Professor Helen Huang

Professor

School of Electrical Engineering and Computer Science
Faculty of Engineering, Architecture and Information Technology
helen.huang@uq.edu.au
+61 7 336 53239

Overview

Dr. Huang is a Professor and ARC Future Fellow in School of ITEE, The University of Queensland. She received her BSc degree from Department of Computer Science, Tsinghua University, China, and her PhD in Computer Science from School of ITEE, The University of Queensland in 2001 and 2007 respectively. Dr. Huang's research interests mainly include multimedia indexing and search, social data analysis and knowledge discovery. She has published 200+ papers in prestigious venues, and is currently an Associate Editor of The VLDB Journal, ACM Transactions on Information Systems (TOIS), Pattern Recognition Journal, etc and also a member of the VLDB Endowment Board of Trustees.

Dr. Huang has received 2016 Chris Wallace Award from Computing Research and Education (CORE) Australasia for a notable breakthrough or a contribution of particular significance in Computer Science, and Women in Technology (WiT) Infotech Research Award 2014, Queensland. She was also a recipient of the Excellence in Higher Degree by Research Supervision Award, University of Queensland, 2018. Dr. Huang is the Data Science Discipline Leader, UQ.

Research Interests

  • Multimedia Search
    Visual content (image and videos) understanding and analysis; Multimedia indexing and retrieval; Ranking and recommendation; Visual question answering;
  • Social Media Analytics
    Event detection and monitoring; User behaviour modelling and prediction; Social interactions analysis; Web data mining
  • Machine Learning
    Few-shot Learning; Zero-shot Learning; Domain adaptation; Adversarial learning; Graph learning
  • Information systems
    Privacy-aware information retrieval; cross-modal retrieval; Heterogeneous data fusion; Knowledge distillation
  • Big Database Management
    Data quality; Data linkage and fusion; Indexing structures; Query processing; Dimensionality reduction; spatio-temporal data management

Qualifications

  • Doctor of Philosophy, The University of Queensland

Publications

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Grants

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Supervision

  • Doctor Philosophy

  • Doctor Philosophy

  • Doctor Philosophy

View all Supervision

Publications

Book Chapter

  • Huang, Zi, Zhou, Xiaofang, Shen, Heng Tao and Song, Dawei (2006). 3D Protein Structure Matching by Patch Signatures. Lecture Notes in Computer Science. (pp. 528-537) Berlin, Heidelberg: Springer Berlin Heidelberg. doi: 10.1007/11827405_52

Journal Article

Conference Publication

  • Zhang, Peng-Fei and Huang, Zi Helen (2023). Multi-head Siamese Prototype Learning against both Data and Label Corruption. New York, NY, USA: ACM. doi: 10.1145/3595916.3626435

  • Du, Heming, Huang, Zi, Chapman, Scott and Yu, Xin (2023). Toward a unified framework for RGB and RGB-D visual navigation. 36th Australasian Joint Conference on Artificial Intelligence, AJCAI 2023, Brisbane, QLD Australia, 28 November –1 December 2023. Singapore: Springer. doi: 10.1007/978-981-99-8391-9_29

  • Wang, Zixin, Luo, Yadan, Chen, Zhi, Wang, Sen and Huang, Zi (2023). Cal-SFDA: Source-Free Domain-adaptive Semantic Segmentation with Differentiable Expected Calibration Error. New York, NY, USA: ACM. doi: 10.1145/3581783.3611808

  • Chen, Zhi, Zhang, Pengfei, Li, Jingjing, Wang, Sen and Huang, Zi (2023). Zero-Shot Learning by Harnessing Adversarial Samples. New York, NY, USA: ACM. doi: 10.1145/3581783.3611823

  • Wang, Zijian, Luo, Yadan, Zheng, Liang, Huang, Zi and Baktashmotlagh, Mahsa (2023). How Far Pre-trained Models Are from Neural Collapse on the Target Dataset Informs their Transferability. IEEE/CVF International Conference on Computer Vision 2023 (ICCV), Paris, France, 2-6 October 2023. Paris, France: Computer Vision Foundation. doi: 10.1109/iccv51070.2023.00511

  • Luo, Yadan, Chen, Zhuoxiao, Fang, Zhen, Zhang, Zheng, Baktashmotlagh, Mahsa and Huang, Zi (2023). KECOR: Kernel Coding Rate Maximization for Active 3D Object Detection. IEEE/CVF International Conference on Computer Vision 2023 (ICCV), Paris, France, 2-6 October 2021. Paris, France: Computer Vision Foundation. doi: 10.1109/iccv51070.2023.01676

  • Chen, Zhuoxiao, Luo, Yadan, Wang, Zheng, Baktashmotlagh, Mahsa and Huang, Zi (2023). Revisiting Domain-Adaptive 3D Object Detection by Reliable, Diverse and Class-balanced Pseudo-Labeling. IEEE/CVF International Conference on Computer Vision 2023 (ICCV), Paris, France, 2-6 October 2023. Paris, France: Computer Vision Foundation. doi: 10.1109/iccv51070.2023.00344

  • Mazaris, Vasileios, Papadopoulos, Symeon, Popescu, Adrian and Huang, Zi Helen (2023). ICMR 2023 Program Chairs Welcome Message. ICMR 2023, Thessaloniki, Greece, 12 – 15 June 2023. Association for Computing Machinery.

  • Du, Heming, Li, Lincheng, Huang, Zi and Yu, Xin (2023). Object-goal visual navigation via effective exploration of relations among historical navigation states. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Vancouver, BC, Canada, 17-24 June 2023. Piscataway, NJ, United States: IEEE. doi: 10.1109/cvpr52729.2023.00252

  • Luo, Yadan, Chen, Zhuoxiao, Wang, Zijian, Yu, Xin, Huang, Zi and Baktashmotlagh, Mahsa (2023). Exploring active 3D object detection from a generalization perspective. 11th International Conference on Learning Representations (ICLR), Kigali, Rwanda, 1 - 5 May 2023. New York, NY, United States: Cornell Tech. doi: 10.48550/arXiv.2301.09249

  • Qu, Liang, Tang, Ningzhi, Zheng, Ruiqi, Nguyen, Quoc Viet Hung, Huang, Zi, Shi, Yuhui and Yin, Hongzhi (2023). Semi-decentralized federated ego graph learning for recommendation. The ACM Web Conference 2023, Austin, TX, United States, 30 April - 4 May 2023. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3543507.3583337

  • Qiu, Ruihong, Huang, Zi and Yin, Hongzhi (2023). Beyond double ascent via recurrent neural tangent kernel in sequential recommendation. 22nd IEEE International Conference on Data Mining (ICDM), Orlando, FL USA, 28 November-1 December 2022. New York, NY USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/icdm54844.2022.00053

  • Zhu, Anjie, Zhang, Peng-Fei, Zhang, Yi, Huang, Zi and Shao, Jie (2023). Abstract then Play: A Skill-centric Reinforcement Learning Framework for Text-based Games. Association for Computational Linguistics (ACL).

  • Wang, Zijian, Luo, Yadan, Huang, Zi and Baktashmotlagh, Mahsa (2023). FFM: injecting out-of-domain knowledge via factorized frequency modification. 23rd IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), Waikoloa, HI, United States, 3-7 January 2023. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/wacv56688.2023.00412

  • Zhang, Peng-Fei, Huang, Zi, Luo, Xin and Zhao, Pengfei (2022). Robust learning with adversarial perturbations and label noise: a two-pronged defense approach. 4th ACM International Conference on Multimedia in Asia, Tokyo, Japan, 13-16 December 2022. New York, NY, United States: ACM. doi: 10.1145/3551626.3564934

  • Zhang, Peng-Fei, Huang, Zi, Bai, Guangdong and Xu, Xin-Shun (2022). IDEAL: high-order-ensemble adaptation network forlearning with noisy labels. MM '22: The 30th ACM International Conference on Multimedia, Lisbon, Portugal, 10-14 October 2022. New York, United States: Association for Computing Machinery. doi: 10.1145/3503161.3548053

  • Zhang, Peng-Fei, Bai, Guangdong, Huang, Zi and Xu, Xin-Shun (2022). Machine unlearning for image retrieval : a generative scrubbing approach. MM '22: The 30th ACM International Conference on Multimedia, Lisbon, Portugal, 10-14 October 2022. New York, United States: Association for Computing Machinery. doi: 10.1145/3503161.3548378

  • Xie, Fuman, Zhang, Yanjun, Yan, Chuan, Li, Suwan, Bu, Lei, Chen, Kai, Huang, Zi and Bai, Guangdong (2022). Scrutinizing Privacy Policy Compliance of Virtual Personal Assistant Apps. ASE '22: 37th IEEE/ACM International Conference on Automated Software Engineering, Rochester, MI United States, 10 - 14 October 2022. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3551349.3560416

  • Wang, Zixin, Luo, Yadan, Zhang, Peng-Fei, Wang, Sen and Huang, Zi (2022). Discovering domain disentanglement for generalized multi-source domain adaptation. 2022 IEEE International Conference on Multimedia and Expo (ICME), Taipei, Taiwan, 18-22 July 2022. Piscataway, NJ United States: IEEE Computer Society. doi: 10.1109/icme52920.2022.9859733

  • Chen, Tong, Yin, Hongzhi, Ren, Jie, Huang, Zi, Zhang, Xiangliang and Wang, Hao (2022). Uniting heterogeneity, inductiveness, and efficiency for graph representation learning (Extended Abstract). 2022 IEEE 38th International Conference on Data Engineering (ICDE), Kuala Lumpur, Malaysia, 9-12 May 2022. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers . doi: 10.1109/icde53745.2022.00143

  • Qiu, Ruihong, Huang, Zi, Yin, Hongzhi and Wang, Zijian (2022). Contrastive learning for representation degeneration problem in sequential recommendation. WSDM '22: Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining, Virtual, AZ, United States, 21 - 25 February 2022. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3488560.3498433

  • Zhang, Shijie, Yin, Hongzhi, Chen, Tong, Huang, Zi, Nguyen, Quoc Viet Hung and Cui, Lizhen (2022). PipA!ack: poisoning federated recommender systems for manipulating item promotion. WSDM '22: Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining, Virtual, AZ, United States, 21 - 25 February 2022. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3488560.3498386

  • Chen, Yudong, Wang, Sen, Liu, Jiajun, Xu, Xuwei, de Hoog, Frank and Huang, Zi (2022). Improved feature distillation via projector ensemble. 36th Conference on Neural Information Processing Systems (NeurIPS 2022), New Orleans, LA, United States, 29 November-1 December 2022. New Orleans, LA, United States: Neural information processing systems foundation.

  • Qiu, Ruihong, Wang, Sen, Chen, Zhi, Yin, Hongzhi and Huang, Zi (2021). CausalRec: causal inference for visual debiasing in visually-aware recommendation. MM '21: ACM Multimedia Conference, Virtual, 20-24 October 2021. New York, NY USA: Association for Computing Machinery. doi: 10.1145/3474085.3475266

  • You, Fuming, Li, Jingjing, Zhu, Lei, Chen, Zhi and Huang, Zi (2021). Domain adaptive semantic segmentation without source data. MM '21: Proceedings of the 29th ACM International Conference on Multimedia, Virtual, 20-24 October 2021. New York, NY USA: Association for Computing Machinery. doi: 10.1145/3474085.3475482

  • Li, Xinhao, Li, Jingjing, Zhu, Lei, Wang, Guoqing and Huang, Zi (2021). Imbalanced Source-free Domain Adaptation. MM '21: ACM Multimedia Conference, Online, 20 - 24 October 2021. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3474085.3475487

  • Zhang, Peng-Fei, Duan, Jiasheng, Huang, Zi and Yin, Hongzhi (2021). Joint-teaching: learning to refine knowledge for resource-constrained unsupervised cross-modal retrieval. MM '21: ACM Multimedia Conference, Virtual, 20-24 October 2021. New York, NY USA: Association for Computing Machinery. doi: 10.1145/3474085.3475286

  • Du, Zhekai, Li, Jingjing, Lu, Ke, Zhu, Lei and Huang, Zi (2021). Learning Transferrable and Interpretable Representations for Domain Generalization. MM '21: ACM Multimedia Conference, Online, 20 - 24 October 2021. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3474085.3475488

  • Chen, Yudong, Wang, Sen, Lu, Jianglin, Chen, Zhi, Zhang, Zheng and Huang, Zi (2021). Local graph convolutional networks for cross-modal hashing. ACM International Conference on Multimedia, Chengdu, China (Virtual), 20-24 October 2021. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3474085.3475346

  • Chen, Zhi, Luo, Yadan, Wang, Sen, Qiu, Ruihong, Li, Jingjing and Huang, Zi (2021). Mitigating Generation Shifts for Generalized Zero-Shot Learning. MM '21: ACM Multimedia Conference, Online, 20 - 24 October 2021. Washington, DC United States: Association for Computing Machinery. doi: 10.1145/3474085.3475258

  • Chen, Zhi, Luo, Yadan, Qiu, Ruihong, Wang, Sen, Huang, Zi, Li, Jingjing and Zhang, Zheng (2021). Semantics disentangling for generalized zero-shot learning. 2021 IEEE/CVF International Conference on Computer Vision (ICCV), Montreal, QC Canada, 10-17 October 2021. Piscataway, NJ USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/iccv48922.2021.00859

  • Chen, Tong, Yin, Hongzhi, Zheng, Yujia, Huang, Zi, Wang, Yang and Wang, Meng (2021). Learning elastic embeddings for customizing on-device recommenders. 27th ACM SIGKDD Conference on Knowledge Discovery & Data Mining, Virtual (Singapore), 14-18 August 2021. New York, NY, United States: ACM. doi: 10.1145/3447548.3467220

  • Li, Yang, Chen, Tong, Luo, Yadan, Yin, Hongzhi and Huang, Zi (2021). Discovering collaborative signals for next POI recommendation with iterative Seq2Graph augmentation. Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, Montreal, QC Canada, 19 - 27 August 2021. Palo Alto, CA United States: A A A I Press. doi: 10.24963/ijcai.2021/206

  • Ren, Xuhui, Yin, Hongzhi, Chen, Tong, Wang, Hao, Huang, Zi and Zheng, Kai (2021). Learning to ask appropriate questions in conversational recommendation. SIGIR '21: Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual Event, 11-15 July 2021. New York, NY USA: Association for Computing Machinery. doi: 10.1145/3404835.3462839

  • Zhang, Peng-Fei, Li, Yang, Huang, Zi and Yin, Hongzhi (2021). Privacy protection in deep multi-modal retrieval. 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual, 11-15 July 2021. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3404835.3462837

  • Zhang, Shijie, Yin, Hongzhi, Chen, Tong, Huang, Zi, Cui, Lizhen and Zhang, Xiangliang (2021). Graph embedding for recommendation against attribute inference attacks. WWW '21: Proceedings of the Web Conference 2021, Ljubljana, Slovenia, 19-22 April 2021. New York, NY USA: Association for Computing Machinery. doi: 10.1145/3442381.3449813

  • Imran, Mubashir, Yin, Hongzhi, Chen, Tong, Huang, Zi, Zhang, Xiangliang and Zheng, Kai (2021). DDHH: A decentralized deep learning framework for large-scale heterogeneous networks. 2021 IEEE 37th International Conference on Data Engineering (ICDE), Chania, Greece, 19-22 April 2021. Washington, DC USA: IEEE Computer Society. doi: 10.1109/ICDE51399.2021.00196

  • Alghamdi, Jawaher and Huang, Zi (2021). Modeling Daily Crime Events Prediction Using Seq2Seq Architecture. 32nd Australasian Database Conference (ADC) Held as Part of Australasian Computer Science Week (ACSW), Online, 29 January - 5 February 2021. Heidelberg, Germany: Springer. doi: 10.1007/978-3-030-69377-0_16

  • Wang, Zijian, Luo, Yadan, Qiu, Ruihong, Huang, Zi and Baktashmotlagh, Mahsa (2021). Learning to diversify for single domain generalization. 2021 IEEE/CVF International Conference on Computer Vision (ICCV), Montreal, QC Canada, 10-17 October 2021. Piscataway, NJ USA: Institute of Electrical and Electronics Engineers. doi: 10.1109/ICCV48922.2021.00087

  • Chen, Zhi, Huang, Zi, Li, Jingjing and Zhang, Zheng (2021). Entropy-based uncertainty calibration for generalized zero-shot learning. 32nd Australasian Database Conference, ADC 2021, Dunedin, New Zealand, 29 January-5 February 2021. Cham, Switzerland: Springer Cham. doi: 10.1007/978-3-030-69377-0_12

  • Qiu, Ruihong, Huang, Zi and Yin, Hongzhi (2021). Memory augmented multi-instance contrastive predictive coding for sequential recommendation. IEEE International Conference on Data Mining, Auckland, New Zealand, 7-10 December 2021. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ICDM51629.2021.00063

  • Zhang, Peng-Fei, Huang, Zi and Xu, Xin-Shun (2021). Proactive Privacy-preserving Learning for Retrieval. 35th AAAI Conference on Artificial Intelligence / 33rd Conference on Innovative Applications of Artificial Intelligence / 11th Symposium on Educational Advances in Artificial Intelligence, Electr Network, Feb 02-09, 2021. PALO ALTO: ASSOC ADVANCEMENT ARTIFICIAL INTELLIGENCE.

  • Zhang, Peng-Fei, Huang, Zi and Xu, Xin-Shun (2021). Proactive Privacy-preserving Learning for Retrieval. 35th AAAI Conference on Artificial Intelligence, AAAI 2021, Online, 2–9 February 2021. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v35i4.16449

  • Luo, Yadan, Huang, Zi, Wang, Zijian, Zhang, Zheng and Baktashmotlagh, Mahsa (2020). Adversarial bipartite graph learning for video domain adaptation. ACM International Conference on Multimedia, Seattle, WA, United States, 12-16 October 2020. New York, United States: Association for Computing Machinery. doi: 10.1145/3394171.3413897

  • Jing, Mengmeng, Li, Jingjing, Zhu, Lei, Lu, Ke, Yang, Yang and Huang, Zi (2020). Incomplete cross-modal retrieval with dual-aligned variational autoencoders. MM '20: The 28th ACM International Conference on Multimedia, Online, 12-16 October 2020. New York, NY, United States: Association for Computing Machinery, Inc. doi: 10.1145/3394171.3413676

  • Wang, Zijian, Luo, Yadan, Huang, Zi and Baktashmotlagh, Mahsa (2020). Prototype-matching graph network for heterogeneous domain adaptation. MM '20: 28th ACM International Conference on Multimedia, Online, October 2020. New York, NY, United States: ACM. doi: 10.1145/3394171.3413662

  • Chen, Zhi, Wang, Sen, Li, Jingjing and Huang, Zi (2020). Rethinking generative zero-shot learning: an ensemble learning perspective for recognising visual patches. MM '20: Proceedings of the 28th ACM International Conference on Multimedia, New York, NY USA, 12-16 October 2020. New York, NY USA: Association for Computing Machinery. doi: 10.1145/3394171.3413813

  • Duan, Jiasheng, Zhang, Pengfei and Huang, Zi (2020). Completely unsupervised cross-modal hashing. 25th International Conference on Database Systems for Advanced Applications, DASFAA 2020, Jeju, South Korea, 24 - 27 September 2020. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-59410-7_11

  • Qiu, Ruihong, Yin, Hongzhi, Huang, Zi and Chen, Tong (2020). GAG: global attributed graph neural network for streaming session-based recommendation. International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual Event China , 25-30 July 2020. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3397271.3401109

  • Chen, Tong, Yin, Hongzhi, Ye, Guanhua, Huang, Zi, Wang, Yang and Wang, Meng (2020). Try this instead: personalized and interpretable substitute recommendation. International ACM SIGIR Conference on Research and Development in Information Retrieval, Virtual Event China, 25-30 July 2020. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3397271.3401042

  • Wang, Ziwei, Huang, Zi and Luo, Yadan (2020). Human consensus-oriented image captioning. Twenty-Ninth International Joint Conference on Artificial Intelligence, Yokohama, Japan, 7-15 January 2021. Palo Alto, CA, United States: AAAI Press. doi: 10.24963/ijcai.2020/92

  • Zhang, Peng-Fei, Huang, Zi and Zhang, Zheng (2020). Semantics-reconstructing hashing for cross-modal retrieval. 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2020, Singapore, 11 - 14 May 2020. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-47436-2_24

  • Luo, Yadan, Huang, Zi, Zhang, Zheng, Wang, Ziwei, Baktashmotlagh, Mahsa and Yang, Yang (2020). Learning from the past: continual meta-learning with Bayesian Graph Neural Networks. The Thirty-Fourth AAAI Conference on Artificial Intelligence/ The Thirty-Second Conference on Innovative Applications of Artificial Intelligence/ The Tenth Symposium on Educational Advances in Artificial Intelligence, New York, United States, 7-12 February 2020. Palo Alto, CA, United States: Association for the Advancement of Artificial Intelligence (AAAI). doi: 10.1609/aaai.v34i04.5942

  • Chen, Zhi, Li, Jingjing, Luo, Yadan, Huang, Zi and Yangyang, Yangyang (2020). CANZSL: Cycle-consistent adversarial networks for zero-shot learning from natural language. IEEE Winter Conference on Applications of Computer Vision (WACV), Snowmass, CO United States, 1-5 March 2020. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/WACV45572.2020.9093610

  • Li, Yang, Luo, Yadan and Huang, Zi (2020). Fashion recommendation with multi-relational representation learning. 24th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2020, Singapore, 11-14 May 2020. Heidelberg, Germany: Springer. doi: 10.1007/978-3-030-47426-3_1

  • Zhang, Shijie, Yin, Hongzhi, Chen, Tong, Hung, Quoc Viet Nguyen, Huang, Zi and Cui, Lizhen (2020). GCN-based user representation learning for unifying robust recommendation and fraudster detection. SIGIR '20: 43rd International ACM SIGIR Conference on Research and Development in Information Retrieval, Online, July 2020. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3397271.3401165

  • Li, Yang, Luo, Yadan and Huang, Zi (2020). Graph-based relation-aware representation learning for clothing matching. Australasian Database Conference, Melbourne, VIC, Australia, 3-7 February 2020. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-39469-1_15

  • Guo, Lei, Yin, Hongzhi, Wang, Qinyong, Cui, Bin, Huang, Zi and Cui, Lizhen (2020). Group recommendation with latent voting mechanism. 2020 IEEE 36th International Conference on Data Engineering (ICDE), Dallas, TX, United States, 20-24 April 2020. Washington, DC, United States: IEEE Computer Society. doi: 10.1109/ICDE48307.2020.00018

  • Wang, Qinyong, Yin, Hongzhi, Chen, Tong, Huang, Zi, Wang, Hao, Zhao, Yanchang and Viet Hung, Nguyen Quoc (2020). Next point-of-interest recommendation on resource-constrained mobile devices. WWW '20: The Web Conference 2020, Taipei, Taiwan, April 2020. New York, United States: Association for Computing Machinery. doi: 10.1145/3366423.3380170

  • Wang, Ziwei, Huang, Zi and Luo, Yadan (2020). PAIC: Parallelised Attentive Image Captioning. 31st Australasian Database Conference, ADC 2020, Melbourne, VIC, Australia, February 3–7, 2020. Cham, Switzerland: Springer International Publishing. doi: 10.1007/978-3-030-39469-1_2

  • Luo, Yadan, Wang, Zijian, Huang, Zi and Baktashmotlagh, Mahsa (2020). Progressive graph learning for open-set domain adaptation. 37th International Conference on Machine Learning ICML 2020, Vienna, Austria, 12-18 July 2020 . International Machine Learning Society .

  • Duan, Jiasheng, Luo, Yadan, Wang, Ziwei and Huang, Zi (2020). Semi-supervised cross-modal hashing with graph convolutional networks. Australasian Database Conference, Melbourne, VIC, Australia, 3-7 February 2020. Cham, Switzerland: Springer. doi: 10.1007/978-3-030-39469-1_8

  • Xie, Yue, Li, Jingjing, Jing, Mengmeng, Lu, Ke and Huang, Zi (2019). A Domain Adaptation Approach for Multistream Classification. 24th International Conference on Database Systems for Advanced Applications, DASFAA 2019, Chiang Mai, Thailand, 22 - 25 April 2019. Heidelberg, Germany: Springer Verlag. doi: 10.1007/978-3-030-18590-9_42

  • Jing, Mengmeng, Li, Jingjing, Lu, Ke, Liu, Jieyan and Huang, Zi (2019). Adaptive component embedding for unsupervised domain adaptation. IEEE International Conference on Multimedia and Expo (ICME), Shanghai, China, 8-12 July 2019. Piscataway, NJ United States: IEEE Computer Society. doi: 10.1109/ICME.2019.00286

  • Li, Jingjing, Jing, Mengmeng, Xie, Yue, Lu, Ke and Huang, Zi (2019). Agile domain adaptation. International Joint Conference on Neural Networks, Budapest, Hungary, 14-19 July 2019. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/IJCNN.2019.8852479

  • Li, Jingjing, Zhu, Lei, Jing, Mengmeng, Yang, Yang Y., Lu, Ke and Huang, Zi (2019). Alleviating feature confusion for generative zero-shot learning. 27th ACM International Conference on Multimedia (MM), Nice, France, 21-25 October 2019. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3343031.3350901

  • Peng, Liang, Yang, Y., Wang, Zheng, Wu, Xiao and Huang, Zi (2019). CRA-NEt: Composed relation attention network for visual question answering. 27th ACM International Conference on Multimedia (MM), Nice, France, 21-25 October 2019. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3343031.3350925

  • Luo, Yadan, Huang, Zi, Zhang, Zheng, Wang, Ziwei, Li, Jingjing and Yang, Yang (2019). Curiosity-driven reinforcement learning for diverse visual paragraph generation. 27th ACM International Conference on Multimedia (MM), Nice, France, 21-25 October 2019. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3343031.3350961

  • Li, Jingjing, Zhu, Lei, Chen, Erpeng, Lu, Ke, Ding, Zhengming and Huang, Zi (2019). Cycle-consistent conditional adversarial transfer networks. 27th ACM International Conference on Multimedia (MM), Nice, France, 21-25 October 2019. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3343031.3350902

  • Wang, Zijian, Luo, Yadan, Zhang, Zheng and Huang, Zi (2019). Deep collaborative discrete hashing with semantic-invariant structure. 42nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), Paris, France, 21-25 July 2019. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3331184.3331275

  • Wang, Qinyong, Nguyen, Quoc Viet Hung, Yin, Hongzhi, Huang, Zi, Wang, Hao and Cui, Lizhen (2019). Enhancing collaborative filtering with generative augmentation. 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD), Anchorage, AK United States, 4-8 August 2019. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3292500.3330873

  • Li, Jingjing, Jing, Mengmeng, Lu, Ke, Zhu, Lei, Yang, Yang and Huang, Zi (2019). From zero-shot learning to cold-start recommendation. 33rd AAAI Conference on Artificial Intelligence / 31st Innovative Applications of Artificial Intelligence Conference / 9th AAAI Symposium on Educational Advances in Artificial Intelligence, Honolulu, HI, United States, 27 January - 1 February 2019. Palo Alto, CA, United States: Association for the Advancement of Artificial Intelligence.

  • Ji, Shaoxiong, Pan, Shirui, Long, Guodong, Li, Xue, Jiang, Jing and Huang, Zi (2019). Learning private neural language modeling with attentive aggregation. 2019 International Joint Conference on Neural Networks (IJCNN), Budapest, Hungary, 14-19 July 2019. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/IJCNN.2019.8852464

  • Li, Jingjing, Jing, Mengmeng, Lu, Ke, Ding, Zhengming, Zhu, Lei and Huang, Zi (2019). Leveraging the Invariant Side of Generative Zero-Shot Learning. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Long Beach, CA United States, 16-20 June 2019. Piscataway, NJ United States: IEEE. doi: 10.1109/CVPR.2019.00758

  • Bin, Yi, Yang, Yang, Tao, Chaofan, Huang, Zi, Li, Jingjing and Shen, Heng Tao (2019). MR-NET: exploiting mutual relation for visual relationship detection. 33rd AAAI Conference on Artificial Intelligence / 31st Innovative Applications of Artificial Intelligence Conference / 9th AAAI Symposium on Educational Advances in Artificial Intelligence, Honolulu, HI, United States, 27 January - 1 February 2019. Palo Alto, CA, United States: Association for the Advancement of Artificial Intelligence.

  • Wang, Qinyong, Yin, Hongzhi, Wang, Weiqing, Huang, Zi, Guo, Guibing and Nguyen, Quoc Viet Hung (2019). Multi-hop path queries over knowledge graphs with neural memory networks. 24th International Conference on Database Systems for Advanced Applications, DASFAA 2019, Chiang Mai, Thailand, 22 - 25 April 2019. Heidelberg, Germany: Springer. doi: 10.1007/978-3-030-18576-3_46

  • Qiu, Ruihong, Li, Jingjing, Huang, Zi and Yin, Hongzhi (2019). Rethinking the item order in session-based recommendation with graph neural networks. CIKM '19 28th ACM International Conference on Information and Knowledge Management, Beijing, China, 3 - 7 November, 2019. New York, New York, USA: ACM Press. doi: 10.1145/3357384.3358010

  • Zhang, Zheng, Xie, Guo-sen, Li, Yang, Li, Sheng and Huang, Zi (2019). SADIH: Semantic-Aware DIscrete Hashing. 33rd AAAI Conference on Artificial Intelligence / 31st Innovative Applications of Artificial Intelligence Conference / 9th AAAI Symposium on Educational Advances in Artificial Intelligence, Honolulu, HI United States, 27 January - 1 February 2019. Palo Alto, CA United States: Association for the Advancement of Artificial Intelligence.

  • Luo, Yadan, Wang, Ziwei, Huang, Zi, Yang, Yang and Zhao, Cong (2018). Coarse-to-fine annotation enrichment for semantic segmentation learning. 27th ACM International Conference on Information and Knowledge Management, CIKM 2018, Torino, Italy, 22-26 October 2018. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3269206.3271672

  • Liu, Luyao, Du, Xingzhong, Zhu, Lei, Shen, Fumin and Huang, Zi (2018). Discrete binary hashing towards efficient fashion recommendation. 23rd International Conference on Database Systems for Advanced Applications, DASFAA 2018, Gold Coast, QLD Australia, 21 - 24 May 2018. Germany: Springer. doi: 10.1007/978-3-319-91452-7_8

  • Zhang, Yan, Yin, Hongzhi, Huang, Zi, Du, Xingzhong, Yang, Guowu and Lian, Defu (2018). Discrete deep learning for fast content-aware recommendation. 11th ACM International Conference on Web Search and Data Mining, WSDM 2018, Marina Del Rey, CA, United States, 5-9 February 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3159652.3159688

  • Shao, Yingxia, Lei, Kai, Chen, Lei, Huang, Zi, Cui, Bin, Liu, Zhongyi, Tong, Yunhai and Xu, Jin (2018). Fast parallel path concatenation for graph extraction. 34th IEEE International Conference on Data Engineering, ICDE 2018, Paris, France, 16-19 April 2018. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ICDE.2018.00234

  • Ke, Bingqing, Shao, Jie, Huang, Zi and Shen, Heng Tao (2018). Feature reconstruction by laplacian eigenmaps for efficient instance search. 8th ACM International Conference on Multimedia Retrieval, ICMR 2018, Yokohama, Japan, 11-14 June 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3206025.3206032

  • Li, Jingjing, Zhu, Lei, Huang, Zi, Lu, Ke and Zhao, Jidong (2018). I read, I saw, I tell: texts assisted fine-grained visual classification. 26th ACM Multimedia conference (MM 2018), Seoul, Republic of Korea, 22-26 October 2018. New York, NY, United States: Association for Computing Machinery (ACM). doi: 10.1145/3240508.3240579

  • Liu, Luchen, Yang, Yang, Hu, Mengqiu, Xu, Xing, Shen, Fumin, Xie, Ning and Huang, Zi (2018). Index and retrieve multimedia data: Cross-modal hashing by learning subspace relation. 23rd International Conference on Database Systems for Advanced Applications, DASFAA 2018, Gold Coast, QLD Australia, 21 - 24 May 2018. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-91458-9_37

  • Yin, Hongzhi, Zou, Lei, Nguyen, Quoc Viet Hung, Huang, Zi and Zhou, Xiaofang (2018). Joint event-partner recommendation in event-based social networks. 34th IEEE International Conference on Data Engineering (ICDE 2018), Paris, France, 16-19 April 2018. NEW YORK: IEEE. doi: 10.1109/ICDE.2018.00088

  • Wang, Ziwei, Luo, Yadan, Li, Yang, Huang, Zi and Yin, Hongzhi (2018). Look deeper see richer: Depth-aware image paragraph captioning. 26th ACM Multimedia conference, MM 2018, Seoul, South Korea, October 22 - 26, 2018. New York, NY, Untied States: Association for Computing Machinery, Inc. doi: 10.1145/3240508.3240583

  • Xu, Xing, Song, Jingkuan, Lu, Huimin, Yang, Yang, Shen, Fumin and Huang, Zi (2018). Modal-adversarial semantic learning network for extendable cross-modal retrieval. 8th ACM International Conference on Multimedia Retrieval, ICMR 2018, Yokohama, Japan, 11-14 June 2018. New York, NY, United States: Association for Computing Machinery, Inc. doi: 10.1145/3206025.3206033

  • Wang, Qinyong, Lian, Defu, Yin, Hongzhi, Wang, Hao, Hu, Zhiting and Huang, Zi (2018). Neural memory streaming recommender networks with adversarial training. 24th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD 2018, London, United Kingdom, 19 - 23 August 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3219819.3220004

  • Wang, Weiqing, Yin, Hongzhi, Huang, Zi, Sun, Xiaoshuai and Hung, Nguyen Quoc Viet (2018). Restricted boltzmann machine based active learning for sparse recommendation. 23rd International Conference on Database Systems for Advanced Applications, DASFAA 2018, Gold Coast, QLD Australia, 21 - 24 May 2018. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-91452-7_7

  • Wang, Weiqing, Yin, Hongzhi, Huang, Zi, Wang, Qinyong, Du, Xingzhong and Nguyen, Quoc Viet Hung (2018). Streaming ranking based recommender systems. 41st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2018, Ann Arbor, MI, United States, 8-12 July 2018. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3209978.3210016

  • Wang, Qinyong, Yin, Hongzhi, Wang, Hao and Huang, Zi (2018). TSAUB: a temporal-sentiment-aware user behavior model for personalized recommendation. 29th Australasian Database Conference, ADC 2018, Gold Coast, QLD, Australia, 24-27 May 2018. Heidelberg, Germany: Springer Verlag. doi: 10.1007/978-3-319-92013-9_17

  • Bin, Yi, Yang, Yang, Zhou, Jie, Huang, Zi and Shen, Heng Tao (2017). Adaptively attending to visual attributes and linguistic knowledge for captioning. 25th ACM International Conference on Multimedia, MM 2017, Mountain View, CA, 23-27 October 2017. New York City, NY, United States: Association for Computing Machinery. doi: 10.1145/3123266.3123391

  • Sun, Xiaoshuai, Huang, Zi, Yin, Hongzhi and Shen, Heng Tao (2017). An integrated model for effective saliency prediction. AAAI Conference on Artificial Intelligence, San Francisco, CA, United States, 4-9 February 2017. Palo Alto, CA, United States: Association for the Advancement of Artificial Intelligence.

  • Sun, Xiaoshuai, Huang, Zi, Yin, Hongzhi and Shen, Heng Tao (2017). An integrated model for effective saliency prediction. 31st AAAI Conference on Artificial Intelligence, AAAI 2017, San Francisco, CA., United States, 04-10 February 2017. Palo Alto, CA., United States: AAAI press.

  • Liu, Zhiwei, Yang, Yang, Huang, Zi, Shen, Fumin, Zhang, Dongxiang and Tao Shen, Heng (2017). Event Early embedding: Predicting event volume dynamics at early stage. 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2017, Shinjuku, Tokyo, Japan, 07-11 August 2017. New York, New York, United States: Association for Computing Machinery. doi: 10.1145/3077136.3080700

  • Gao, Lianli, Wang, Peng, Song, Jingkuan, Huang, Zi, Shao, Jie and Shen, Heng Tao (2017). Event video mashup: From hundreds of videos to minutes of Skeleton. 31st AAAI Conference on Artificial Intelligence, AAAI 2017, San Francisco, CA., United States, 04-10 February 2017. Palo Alto, CA., United States: AAAI press.

  • Zhu, Lei, Huang, Zi, Chang, Xiaojun, Song, Jingkuan and Shen, Heng Tao (2017). Exploring consistent preferences: Discrete hashing with pair-exemplar for scalable landmark search. 2017 ACM on Multimedia Conference, Mountain View, California, USA, 23-27 October 2017. New York, New York, United States: Association for Computing Machinery, Inc. doi: 10.1145/3123266.3123301

  • Cai, Hongyun, Zheng, Vincent W., Zhu, Fanwei, Chang, Kevin Chen-Chuan and Huang, Zi (2017). From community detection to community profiling. 43rd International Conference on Very Large Data Bases, VLDB 2017, Munich, Germany, 28 August - 1 September 2017. New York, NY, United States: Association for Computing Machinery. doi: 10.14778/3067421.3067430

  • Li, Chao, Yang, Yang, Cao, Jiewei and Huang, Zi (2017). Jointly modeling static visual appearance and temporal pattern for unsupervised video hashing. 26th ACM International Conference on Information and Knowledge Management, CIKM 2017, Singapore, Singapore, 06 - 10 November 2017. New York, New York, United States: Association for Computing Machinery. doi: 10.1145/3132847.3133030

  • Li, Chao, Cao, Jiewei, Huang, Zi, Zhu, Lei and Shen, Heng Tao (2017). Leveraging weak semantic relevance for complex video event classification. 16th IEEE International Conference on Computer Vision (ICCV), Venice, Italy, 22-29 October 2017. Piscataway, NJ, United States: IEEE. doi: 10.1109/ICCV.2017.394

  • Cao, Jiewei, Huang, Zi and Shen, Heng Tao (2017). Local deep descriptors in bag-of-words for image retrieval. Thematic Workshops of ACM Multimedia 2017, Mountain View, CA, USA, 23-27 October 2017. New York, NY, USA: Association for Computing Machinery. doi: 10.1145/3126686.3127018

  • Wang, Peng, Liu, Lingqiao, Shen, Chunhua, Huang, Zi, van den Hengel, Anton and Shen, Heng Tao (2017). Multi-attention Network for One Shot Learning. 30th IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Honolulu Hi, USA, 21-26 July 2017. Washington, DC United States: IEEE Computer Society. doi: 10.1109/CVPR.2017.658

  • Duan, Yaqian, Wang, Xinze, Yang, Yang, Huang, Zi, Xie, Ning and Shen, Heng Tao (2017). POI popularity prediction via hierarchical fusion of multiple social clues. 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2017, Tokyo, Shinjuku Japan, 7-11 August 2017. New York City, New York, United States: Association for Computing Machinery. doi: 10.1145/3077136.3080701

  • Huang, Zi, Xiao, Xiaokui and Cao, Xin (2017). Preface. 28th Australasian Database Conference, ADC 2017, Brisbane, QLD, Australia, September 25–28, 2017. Cham, Switzerland: Springer. doi: 10.1007/978-3-319-68155-9

  • Cai, Hongyun, Zheng, Vincent W., Chen, Penghe, Zhu, Fanwei, Chang, Kevin Chen-Chuan and Huang, Zi (2017). Social lens: searching and browsing communities by content and interaction. 33rd IEEE International Conference on Data Engineering, ICDE 2017, San Diego, CA, United States, 19 - 22 April 2017. Washington, DC, United States: IEEE Computer Society. doi: 10.1109/ICDE.2017.194

  • Xu, Xing, Shen, Fumin, Yang, Yang, Shao, Jie and Huang, Zi (2017). Transductive visual-semantic embedding for zero-shot learning. 2017 ACM on International Conference on Multimedia Retrieval, Bucharest, Romania, 06--09 June 2017. New York, New York, United States: ACM (Association for Computing Machinery) Press. doi: 10.1145/3078971.3078977

  • Li, Jingjing, Lu, Ke, Huang, Zi and Shen, Heng Tao (2017). Two birds one stone: On both cold-start and long-tail recommendation. 25th ACM International Conference on Multimedia, MM 2017, California, United States, 23-27 October 2017. New York NY United States: Association for Computing Machinery. doi: 10.1145/3123266.3123316

  • Hu, Gang, Shao, Jie, Shen, Fumin, Huang, Zi and Tao Shen, Heng (2017). Unifying multi-source social media data for personalized travel route planning. 40th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2017, Shinjuku, Tokyo, Japan, 07-11 August 2017. New York, New York, United States: Association for Computing Machinery. doi: 10.1145/3077136.3080672

  • Yang, Yang, Fumin, Shen, Zi, Huang and Shen, Heng Tao (2016). A unified framework for discrete spectral clustering. 25th International Joint Conference on Artificial Intelligence, IJCAI 2016, New York, NY, 9-15 July 2016. International Joint Conferences on Artificial Intelligence.

  • Cao, Jiewei, Huang, Zi, Wang, Peng, Li, Chao, Sun, Xiaoshuai and Shen, Heng Tao (2016). Quartet-net learning for visual instance retrieval. 24th ACM Multimedia Conference, MM 2016, Amsterdam, The Netherlands, 15 - 19 October 2016. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/2964284.2967262

  • Yan, Ting-Kun, Xu, Xin-Shun, Guo, Shanqing, Huang, Zi and Wang, Xiao-Lin (2016). Supervised robust discrete multimodal hashing for cross-media retrieval. 25th ACM International Conference on Information and Knowledge Management, CIKM 2016, Indianapolis, IN, United States, 24 - 28 October 2016. New York, NY, United States: ACM. doi: 10.1145/2983323.2983743

  • Du, Xingzhong, Yin, Hongzhi, Huang, Zi, Yang, Yi and Zhou, Xiaofang (2016). Using detected visual objects to index video database. Australasian Database Conference on Databases Theory and Applications, Sydney, Australia, 28-29 September 2016. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-46922-5_26

  • Wang, Peng, Liu, Lingqiao, Shen, Chunhua, Huang, Zi, van den Hengel, Anton and Shen, Heng Tao (2016). What's Wrong with that Object? Identifying Images of Unusual Objects by Modelling the Detection Score Distribution. 29th IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Las Vegas Nv, 26 June - 1 July 2016. Piscataway NJ, United States: IEEE. doi: 10.1109/CVPR.2016.174

  • Wang, Shengsheng, Huang, Zi and Xu, Xin-Shun (2015). A multi-label least-squares hashing for scalable image search. SIAM International Conference on Data Mining 2015, SDM 2015, Vancouver, Canada, 30 April - 2 May 2015. Red Hook, NY, United States: Society for Industrial and Applied Mathematics Publications.

  • Yin, Hongzhi, Cui, Bin, Huang, Zi, Wang, Weiqing, Wu, Xian and Zhou, Xiaofang (2015). Joint modeling of users' interests and mobility patterns for point-of-interest recommendation. 23rd ACM International Conference on Multimedia, MM 2015, Brisbane, QLD, Australia, 26-30 October, 2015. New York, NY, United States: Association for Computing Machinery, Inc. doi: 10.1145/2733373.2806339

  • Cao, Jiewei, Huang, Zi and Yang, Yang (2015). Spatial-Aware multimodal location estimation for social images. 23rd ACM International Conference on Multimedia 2015, Brisbane, QLD Australia, 26-30 October 2015. New York, NY United States: Association for Computing Machinery. doi: 10.1145/2733373.2806249

  • Belisle, Eve, Huang, Zi and Gheribi, Aimen (2015). Truth discovery in material science databases. 26th Australasian Database Conference (ADC), Melbourne, Australia, 4-7 Jun 2015. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-19548-3_22

  • Cao, Jiewei, Huang, Zi and Shen, Heng Tao (2015). UQMG @ TRECVID 2015: Instance search. National Institute of Standards and Technology (NIST).

  • Cai, Hongyun, Yang, Yang, Li, Xuefei and Huang, Zi (2015). What are popular: Exploring twitter features for event detection, tracking and visualization. 23rd ACM International Conference on Multimedia, MM 2015, Brisbane, QLD Australia, 26-30 October 2015. New York, NY United States: Association for Computing Machinery. doi: 10.1145/2733373.2806236

  • Yin, Hongzhi, Cui, Bin, Chen, Ling, Hu, Zhiting and Huang, Zi (2014). A temporal context-aware model for user behavior modeling in social media systems. 2014 ACM SIGMOD International Conference on Management of Data, SIGMOD 2014, Snowbird, UT United States, 22-27 June 2014. New York, NY United States: Association for Computing Machinery. doi: 10.1145/2588555.2593685

  • Cai, Hongyun, Tang, Zhongxian, Yang, Yang and Huang, Zi (2014). EventEye: Monitoring evolving events from tweet streams. 2014 ACM Conference on Multimedia, MM 2014, Orlando, FL United States, 3 - 7 November 2014. New York, NY United States: Association for Computing Machinery. doi: 10.1145/2647868.2654871

  • Cai, Hongyun, Huang, Zi, Zhu, Xiaofeng, Zhang, Qing and Li, Xuefei (2014). Multi-output regression with tag correlation analysis for effective image tagging. 19th International Conference on Database Systems for Advanced Applications, DASFAA 2014, Bali, Indonesia, 21 - 24 April 2014. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-05813-9_3

  • Liu, Yingfan, Cui, Jiangtao, Huang, Zi, Li, Hui and Shen, Heng Tao (2014). SK-LSH: an efficient index structure for approximate nearest neighbor search. 40th International Conference on Very Large Data Bases, Hangzhou, China, 1-15 September 2014. Burlington, MA, USA: Morgan Kaufmann Publishers. doi: 10.14778/2732939.2732947

  • Belisle, Eve, Huang, Zi and Gheribi, A. (2014). Scalable gaussian process regression for prediction of material properties. 25th Australasian Database Conference, ADC 2014, Brisbane, QLD Australia, 14 - 16 July2014. Heidelberg, Germany: Springer. doi: 10.1007/978-3-319-08608-8_4

  • Cao, Jiewei, Huang, Zi, Yang, Yang and Shen, Heng Tao (2014). UQ-DKE's participation at MediaEval 2014 placing Task. Multimedia Benchmark Workshop, MediaEval 2014, Barcelona, Spain, 16-17 October 2014. Aachen, Germany: CEUR-WS.

  • Wang, Peng, Yang, Yang, Huang, Zi, Cao, Jiewei and Shen, Heng Tao (2014). WeMash: an online system for web video mashup. ACM Multimedia 2014: 22nd ACM International Conference on Multimedia, Orlando, FL, USA, 3-7 November, 2014. New York, NY, USA: ACM (Association for Computing Machinery). doi: 10.1145/2647868.2654868

  • Zhou, Xiaofang, Sadiq, Shazia, Shen, Heng Tao, Li, Xue, Sharaf, Mohamed A.., Huang, Zi, Zheng, Kai, Hunter, Jane, Green, Peter and Indulska, Marta (2013). Data Centric Research at The University of Queensland. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/2536669.2536682

  • Luo, Bicheng, Huang, Zi, Cai, Hongyun and Yang, Yang (2013). Imagilar: A real-time image similarity search system on mobile platform. 14th International Conference on Web Information Systems Engineering, WISE 2013, Nanjing, 13 - 15 October 2013. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-41154-0_47

  • Song, Jingkuan, Yang, Yang, Yang, Yi, Huang, Zi and Shen, Heng Tao (2013). Inter-media hashing for large-scale retrieval from heterogeneous data sources. SIGMOD/PODS'13 International Conference on Management of Data, New York, United States, 22-27 June 2013. New York, United States: Association for Computing Machinery. doi: 10.1145/2463676.2465274

  • Zhu, Xiaofeng, Huang, Zi, Shen, Heng Tao and Zhao, Xin (2013). Linear cross-modal hashing for efficient multimedia search. ACM Multimedia 2013: The 21st ACM International Conference on Multimedia, Barcelona, Spain, 21-25 October, 2013. New York, NY, United States: The Association for Computing Machinery (ACM). doi: 10.1145/2502081.2502107

  • Zhu, Xiaofeng, Huang, Zi and Wu, Xindong (2013). Multi-view visual classification via a mixed-norm regularizer. 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, PAKDD 2013, Gold Coast, QLD, 14 - 17 April 2013. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-37453-1_43

  • Cui, Jiangtao, Huang, Zi, Wang, Bo and Liu, Yingfan (2013). Near-optimal partial linear scan for nearest neighbor search in high-dimensional space. 18th International Conference on Database Systems for Advanced Applications, DASFAA 2013, Wuhan, April 22, 2013-April 25, 2013. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-37487-6_10

  • Liu, Jiajun, Huang, Zi, Cheng, Hong, Chen, Yueguo, Shen, Heng Tao and Zhang, Yanchun (2013). Presenting diverse location views with real-time near-duplicate photo elimination. 29th IEEE International Conference on Data Engineering (ICDE), Brisbane, Australia, 8-12 April 2013. Washington, United States: IEEE. doi: 10.1109/ICDE.2013.6544851

  • Li, Xuefei, Cai, Hongyun, Huang, Zi, Yang, Yang and Zhou, Xiaofang (2013). Spatio-temporal event modeling and ranking. 14th International Conference on Web Information Systems Engineering, WISE 2013, Nanjing, 13 - 15 October 2013. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-41154-0_27

  • Cai, Hongyun, Huang, Zi, Shao, Jie and Li, Xue (2012). Context sensitive tag expansion with information inference. 17th International Conference on Database Systems for Advanced Applications, DASFAA 2012, Busan, South Korea, 15-19 April 2012. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-29038-1_32

  • Liu, Jiajun, Huang, Zi, Chen, Lei, Shen, Heng Tao and Yan, Zhixian (2012). Discovering areas of interest with geo-tagged images and check-ins. 20th ACM International Conference on Multimedia (MM'12), Nara, Japan, 29 October - 2 November 2012. New York, United States: ACM. doi: 10.1145/2393347.2393429

  • Unankard, Sayan, Chen, Ling, Li, Peng, Wang, Sen, Huang, Zi, Sharaf, Mohamed A. and Li, Xue (2012). On the prediction of re-tweeting activities in social networks – a report on WISE 2012 Challenge. 13th International Conference on Web Information Systems Engineering (WISE 2012), Paphos, Cyprus, 28 - 30 November 2012. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-35063-4_61

  • Yang, Yang, Yang, Yi, Huang, Zi, Liu, Jianjun and Ma, Zhigang (2012). Robust cross-media transfer for visual event detection. 20th ACM International Conference on Multimedia (MM'12), Nara, Japan, 29 October - 2 November 2012. New York, United States: ACM. doi: 10.1145/2393347.2396379

  • Huang, Zi, Shen, Heng Tao, Liu, Jiajun and Zhou, Xiaofang (2011). Effective data co-reduction for multimedia similarity search. 2011 ACM SIGMOD/PODS Conference, Athens, Greece, 12-16 June 2011. New York, United States: ACM (Association for Computing Machinery) Press. doi: 10.1145/1989323.1989430

  • Liu, Jiajun, Huang, Zi, Shen, Heng Tao and Zhou, Xiaofang (2011). Efficient histogram-based similarity search in ultra-high dimensional space. 16th International Conference on Database Systems for Advanced Applications, DASFAA 2011, Hong Kong, China, 22-25 April 2011. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-20152-3_1

  • Song, Jingkuan, Yang, Yi, Huang, Zi, Shen, Heng Tao and Hong, Richang (2011). Multiple feature hashing for real-time large scale near-duplicate video retrieval. 19th ACM International Conference on Multimedia ACM Multimedia 2011 (MM’11), Scottsdale, AZ, United States, 28 November - 2 December 2011. New York, United States: ACM Press. doi: 10.1145/2072298.2072354

  • Zhang, Xiaoming, Huang, Zi, Shen, Heng Tao and Li, Zhoujun (2011). Probabilistic image tagging with tags expanded by text-based search. 16th International Conference on Database Systems for Advanced Applications, DASFAA 2011, Hong Kong, China, 22-23 April 2011. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-20149-3_21

  • Yang, Yang, Yang, Yi, Huang, Zi, Shen, Heng Tao and Nie, Feiping (2011). Tag localization with spatial correlations and joint group sparsity. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, CO, United States, 20-25 June 2011. Piscataway, NJ, United States: IEEE. doi: 10.1109/CVPR.2011.5995499

  • Zhang, Xiaoming, Shen, Heng Tao, Huang, Zi and Li, Zhoujun (2011). Tagging image with informative and correlative tags. 13th Asia-Pacific Conference on Web Technology, APWeb 2011, Beijing, China, 18-20 April 2011. Heidelberg, Germany: Springer. doi: 10.1007/978-3-642-20291-9

  • Yang, Yang, Yang, Yi, Huang, Zi and Shen, Heng Tao (2011). Transfer tagging from image to video. 19th ACM International Conference on Multimedia ACM Multimedia 2011 (MM’11), Scottsdale, AZ, United States, 28 November-01 December 2011. New York, United States: ACM Press. doi: 10.1145/2072298.2071958

  • Shen, Heng Tao, Shao, Jie, Huang, Zi, Yang, Yang, Song, Jingkuan, Liu, Jiajun and Zhu, Xiaofeng (2011). UQMSG experiments for TRECVID 2011. TREC Video Retrieval Evaluation, TRECVID 2011, Gaithersburg, MD, United States, 5 - 7 December 2011. National Institute of Standards and Technology.

  • Zhu, Xiaofeng, Huang, Zi and Shen, Heng Tao (2011). Video-to-shot tag allocation by weighted sparse group lasso. 19th ACM International Conference on Multimedia ACM Multimedia 2011 (MM’11), Scottsdale, AZ, United States, 28 November - 2 December 2011. New York, United States: ACM Press. doi: 10.1145/2072298.2072050

  • Yang, Yi, Shen, Heng Tao, Ma, Zhigang, Huang, Zi and Zhou, Xiaofang (2011). l2,1-norm regularized discriminative feature selection for unsupervised learning. International Joint Conference on Artificial Intelligence - IJCAI 2011, Barcelona, Catalonia, Spain, 16-22 July 2011. Menlo Park, CA, USA: AAAI Press/International Joint Conferences on Artificial Intelligence. doi: 10.5591/978-1-57735-516-8/IJCAI11-267

  • Xie, Qing, Huang, Zi, Shen, Heng Tao, Zhou, Xiaofang and Pan, Chaoyi (2010). Efficient and continuous near-duplicate video detection. Web Conference (APWEB), 2010 12th International Asia-Pacific, Busan, South Korea, 6-8 April 2010. Piscataway NJ, U.S.A.: IEEE. doi: 10.1109/APWeb.2010.72

  • Huanh, Zi, Shen, Heng Tao, Song, Dawei, Li, Xue and Rueger, Stefan (2009). Dimension-specific search for multimedia retrieval. 14th International Conference, DASFAA 2009, Brisbane, Australia, 21-23 April 2009. Berlin, Germany; New York, U.S.A.: Springer. doi: 10.1007/978-3-642-00887-0

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  • Cheng, Ran, Huang, Zi, Shen, Heng Tao and Zhou, Xiaofang (2009). Interactive near-duplicate video retrieval and detection. 17th International Conference on Multimedia, Beijing, China, 19-22 October 2009. USA: Association of Computing Machinery. doi: 10.1145/1631272.1631489

  • Huang, Z, Wang, LP, Shen, HT, Shao, J and Zhou, XF (2009). Online near-duplicate video clip detection and retrieval: An accurate and fast system. ICDE'09: 25th International Conference on Data Engineering, Shanghai, China, 29 March -2 April 2009. Bethesda MD, U.S.A.: IEEE. doi: 10.1109/ICDE.2009.17

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  • Huang, Zi, Li, Yijun, Shao, Jie, Shen, Heng Tao, Wang, Liping, Zhang, Danqing, Zhou, Xiangmin and Zhou, Xiaofang (2008). Content-Based Video Search: is there a need, and is it possible?. INGS, International Workshop on Information-Explosion and Next Generation Search, Shenyang, China, 26-27 April, 2008. Bethesda MD, U.S.A.: IEEE. doi: 10.1109/INGS.2008.16

  • Shao, Jie, Huang, Zi, Shen, Heng Tao, Shen, Jialie and Zhou, Xiaofang (2008). Distribution-based similarity measures for Multi-dimensional point set retrieval applications. 16th ACM International Conference on Multimedia, Vancouver BC, Canada, 27-31 October 2008. New York, U.S A.: Association for Computing Machinery. doi: 10.1145/1459359.1459417

  • Huang, Z., Shen, H.T., Shao, J., Rueger, S. and Zhou, X. (2008). Locality condensation: A new dimensionality reduction method for image retrieval. 16th ACM International Conference on Multimedia, Vancouver BC, Canada, 27-31 October 2008. New York, U.S A.: Association for Computing Machinery. doi: 10.1145/1459359.1459389

  • Huang, Z., Shen, H. T., Zhou, X., Song, D. and Rüger, S. M. (2007). Dimensionality reduction for dimension-specific search. 30th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval 2007, Amsterdam, The Netherlands, 23-27 July, 2007. New York: ACM. doi: 10.1145/1277741.1277940

  • Huang, Zi, Shen, Heng Tao, Zhou, Xiaofang and Shao, Jie (2007). Dual dimensionality reduction for efficient video similarity search. 9th International Conference, DaWaK 2007: Data Warehousing and Knowledge Discovery, Regensburg, Germany, 3-7 September 2007. Berlin, Germany: Springer. doi: 10.1007/978-3-540-74553-2_37

  • Shao, Jie, Huang, Zi, Shen, Heng Tao, Zhou, Xiaofang and Li, Yijun (2007). Dynamic batch nearest neighbor search in video retrieval. IEEE 23rd International Conference on Data Engineering, 2007 (ICDE 2007), Istanbul, Turkey, 15-20 April 2007. Los Alamitos, California, U.S.A.: IEEE. doi: 10.1109/ICDE.2007.369020

  • Shen, H. T., Zhou, X., Huang, Z. and Shao, J. (2007). Statistical summarization of content features for fast near-duplicate video detection. ACM Multimedia 2007, Augsburg, Germany, 24–29 September 2007. New York, U.S.A.: Association for Computing Machinery. doi: 10.1145/1291233.1291271

  • Shen H.T., Zhou X., Shao J. and Huang Z. (2007). The University of Queensland at TRECVID 2007 search task. TREC Video Retrieval Evaluation, TRECVID 2007, Gaithersburg, MD, November 5, 2007-November 6, 2007. National Institute of Standards and Technology.

  • Shen, Heng Tao, Zhou, Xiaofang, Huang, Zi, Shao, Jie and Zhou, Xiangmin (2007). UQLIPS: A real-time near-duplicate video clip detection system. Association for Computing Machinery, Inc.

  • Shen, Heng Tao, Zhou, Xiaofang, Huang, Zi, Shao, Jie and Zhou, Xiangmin (2007). UQLIPS: A real-time near-duplicate video clip detection system. 33rd International Conference on Very Large Data Bases (VLDB 2007), Vienna, Austria, 23-28 September, 2007. USA: VLDB Endowment.

  • Huang, Zi, Zhou, Xiaofang, Shen, Heng Tao and Song, Dawei (2006). 3D protein structure matching by patch signatures. 17th International Conference on Database and Expert Systems Applications (DEXA 2006), Krakow, Poland, 4-8 September, 2006. Germany: Springer-Verlag. doi: 10.1007/11827405

  • Huang, Z, Zhou, X, Song, and Bruza, P. (2006). Dimensionality reduction in patch-signature based protein structure matching. 17th Australasian Database Conference (ADC2006), Tasmania, Australia, 16-19 January, 2006. New South Wales: Australian Computer Society Inc..

  • Huang, Zi, Zhou, Xiaofang, Song, Dawei and Bruza, Peter (2006). Dimensionality reduction in patch-signature based protein structure matching. 17th Australasian Database Conference, ADC 2006, Hobart, TAS Australia, 16 - 19 January 2006. Sydney, NSW Australia: Australian Computer Society.

  • Huang, H.Z., Zhou, X. and Song, (2005). High dimensional indexing for protein structure matching using bowties. 3rd Asia Pacific Bioinformatics Conference (APBC 2005), Singapore, 17-21 January, 2005. London: Imperial College Press. doi: 10.1142/9781860947322_0003

  • Huang, Z., Wong, K-F., Li, W., Song, D. and Bruza, P. (2003). Back to the future: A logical framework for temporal information representation and inferencing from financial news. The 2003 International Conference on Natural Language Processing and Knowledge Engineering, Beijing, China, 26-29 October, 2003. Piscataway, NJ: The Institute of Electrical and Electronics Engineers. doi: 10.1109/NLPKE.2003.1275875

  • Lau, R., Essam, B., Chan, S. and Huang, Z. (2003). Belief revision for adaptive negotiation agents. The IEEE/WIC International Conference on Intelligent Agent Technology 2003 (IAT 2003), Halifax, Canada, 13-16 October 2003. Los Alamitos, CA, U.S.A.: IEEE Computer Society. doi: 10.1109/IAT.2003.1241068

  • Song, D., Bruza, P., Huang, Z. and Lau, R. (2003). Classifying document titles based on information inference. The Fourteenth International Symposium on Methodologies for Intelligent Systems, Maebashi City, Japan, 28-31 October, 2003. Berlin: Springer-Verlag.

  • Song, Dawei, Bruza, Peter, Huang, Zi and Lau, Raymond (2003). Classifying document titles based on information inference. Springer Verlag. doi: 10.1007/978-3-540-39592-8_41

Edited Outputs

Other Outputs

Grants (Administered at UQ)

PhD and MPhil Supervision

Current Supervision

  • Doctor Philosophy — Principal Advisor

  • Doctor Philosophy — Principal Advisor

  • Doctor Philosophy — Principal Advisor

  • Doctor Philosophy — Principal Advisor

  • Doctor Philosophy — Principal Advisor

    Other advisors:

  • Doctor Philosophy — Principal Advisor

    Other advisors:

  • Doctor Philosophy — Principal Advisor

    Other advisors:

  • Doctor Philosophy — Associate Advisor

    Other advisors:

  • Doctor Philosophy — Associate Advisor

    Other advisors:

  • Doctor Philosophy — Associate Advisor

    Other advisors:

  • Doctor Philosophy — Associate Advisor

    Other advisors:

  • Doctor Philosophy — Associate Advisor

    Other advisors:

  • Doctor Philosophy — Associate Advisor

  • Doctor Philosophy — Associate Advisor

  • Doctor Philosophy — Associate Advisor

Completed Supervision