Selected Publications



Editted Books
  1. Han, W., Srivastava, D., Yu, G., Yu, H., and Huang, Z., Proceedings of the 12th Asia-Pacific Web Conference (APWeb 2010), IEEE .


Journal Articles
  1. Litao Yu, Xiaoshuai Sun, Zi Huang, "Robust spatial-temporal deep model for multimedia event detection". Neurocomputing 213: 48-53, 2016.
  2. Litao Yu, Yang Yang, Zi Huang, Peng Wang, Jingkuan Song, Heng Tao Shen, "Web Video Event Recognition by Semantic Analysis From Ubiquitous Documents". IEEE Transactions on Image Processing 25(12): 5689-5701, 2016.
  3. Jingkuan Song, Heng Tao Shen, Jianfeng Wang, Zi Huang, Nicu Sebe, Jingdong Wang, "A Distance-Computation-Free Search Scheme for Binary Code Databases". IEEE Transactions on Multimedia 18(3): 484-495, 2016.
  4. Litao Yu, Zi Huang, Jiewei Cao, Heng Tao Shen, "Scalable Video Event Retrieval by Visual State Binary Embedding". IEEE Transactions on Multimedia 18(8): 1590-1603, 2016.
  5. Hongzhi Yin, Bin Cui, Xiaofang Zhou, Weiqing Wang, Zi Huang, Shazia W. Sadiq, "Joint Modeling of User Check-in Behaviors for Real-time Point-of-Interest Recommendation". ACM Transactions on Information Systems. 35(2): 11:1-11:44, 2016.
  6. Xiang Lian, Lei Chen and Zi Huang "Keyword Search Over Probabilistic RDF Graphs". IEEE Transactions on Knowledge and Data Engineering (TKDE) ,27(5): 1246-1260, 2015.
  7. Ning Xu, Bin Cui, Lei Chen, Zi Huang and Yingxia Shao "Heterogeneous Environment Aware Streaming Graph Partitioning". IEEE Transactions on Knowledge and Data Engineering (TKDE) , 27(6): 1560-1572, 2015.
  8. HongYun Cai, Zi Huang, Divesh Srivastav and, Qing Zhang "Indexing Evolving Events from Tweet Streams". IEEE Transactions on Knowledge and Data Engineering (TKDE) , 27(11): 3001-3015, 2015.
  9. Xuefei Li, HongYun Cai, Zi Huang, Yang Yang and Xiaofang Zhou"Social event identification and ranking on flickr". World Wide Web Journal(WWWJ) , 18(5): 1219-1245, 2015.
  10. Xiaofeng Zhu, Lei Zhang and Zi Huang "A Sparse Embedding and Least Variance Encoding Approach to Hashing.". IEEE Transactions on Image Processing (TIP) ,23(9): 3737-3750, 2014.
  11. Yingfan Liu, Jiangtao Cui, Zi Huang, Hui Li, Heng Tao Shen: SK-LSH: An Efficient Index Structure for Approximate Nearest Neighbor Search. PVLDB 7(9): 745-756, 2014.
  12. Jiajun Liu, Yi Yang, Zi Huang, Yang Yang and Heng Tao. Shen, "On the Influence Propagation of Web Videos". IEEE Transactions on Knowledge and Data Engineering (TKDE) , 26(8): 1961-1973, 2014.
  13. Jingkuan Song, Yi Yang, Xuelong Li, Zi Huang, Yang Yang. Robust Hashing with Local Models for Effective Similarity Search.". IEEE Transactions on Systems, Man, and Cybernetics - PART B: Cybernetics (TSMCB) 44(7): 1225-1236, 2014
  14. Jingkuan Song, Yi Yang, Zi Huang, Heng Tao Shen, and Jiebo Luo "Effective Multiple Feature Hashing for Large-scale Near-duplicate Video Retrieval". IEEE Transactions on Multimedia (TMM), 2013.
  15. Xiaofeng Zhu, Zi Huang, Hong Cheng, Jiangtao Cui, and Heng Tao Shen, "Sparse Hashing for Fast Multimedia Search". ACM Transactions on Information Systems (TOIS), 2013.
  16. Yang Yang, Zi Huang, Yi Yang, Heng Tao Shen and Jiebo Luo, "Local Image Tagging via Graph Regularized Joint Group Sparsity". Pattern Recognition (PR), 2013
  17. Zi Huang, Jiajun Liu, Bin Cui and Xiaoyiong Du "Gram-based String Paradigm for Efficient Video Subsequence Search". IEEE Transactions on Multimedia (TMM), 2013
  18. Yi Yang, Jingkuan Song, Zi Huang, Zhigang Ma, Nicu Sebe and Alexander G. Hauptmann "Multi-Feature Fusion via Hierarchical Regression for Multimedia Analysis". IEEE Transactions on Multimedia (TMM), 2013
  19. Xiaofeng Zhu, Zi Huang, Jiangtao Cui, and Heng Tao Shen "Video-to-Shot Tag Propagation by Graph Sparse Group Lasso". IEEE Transactions on Multimedia (TMM), 2013
  20. Yahong Han, Zhongwen Xu, Zhigang Ma and Zi Huang, "Image classification with manifold learning for out-of-sample data". Signal Processing, 2013
  21. Kai Zheng, Zi Huang, Aoying Zhou and Xiaofang Zhou. "Discovering the Most Influential Sites over Uncertain Data: A Rank Based Approach". IEEE Transaction on Knowledge and Data Engineering (TKDE), 2013
  22. Jiajun Liu, Zi Huang,Hongyun Cai, Heng Tao Shen, Chong-Wah Ngo and Wei Wang, "Near-duplicate Video Retrieval: Current Research and Future Trends". ACM Computing Surveys, 2013
  23. Xiaofeng Zhu, Zi Huang, Yang Yang, Heng Tao Shen, Changsheng Xu and Jiebo Luo, "Self-taught Dimensionality Reduction on the High-dimensional Small-sized Data". Pattern Recognition (PR), 2012.
  24. Xiaofeng Zhu, Zi Huang, Heng Tao Shen, Jian Cheng, and Changsheng Xu, "Dimensionality Reduction by Mixed Kernel Canonical Correlation Analysis". Pattern Recognition (PR), 45(8):3003-3016,2012.
  25. Xiaoming Zhang, Zi Huang, Heng Tao Shen and Yang Yang and Zhoujun Li. "Automatic Tagging by Exploring Tag Information Capability and Correlation". World Wide Web (WWW), 15(3):233-256, 2012.
  26. Zhe Zhao, Bin Cui, Gao Cong, Zi Huang, Heng Tao Shen. "Extracting representative motion flows for effective video retrieval". Multimedia Tools Appl. (MTAP) 58(3): 687-711, 2012.
  27. Jiajun Liu, Zi Huang, Heng Tao Shen and Bin Cui."Correlation-based Retrieval for Heavily Changed Near-duplicate Videos". ACM Transactions on Information Systems (TOIS),29(4), 2011.
  28. Yang Yang, Zi Huang, Heng Tao Shen and Xiaofang Zhou. "Mining Multi-tag Association for Image Tagging".World Wide Web (WWW), 14(2):133-156, 2011.
  29. Qing Xie, Zi Huang, Heng Tao Shen and Xiaofang Zhou. "Quick Identification of Near-duplicate Video Sequences with Cut Signature". World Wide Web (WWW), 15(3):355-382, 2011.
  30. Jie Shao, Heng Tao Shen, Zi Huang and Xiaofang Zhou. "Exploring Distributional Discrepancy for Multi-dimensional Point Set Retrieval". IEEE Transactions on Multimedia (TMM). 13(1):71-78, 2011.
  31. Zi Huang, Heng Tao Shen, Jie Shao, Bin Cui and Xiaofang Zhou. "Online Near-duplicate Subsequence Detection for Continuous Video Streams". IEEE Transactions on Multimedia (TMM). 12(5):386-398, 2010.
  32. Zi Huang, Bo Hu, Hong Cheng, Heng Tao Shen, Hongyan Liu and Xiaofang Zhou. "Mining Near-duplicate Graph for Cluster-based Reranking of Web Video Search Results". ACM Transactions on Information Systems (TOIS), 28(4), 2010.
  33. Zi Huang,eng Tao Shen, Jie Shao, Xiaofang Zhou and Bin Cui. "Bounded Coordinate System Indexing for Real-time Video Clip Search". ACM Transactions on Information Systems (TOIS), 27(3), 2009.
  34. Heng Tao Shen, Jie Shao, Zi Huang and Xiaofang Zhou. "Effective and Efficient Query Processing for Video Subsequence Identification". IEEE Transaction on Knowledge and Data Engineering (TKDE), 21(3):321-334, 2009.
  35. Heng Tao Shen, Shouxu Jiang, Kian-Lee Tan, Zi Huang and Xiaofang Zhou. "Speed Up Interactive Image Retrieval". VLDB Journal, 18(1):329-343, 2009.
  36. Jie Shao, Zi Huang, Heng Tao Shen, Xiaofang Zhou, Ee-Peng Lim and Yijun Li. "Batch Nearest Neighbor Search for Video Retrieval". IEEE Transaction on Multimedia (TMM),10(3):409-420, 2008. 
  37. Zi Huang, Heng Tao Shen, and Xiaofang Zhou. "Localized Co-occurrence Model for Fast Approximate Search in 3D Structure Databases". IEEE Transaction on Knowledge and Data Engineering (TKDE), 20(4):519-531, 2008.

Selected Conference Papers
  1. Xiaoshuai Sun, Zi Huang, Hongzhi Yin, Heng Tao Shen, "An Integrated Model for Effective Saliency Prediction". AAAI2017 (accepted)
  2. Hongyun Cai, Vincent W. Zheng, Penghe Chen, Fanwei Zhu, Kevin Chang and Zi Huang, "SocialLens: Searching and Browsing Communities by Content and Interaction". ICDE2017 Demo (accepted)
  3. Xingzhong Du, Hongzhi Yin, Zi Huang, Yi Yang, Xiaofang Zhou, "Using Detected Visual Objects to Index Video Database". ADC 2016: 333-345 (Best Paper Award)
  4. Ting-Kun Yan, Xin-Shun Xu, Shanqing Guo, Zi Huang, Xiaolin Wang, "Supervised Robust Discrete Multimodal Hashing for Cross-Media Retrieval". CIKM 2016: 1271-1280
  5. Peng Wang, Lingqiao Liu, Chunhua Shen, Zi Huang, Anton van den Hengel, Heng Tao Shen, ""hat's Wrong with That Object? Identifying Images of Unusual Objects by Modelling the Detection Score Distribution". CVPR 2016: 1573-1581
  6. HongYun Cai, Zi Huang, Divesh Srivastava, Qing Zhang, "Indexing evolving events from tweet streams", ICDE 2016: 1538-1539
  7. Yang Yang, Fumin Shen, Zi Huang, Heng Tao Shen, "A Unified Framework for Discrete Spectral Clustering". IJCAI 2016: 2273-2279
  8. HongYun Cai, Yang Yang, Xuefei Li and Zi Huang."What are Popular: Exploring Twitter Features for Event Detection, Tracking and Visualization". ACM Multimedia 2015: 89-98
  9. Jiewei Cao, Zi Huang and Yang Yang."Spatial-aware Multimodal Location Estimation for Social Images". ACM Multimedia 2015: 119-128
  10. Hongzhi Yin, Bin Cui, Zi Huang, Weiqing Wang, Xian Wu and Xiaofang Zhou."Joint Modeling of Users' Interests and Mobility Patterns for Point-of-Interest Recommendation". ACM Multimedia 2015: 819-822
  11. Sheng-Sheng Wang, Zi Huang and Xin-Shun Xu " A multi-label least-squares hashing for scalable image search". In Proceedings of SDM 2015: 954-962
  12. H. Yin, B. Cui, L. Chen, Z. Hu, and Z. Huang. "A Temporal Context-Aware Model for User Behavior Modeling in Social Media Systems". In Proceedings of 33rd ACM SIGMOD International Conference on Management of Data (SIGMOD), 2014.
  13. H. Cai, Z. Huang, X. Zhu, Q. Zhang, and X. Li. "Multi-Output Regression with Tag Correlation Analysis for Effective Image Tagging". In proceedings of 19th International Conferences on Databases Systems for Advanced Systems (DASFAA), 2014.
  14. X. Li, H. Cai, Z. Huang, Y. Yang, and X. Zhou. "Spatio-temporal Event Modeling and Ranking". In Proceedings of 14th International Conference on Web Information System Engineering (WISE), 361-374, 2013. (Best Paper Award)
  15. B. Luo and Z. Huang. "Imagilar: A Real-time Image Similarity Search System on Mobile Platform". In Proceedings of 14th International Conference on Web Information System Engineering (WISE), 535-538, 2013.
  16. Xiaofeng Zhu, Zi Huang, Heng Tao Shen and Xin Zhao. "Linear Cross-Modal Hashing for Effective Multimedia Search". In Proceedings of 21st ACM International Conference on Multimedia (ACM MM), pages 143-152, 2013.
  17. Jingkuan Song, Yang Yang, Yi Yang, Zi Huang and Heng Tao Shen."Inter-Media Hashing for Large-scale Retrieval from Heterogeneous Data Sources". ACM SIGMOD, pages 785-796, 2013.
  18. Jiajun Liu, Zi Huang, Heng Tao Shen, Hong Cheng and Yueguo Chen. "Presenting Diverse Location Views with Real-time Near-duplicate Photo Elimination ". In Proceedings of 29th IEEE International Conference on Data Engineering (ICDE), 2013.
  19. X. Zhu, Z. Huang, and X. Wu. "Multi-view Visual Classification via a Mixed-norm Regularizer". In proceedings of 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), pages 520-531, 2013.
  20. J. Cui, Z. Huang, B. Wang, and Y. Liu. "Near-optimal Partial Linear Scan for Nearest Neighbor search in high-dimensional space". In proceedings of 18th International Conferences on Databases Systems for Advanced Systems (DASFAA), pages 101-115, 2013.
  21. Jiajun Liu, Zi Huang, Lei Chen, Heng Tao Shen, and Zhixian Yan. "Discovering and Ranking Areas of Interest with Geo-tagged Images and Check-ins". In Proceedings of 20th ACM International Conference on Multimedia (ACM MM), 2012.
  22. Yang Yang, Yi Yang, Zi Huang, Jiajun Liu and Zhigang Ma. "Robust Cross-Media Transfer for Visual Event Detection". In Proceedings of 20th ACM International Conference on Multimedia (ACM MM), 2012. (short)
  23. Hongyun Cai, Zi Huang, Jie Shao and Xue Li. "Context Sensitive Tag Expansion with Information Inference". In proceedings of 17th International Conferences on Databases Systems for Advanced Systems (DASFAA), 2012. (Best Paper Award)
  24. S. Unankard, L. Chen, P. Li, S. Wang, Z. Huang, M. Sharaf, and X. Li (2012), On the Prediction of Re-tweeting Activities in Social Networks - a Report on WISE 2012 Challenge, WISE, 744-754, 2012. (CHAMPION: DATA MINING TRACK)
  25. Jingkuan Song, Yi Yang, Zi Huang, Heng Tao Shen and Richang Hong. "Multiple Feature Hashing for Real-time Large Scale Near-duplicate Video Retrieval". In Proceedings of 19th ACM International Conference on Multimedia (ACM MM), 2011.
  26. Yang Yang, Yi Yang, Zi Huang and Heng Tao Shen. "Transfer Tagging from Image to Video". In Proceedings of 19th ACM International Conference on Multimedia (ACM MM), 2011. (short)
  27. Xiaofeng Zhu, Zi Huang and Heng Tao Shen. "Video-to-Shot Tag Allocation by Weighted Sparse Group Lasso". In Proceedings of 19th ACM International Conference on Multimedia (ACM MM), 2011. (short)
  28. Yi Yang, Heng Tao Shen, Zhigang Ma, Zi Huang and Xiaofang Zhou. "L21-Norm Regularized Discriminative Feature Selection for Unsupervised Learning". In Proceedings of the 22nd International Joint Conferences on Artificial Intelligence (IJCAI), 2011.
  29. Zi Huang, Heng Tao Shen, Jiajun Liu and Xiaofang Zhou. "Effective Data Co-Reduction for Multimedia Similarity Search". ACM SIGMOD 2011.
  30. Yang Yang, Yi Yang, Zi Huang, Heng Tao Shen and Feiping Nie. "Tag Localization with Spatial Correlations and Joint Group Sparsity". In Proceedings of IEEE Comptuer Vision and and Pattern Recognition (CVPR), 2011.
  31. Xiaoming Zhang, Zi Huang, Heng Tao Shen and Zhoujun Li. "Probabilistic Image Tagging with Tags Expanded by Text-based Search". In proceedings of 16th International Conferences on Databases Systems for Advanced Systems (DASFAA), 2011.
  32. Jiajun Liu, Zi Huang, Heng Tao Shen and Xiaofang Zhou. "Efficient Histogram-based Similarity Search in Sparse and Ultra-high Dimensional Space". In proceedings of 16th International Conferences on Databases Systems for Advanced Systems (DASFAA), 2011.
  33. Qing Xie, Zi Huang, Heng Tao Shen, Xiaofang Zhou and Changyi Pang. "Efficient and Continuous Near-duplicate Video Detection". In Proceedings of 12th International Asia-Pacific Web Conference (APWeb), pages 260-266, 2010. (Best Paper Award)
  34. Ran Cheng, Zi Huang, Heng Tao Shen and Xiaofang Zhou. "Interactive Near-Duplicate Video Retrieval and Detection". In Proceedings of 17th ACM International Conference on Multimedia (ACM MM), 2009. (demo)
  35. Zi Huang, Liping Wang, Heng Tao Shen, Jie Shao and Xiaofang Zhou, "Online Near-Duplicate Video Clip Detection and Retrieval: An Accurate and Fast System". In Proceedings of 25th IEEE International Conference on Data Engineering (ICDE), pages 1511-1514, 2009. (demo)
  36. H. T. Shen, Z. Huang, J. Cao and X. Zhou. "High-dimensional indexing with oriented cluster representation for multimedia database". In Proceedings of ITEE International Conference on Multimedia & Expo (ICME), pages 1628-1631, 2009.
  37. Z. Huang, H. T. Shen, D. Song, X. Li and S. Rueger. "Dimension-specific Search for Multimedia Retrieval". In proceedings of 14th International Conferences on Databases Systems for Advanced Systems (DASFAA), pages 693-698, 2009.
  38. Zi Huang, Heng Tao Shen, Jie Shao, Stefan Rueger and Xiaofang Zhou. "Locality Condensation: A New Dimensionality Reduction Method for Image Retrieval". In Proceedings of 16th ACM International Conference on Multimedia (ACM MM), pages 219-228, 2008.
  39. Jie Shao, Zi Huang, Heng Tao Shen, Jialie Shen and Xiaofang Zhou. "Distribution-based Similarity Measures for Multi-dimensional Point Set Retrieval Applications". In Proceedings of 16th ACM International Conference on Multimedia (ACM MM), pages 429-438, 2008.
  40. Rui Hu, Stefan Rueger, Dawei Song, Haiming Liu, and Zi Huang. "Dissimilarity Measures for Content-based Image Retrieval". In Proceedings of ICME 2008.
  41. Z. Huang, Y. Li, J. Shao, H. T. Shen, L. Wang, D. Zhang, X. Zhou and X. Zhou (2008). "Content-Based Video Search: is there a need, and is it possible?". In Proceedings of International Workshop on Information-explosion and Next Generation Search (INGS), pages 12-19, 2008.
  42. Heng Tao Shen, Xiaofang Zhou, Zi Huang, and Jie Shao, "Statistical Summarization of Content Features for Fast Near-duplicate Video Detection". In Proceedings of 15th ACM International Conference on Multimedia (ACM MM), pages 164-165, 2007.(demo)
  43. Heng Tao Shen, Xiaofang Zhou, Zi Huang, Jie Shao, and Emily Zhou, "UQLIPS: A Real-time Near-duplicate Video Clip Detection System", In Proceedings of 33rd VLDB, pages 849-850, 2007. (demo)
  44. Zi Huang, Heng Tao Shen, Xiaofang Zhou, and Jie Shao, "Dimensionality Reduction for Efficient Video Similarity Search". In Proceedings of DaWak 2007.
  45. Zi Huang, Heng Tao Shen, Xiaofang Zhou, Dawei Song and Stefan Rueger, "Dimensionality Reduction for Dimension-specific Search". In Proceedings of 30th ACM SIGIR, pages 849-850, pages 1395-1399, 2007. (Poster).
  46. Jie Shao, Zi Huang, Heng Tao Shen, Xiaofang Zhou and Yijun Li, "Dynamic Batch Nearest Neighbour Search in Video Retrieval". In Proceedings of 23rd IEEE International Conference on Data Engineering (ICDE), pages 1395-1399, 2007. (Short paper)
  47. Zi Huang, Xiaofang Zhou, Heng Tao Shen, and Dawei Song, "3D Protein Structure Matching by Patch Signatures". In the 17th International Conference on Database and Expert Systems Applications (DEXA 2006), September 4 - 8, 2006, Krakow, Poland.
  48. Zi Huang, Xiaofang Zhou, Dawei Song, and Peter Bruza, "Dimensionality Reduction in Motif-Signature Based Protein Structure Matching". In Proceedings of the 17th Australasian Database Conference (ADC 2006), January 16 - 19, 2006, Tasmania, Australia.
  49. Heng Tao Shen, Beng Chin OOi, Xiaofang Zhou and Zi Huang. "Towards Effective Indexing for Very Large Video Sequence Database". In Proceedings of 24th ACM SIGMOD International Conference on Management of Data (SIGMOD), pages 730-741, 2005.
  50. Zi Huang, Xiaofang Zhou, and Dawei Song,  "High Dimensional Indexing for Protein Structure Matching Using Bowties". In Proceedings of 3rd Asia Pacific Bioinformatics Conference (APBC 2005), 17-21 January 2005, Singapore.


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