Thesis

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

Journal

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

Conference

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

Workshop

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

Person Re-Identification

ECCV14

CVPR18

Video Person ReID

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

Image Person ReID

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

Fast (Hashing) Person ReID

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

Unsupervised Domain Adaptation Person ReID

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

Low-Resolution Person ReID

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

Human-In-The-Loop Person ReID

  1. H. Wang, X. Zhu, S. Gong and T. Xiang. Person Re-Identification in Identity Regression Space. International Journal of Computer Vision, accepted, 2018. (IJCV)
  2. H. Wang, S. Gong, X. Zhu and T. Xiang. Human-In-The-Loop Person Re-Identification. In Proc. European Conference on Computer Vision, Amsterdam, The Netherlands, October 2016. (ECCV) [ Poster ] [ Demo Video ]

Re-Inforcement Learning Person ReID

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

Scene Image Person ReID (Person Search)

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

Attribute Recognition

WACV17

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

Logo Detection

WACV17

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

Video Summarisation and Clustering

ICCV2013

AAAI16

Video Summarisation

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

Video Clustering

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

2017