Salt lake City, Utah, USA, June 2018 (CVPR)
    [ PDF ]
  12. Deep Low-Resolution Person Re-Identification
    J. Jiao, W.-S. Zheng, A. Wu, X. Zhu and S. Gong
    In Proc. AAAI Conference on Artificial Intelligence, New Orleans, Lousiana, USA, February 2018 (AAAI, Oral)
    [ PDF ] [ Video ]
  13. Class Rectification Hard Mining for Imbalanced Deep Learning
    Q. Dong, S. Gong and X. Zhu
    In Proc. IEEE International Conference on Computer Vision, Venice, Italy, October 2017 (ICCV)
    [ PDF ] [ Poster ]
  14. Attribute Recognition by Joint Recurrent Learning of Context and Correlation
    J. Wang, X. Zhu, S. Gong and W. Li
    In Proc. IEEE International Conference on Computer Vision, Venice, Italy, October 2017 (ICCV)
    [ PDF ] [ Poster ]
  15. Deep Reinforcement Learning Attention Selection for Person Re-Identification
    X. Lan, H. Wang, S. Gong and X. Zhu
    In Proc. British Machine Vision Conference, London, UK, September 2017 (BMVC)
    [ PDF ] [ Poster ]
  16. Person Re-Identification by Deep Joint Learning of Multi-Loss Classification
    W. Li, X. Zhu and S. Gong
    In Proc. International Joint Conference on Artificial Intelligence, Melbourne, Austrailia, August 2017 (IJCAI)
    [ PDF ] [ Technical Report ] [ Slides ]
  17. Deep Learning Logo Detection with Data Expansion by Synthesising Context
    H. Su, X. Zhu and S. Gong
    In Proc. IEEE Winter Conference on Applications of Computer Vision, Santa Rosa, California, USA, March 2017 (WACV)
    [ PDF ] [ Poster ] [ TopLogo-10 Dataset ]
  18. Multi-Task Curriculum Transfer Deep Learning of Clothing Attributes
    Q. Dong, S. Gong and X. Zhu
    In Proc. IEEE Winter Conference on Applications of Computer Vision, Santa Rosa, California, USA, March 2017 (WACV)
    [ PDF ] [ Poster ]
  19. Human-In-The-Loop Person Re-Identification
    H. Wang, S. Gong, X. Zhu and T. Xiang
    In Proc. European Conference on Computer Vision, Amsterdam, The Netherlands, October 2016 (ECCV)
    [ PDF ] [ Poster ] [ Demo Video ]
  20. Towards Unsupervised Open-Set Person Re-Identification
    H. Wang, X. Zhu, T. Xiang and S. Gong
    In Proc. IEEE International Conference on Image Processing, Phoenix, Arizona, USA, September 2016 (ICIP)
    [ PDF ]
  21. Video Semantic Clustering with Sparse and Incomplete Tags
    J. Wang, X. Zhu and S. Gong
    In Proc. AAAI Conference on Artificial Intelligence, Phoenix, Arizona, USA, February 2016 (AAAI)
    [ PDF ]
  22. Person Re-Identification by Video Ranking
    T. Wang, S. Gong, X. Zhu and S. Wang
    In Proc. European Conference on Computer Vision, Zurich, Switzerland, September 2014 (ECCV)
    [ PDF ] [ Project Page ]
  23. Constructing Robust Affinity Graphs for Spectral Clustering
    X. Zhu, C.C. Loy and S. Gong
    In Proc. IEEE Conference on Computer Vision and Pattern Recognition, Columbus, Ohio, USA, June 2014 (CVPR)
    [ PDF ] [ Poster ] [ Project Page (Code) ]
  24. Video Synopsis by Heterogeneous Multi-Source Correlation
    X. Zhu, C.C. Loy and S. Gong
    In Proc. IEEE International Conference on Computer Vision, Sydney, Australia, December 2013 (ICCV)
    [ PDF ] [ Poster ] [ Project Page ]
  25. Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
    X. Zhu, C.C. Loy and S. Gong
    In Proc. IEEE International Conference on Data Mining, Dallas, Texas, USA, December 2013 (ICDM)
    [ PDF ] [ Project Page ]
  26. Comparing Visual Feature Coding for Learning Disjoint Camera Dependencies
    X. Zhu, S. Gong and C.C. Loy
    In Proc. British Machine Vision Conference, Guildford, UK, September 2012 (BMVC)
    [ PDF ] [ Extended Abstract ] [ Poster ] [ Code ]

Workshop

  1. Person Re-Identification by Deep Learning Multi-Scale Representations
    Y. Chen, X. Zhu and S. Gong
    In Proc. IEEE International Conference on Computer Vision, Workshop on Cross-Domain Human Identification (CHI), Venice, Italy, October 2017
    [ PDF ]
  2. WebLogo-2M: Scalable Logo Detection by Deep Learning from the Web
    H. Su, S. Gong and X. Zhu
    In Proc. IEEE International Conference on Computer Vision, Workshop on Web-scale Vision and Social Media, Venice, Italy, October 2017
    [ PDF ] [ WebLogo-2M Dataset ]
  3. Vehicle Re-Identification by Fine-Grained Cross-Level Deep Learning
    A. Kanacı, X. Zhu and S. Gong
    In Proc. British Machine Vision Conference, Workshop on Activity Monitoring by Multiple Distributed Sensing (AMMDS), London, UK, September 2017
    [ PDF ]

Person Re-Identification

ECCV14

CVPR18

Video Person Re-ID

  1. Person Re-Identification by Unsupervised Video Matching
    X. Ma, X. Zhu, S. Gong, X. Xie, J. Hu, K.-M. Lam and Y. Zhong
    Pattern Recognition, Vol. 65, pp. 197-210, May 2017 (PR)
    [ PDF ]
  2. Person Re-Identification by Discriminative Selection in Video Ranking
    T. Wang, S. Gong, X. Zhu and S. Wang
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 38, No. 12, pp. 2501-2514, December 2016 (PAMI)
    [ PDF ] [ Project Page ] [ iLIDS-VID Dataset ]
  3. Person Re-Identification by Video Ranking
    T. Wang, S. Gong, X. Zhu and S. Wang
    In Proc. European Conference on Computer Vision, Zurich, Switzerland, September 2014 (ECCV)
    [ PDF ] [ Project Page ]

Image Person Re-ID

  1. Harmonious Attention Network for Person Re-Identification
    W. Li, X. Zhu and S. Gong
    In Proc. IEEE International Conference on Computer Vision and Pattern Recognition, Salt lake City, Utah, USA, June 2018 (CVPR)
    [ PDF ]
  2. Person Re-Identification by Camera Correlation Aware Feature Augmentation
    Y-C. Chen, X. Zhu, W.-S. Zheng and J-H. Lai
    IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 40, No. 2, pp. 392-408, February 2018 (PAMI)
    [ PDF ] [ Project Page ]
  3. Person Re-Identification by Deep Learning Multi-Scale Representations
    Y. Chen, X. Zhu and S. Gong
    In Proc. IEEE International Conference on Computer Vision, Workshop on Cross-Domain Human Identification (CHI), Venice, Italy, October 2017
    [ PDF ]
  4. Person Re-Identification by Deep Joint Learning of Multi-Loss Classification
    W. Li, X. Zhu and S. Gong
    In Proc. International Joint Conference on Artificial Intelligence, Melbourne, Austrailia, August 2017 (IJCAI)
    [ PDF ] [ Technical Report ] [ Slides ]
  5. Human-In-The-Loop Person Re-Identification
    H. Wang, S. Gong, X. Zhu and T. Xiang
    In Proc. European Conference on Computer Vision, Amsterdam, The Netherlands, October 2016 (ECCV)
    [ PDF ] [ Poster ] [ Demo Video ]

Fast (Hashing) Person Re-ID

  1. Fast Open-World Person Re-Identification
    X. Zhu, B. Wu, D. Huang and W.-S. Zheng
    IEEE Transactions on Image Processing, Vol. 27, No. 5, pp. 2286-2300, May 2018 (TIP)
    [ PDF ] [ Project Page ]

Unsupervised Domain Adaptation Person Re-ID

  1. Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification
    J. Wang, X. Zhu, S. Gong and W. Li
    In Proc. IEEE International Conference on Computer Vision and Pattern Recognition, Salt lake City, Utah, USA, June 2018 (CVPR)
    [ PDF ]

Low-Resolution Person Re-ID

  1. Deep Low-Resolution Person Re-Identification
    J. Jiao, W-S. Zheng, A. Wu, X. Zhu and S. Gong
    In Proc. AAAI Conference on Artificial Intelligence, New Orleans, Lousiana, USA, February 2018 (AAAI, Oral)
    [ PDF ] [ Video ]

Human-In-The-Loop Person Re-ID

  1. Person Re-Identification in Identity Regression Space
    H. Wang, X. Zhu, S. Gong and T. Xiang
    International Journal of Computer Vision, Vol. 126, No. 12, pp. 1288-1310, December 2018 (IJCV)
    [ PDF ]
  2. Human-In-The-Loop Person Re-Identification
    H. Wang, S. Gong, X. Zhu and T. Xiang
    In Proc. European Conference on Computer Vision, Amsterdam, The Netherlands, October 2016 (ECCV)
    [ PDF ] [ Poster ] [ Demo Video ]

Re-Inforcement Learning Person Re-ID

  1. Deep Reinforcement Learning Attention Selection for Person Re-Identification
    X. Lan, H. Wang, S. Gong and X. Zhu
    In Proc. British Machine Vision Conference, London, UK, September 2017 (BMVC)
    [ PDF ] [ Poster ]

Scene Image Person Re-ID (Person Search)

  1. Person Search by Multi-Scale Matching
    X. Lan, X. Zhu and S. Gong
    In Proc. European Conference on Computer Vision, Munich, Germany, September 2018 (ECCV)
    [ PDF ]

Attribute Recognition

WACV17

  1. Imbalanced Deep Learning by Minority Class Incremental Rectification
    Q. Dong, S. Gong and X. Zhu
    IEEE Transactions on Pattern Analysis and Machine Intelligence, accepted, 2018 (PAMI)
    [ PDF ]
  2. Class Rectification Hard Mining for Imbalanced Deep Learning
    Q. Dong, S. Gong and X. Zhu
    In Proc. IEEE International Conference on Computer Vision, Venice, Italy, October 2017 (ICCV)
    [ PDF ] [ Poster ]
  3. Attribute Recognition by Joint Recurrent Learning of Context and Correlation
    J. Wang, X. Zhu, S. Gong and W. Li
    In Proc. IEEE International Conference on Computer Vision, Venice, Italy, October 2017 (ICCV)
    [ PDF ] [ Poster ]
  4. Multi-Task Curriculum Transfer Deep Learning of Clothing Attributes
    Q. Dong, S. Gong and X. Zhu
    In Proc. IEEE Winter Conference on Applications of Computer Vision, Santa Rosa, California, USA, March 2017 (WACV)
    [ PDF ] [ Poster ]

Logo Detection

WACV17

  1. Open Logo Detection Challenge
    H. Su, X. Zhu and S. Gong
    In Proc. British Machine Vision Conference, Newcastle, UK, September 2018 (BMVC, Spotlight)
    [ PDF ] [ Technical Report ] [ QMUL-OpenLogo Dataset (NEW) ]
  2. WebLogo-2M: Scalable Logo Detection by Deep Learning from the Web
    H. Su, S. Gong and X. Zhu
    In Proc. IEEE International Conference on Computer Vision, Workshop on Web-scale Vision and Social Media, Venice, Italy, October 2017
    [ PDF ] [ WebLogo-2M Dataset ]
  3. Deep Learning Logo Detection with Data Expansion by Synthesising Context
    H. Su, X. Zhu and S. Gong
    In Proc. IEEE Winter Conference on Applications of Computer Vision, Santa Rosa, California, USA, March 2017 (WACV)
    [ PDF ] [ Poster ] [ TopLogo-10 Dataset ]

Video Summarisation and Clustering

ICCV2013

AAAI16

Video Summarisation

  1. Learning from Multiple Sources for Video Summarisation
    X. Zhu, C.C. Loy and S. Gong
    International Journal of Computer Vision, Vol. 117, No. 3, pp. 247-268, May 2016 (IJCV)
    [ PDF ] [ Project Page ]
  2. Video Synopsis by Heterogeneous Multi-Source Correlation
    X. Zhu, C.C. Loy and S. Gong
    In Proc. IEEE International Conference on Computer Vision, Sydney, Australia, December 2013 (ICCV)
    [ PDF ] [ Poster ] [ Project Page ]

Video Clustering

  1. Discovering Visual Concept Structure with Sparse and Incomplete Tags
    J. Wang, X. Zhu and S. Gong
    Artificial Intelligence, Vol. 250, pp. 16-36, September 2017 (AI)
    [ PDF ]
  2. Video Semantic Clustering with Sparse and Incomplete Tags
    J. Wang, X. Zhu and S. Gong
    In Proc. AAAI Conference on Artificial Intelligence, Phoenix, Arizona, USA, February 2016 (AAAI)
    [ PDF ]
  3. Constructing Robust Affinity Graphs for Spectral Clustering
    X. Zhu, C.C. Loy and S. Gong
    In Proc. IEEE Conference on Computer Vision and Pattern Recognition, Columbus, Ohio, USA, June 2014 (CVPR)
    [ PDF ] [ Poster ] [ Project Page (Code) ]
  4. Constrained Clustering: Effective Constraint Propagation with Imperfect Oracles
    X. Zhu, C.C. Loy and S. Gong
    In Proc. IEEE International Conference on Data Mining, Dallas, Texas, USA, December 2013 (ICDM)
    [ PDF ] [ Project Page ]

2017