Professor Helen Huang
Professor
School of Electrical Engineering and Computer Science
Affiliate of ARC COE for Children and Families Over the Lifecourse
ARC COE for Children and Families Over the Lifecourse
+61 7 336 53239
Researcher biography
Helen Huang is a Professor and the Discipline Leader for Data Science in the School of EECS at 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 EECS, The University of Queensland in 2001 and 2007 respectively. Helen's research interests mainly include multimedia indexing and search, computer vision, recommender systems, social data analysis and knowledge discovery. She has published 200+ papers in prestigious venues, and has served as an Associate Editor for The VLDB Journal, ACM Computing Surveys, ACM Transactions on Information Systems (TOIS), IEEE Transactions on Multimedia (TMM), Pattern Recognition Journal, etc and also a member of the VLDB Endowment Board of Trustees. Helen has been elevated to IEEE Fellow for her contributions to multi-modal data management and ACM Fellow for contributions to large-scale multimedia content understanding, indexing and retrieval.
Helen 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.
| Featured projects | Duration |
|---|---|
| Object recognition | |
| Big media data analytics |
Book Chapters
Zhang, Hu, Xu, Jianhua, Tang, Tao, Sun, Haiyang, Yu, Xin, Huang, Zi and Yu, Kaicheng (2024). OpenSight: A Simple Open-Vocabulary Framework for LiDAR-Based Object Detection. Lecture Notes in Computer Science. (pp. 1-19) Cham: Springer Nature Switzerland. doi: 10.1007/978-3-031-72907-2_1
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 Articles
Wan, Liuhuo, Liu, Zicong, Yan, Chuan, Wan, Liujia, Dong, Naipeng, Huang, Zi and Bai, Guangdong (2026). Unveiling AI-Driven Web Applications: Insights into Characteristics, Functionality, and Compliance. Proceedings of the ACM on Software Engineering, 3 (FSE), 3651-3674. doi: 10.1145/3808168
Tang, Yanran, Qiu, Ruihong, Yin, Hongzhi, Li, Xue and Huang, Zi (2026). Cassette: Case-to-Case Structural Distillation for Efficient Legal Case Retrieval. ACM Transactions on Information Systems, 44 (5) 3816732, 1-27. doi: 10.1145/3816732
Lan, Hai, Wang, Tingting, Bao, Zhifeng, Li, Guoliang, Ji, Daomin, Lee, Ge, Luo, Feng, Huang, Zi, Qiu, Hailang and Hua, Gang (2026). AgenticScholar: Agentic Data Management with Pipeline Orchestration for Scholarly Corpora. Proceedings of the ACM on Management of Data, 4 (3), 1-28. doi: 10.1145/3802008
Lan, Hai, Yu, Yang, Bao, Zhifeng, Huang, Zi and Peng, Yuwei (2026). Practical Parameterized Query Optimization via Efficient Plan Reuse and List-wise Ranking. Proceedings of the ACM on Management of Data, 4 (1), 1-26. doi: 10.1145/3788254
Chen, Zhi, Yu, Xin, Tao, Xiaohui, Li, Yan and Huang, Zi (2026). Cluster-aware prompt ensemble learning for few-shot vision-language model adaptation. Pattern Recognition, 172 (C) 112596. doi: 10.1016/j.patcog.2025.112596
Chen, Zhi, Zhao, Zecheng, Luo, Yadan, Li, Yan, Tao, Xiaohui and Huang, Zi (2026). FastEdit: fast text-guided single-image editing via semantic-aware diffusion fine-tuning. Pattern Recognition, 172 (C) 112583, 112583. doi: 10.1016/j.patcog.2025.112583
Ge, Jingyu, Li, Jiuling, Qiu, Ruihong, Shi, Tao, Wang, Shuting, Huang, Zi and Yuan, Zhiguo (2026). A simple model for long-term prediction of sewage flow in a changing climate. Water Research, 292 125359, 1-10. doi: 10.1016/j.watres.2026.125359
Tang, Yanran, Qiu, Ruihong, Liu, Yilun, Li, Xue and Huang, Zi (2026). LEXA: legal case retrieval via graph contrastive learning with contextualised LLM embeddings. World Wide Web, 29 (2) 20, 1-30. doi: 10.1007/s11280-026-01407-w
Chen, Zhi, Luo, Yadan, Huang, Zi, Li, Jingjing, Wang, Sen and Yu, Xin (2026). Distributed zero-shot learning for visual recognition. IEEE Transactions on Multimedia. doi: 10.1109/TMM.2026.3673561
Chen, Zhuoxiao, Luo, Yadan, Wang, Zixin, Wang, Zijian and Huang, Zi (2025). Open-CRB: toward Open World Active Learning for 3D Object Detection. IEEE Transactions on Pattern Analysis and Machine Intelligence, 47 (10), 8336-8350. doi: 10.1109/tpami.2025.3575756
Tran, Hung Vinh, Chen, Tong, Quoc Viet Hung, Nguyen, Huang, Zi, Cui, Lizhen and Yin, Hongzhi (2025). A thorough performance benchmarking on lightweight embedding-based recommender systems. ACM Transactions on Information Systems, 43 (3) 63, 1-32. doi: 10.1145/3712589
Liu, Yilun, Qiu, Ruihong, Tang, Yanran, Yin, Hongzhi and Huang, Zi (2025). PUMA: efficient continual graph learning for node classification with graph condensation. IEEE Transactions on Knowledge and Data Engineering, 37 (1), 449-461. doi: 10.1109/tkde.2024.3485691
Lee, Sangkyoung, Chen, Zhuoxiao, Luo, Yadan, Li, Xuliang, Lu, Mingyuan, Huang, Zi Helen and Huang, Han (2025). Enhanced prediction accuracy in high-speed grinding of brittle materials using advanced machine learning techniques. Journal of Intelligent Manufacturing, 36 (8), 5415-5459. doi: 10.1007/s10845-024-02532-x
Ge, Jingyu, Li, Jiuling, Qiu, Ruihong, Shi, Tao, Huang, Zi, Liu, Yanchen and Yuan, Zhiguo (2024). Identifying periods impacted by sewer inflow and infiltration using time series anomaly detection. Water Research X, 25 100278, 100278. doi: 10.1016/j.wroa.2024.100278
Liu, Xiao-Qian, Zhang, Fei-Peng, Luo, Xin, Huang, Zi and Xu, Xin-Shun (2024). Noisy-aware unsupervised domain adaptation for scene text recognition. IEEE Transactions on Image Processing, 33, 6550-6563. doi: 10.1109/tip.2024.3492705
Li, Jun, Bin, Yi, Peng, Liang, Yang, Yang, Li, Yangyang, Jin, Hao and Huang, Zi (2024). Focusing on relevant responses for multi-modal rumor detection. IEEE Transactions on Knowledge and Data Engineering, 36 (11), 6225-6236. doi: 10.1109/tkde.2024.3389694
Li, Zhiheng, Mao, Xin, Feng, Desheng, Li, Mengran, Xu, Xiaoyong, Luo, Yadan, Zhuang, Linzhou, Lin, Rijia, Zhu, Tianjiu, Liang, Fengli, Huang, Zi, Liu, Dong, Yan, Zifeng, Du, Aijun, Shao, Zongping and Zhu, Zhonghua (2024). Prediction of perovskite oxygen vacancies for oxygen electrocatalysis at different temperatures. Nature Communications, 15 (1) 9318, 1-12. doi: 10.1038/s41467-024-53578-7
Wang, Zixin, Luo, Yadan, Zheng, Liang, Chen, Zhuoxiao, Wang, Sen and Huang, Zi (2024). In search of lost online test-time adaptation: a survey. International Journal of Computer Vision, 133 (3), 1106-1139. doi: 10.1007/s11263-024-02213-5
Ge, Jingyu, Li, Jiuling, Qiu, Ruihong, Shi, Tao, Zhang, Chenming, Huang, Zi and Yuan, Zhiguo (2024). A data-driven method for estimating sewer inflow and infiltration based on temperature and conductivity monitoring. Water Research, 261 122002, 1-10. doi: 10.1016/j.watres.2024.122002
Ren, Xuhui, Chen, Tong, Nguyen, Quoc Viet Hung, Cui, Lizhen, Huang, Zi and Yin, Hongzhi (2024). Explicit knowledge graph reasoning for conversational recommendation. ACM Transactions on Intelligent Systems and Technology, 15 (4) 86, 1-21. doi: 10.1145/3637216
Chbeir, Richard, Huang, Helen, Manolopoulos, Yannis and Silvestri, Fabrizio (2024). Editorial on the Special Issue of the World Wide Web journal with selected papers from the 22nd International Conference on Web Information Systems Engineering (WISE). World Wide Web, 27 (4) 45. doi: 10.1007/s11280-024-01284-1
Liu, Chen, Li, Peike, Zhang, Hu, Li, Lincheng, Huang, Zi, Wang, Dadong and Yu, Xin (2024). BAVS: Bootstrapping audio-visual segmentation by integrating foundation knowledge. IEEE Transactions on Multimedia, 26, 10015-10028. doi: 10.1109/tmm.2024.3405622
Liu, Xiao-Qian, Zhang, Peng-Fei, Luo, Xin, Huang, Zi and Xu, Xin-Shun (2024). TextAdapter: self-supervised domain adaptation for cross-domain text recognition. IEEE Transactions on Multimedia, 26, 9854-9865. doi: 10.1109/tmm.2024.3400669
Zhang, Peng-Fei, Huang, Zi, Xu, Xin-Shun and Bai, Guangdong (2024). Effective and robust adversarial training against data and label corruptions. IEEE Transactions on Multimedia, 26, 9477-9488. doi: 10.1109/tmm.2024.3394677
Sheng, Hongwei, Shen, Xin, Du, Heming, Zhang, Hu, Huang, Zi and Yu, Xin (2024). AI empowered Auslan learning for parents of deaf children and children of deaf adults. AI and Ethics, 4 (4), 1-11. doi: 10.1007/s43681-024-00457-y
Li, Jun, Bin, Yi, Ma, Yunshan, Yang, Yang, Huang, Zi and Chua, Tat-Seng (2024). Filter-based stance network for rumor verification. ACM Transactions on Information Systems, 42 (4) ART108, 1-28. doi: 10.1145/3649462
Yu, Junliang, Yin, Hongzhi, Xia, Xin, Chen, Tong, Li, Jundong and Huang, Zi (2024). Self-supervised learning for recommender systems: a survey. IEEE Transactions on Knowledge and Data Engineering, 36 (1), 335-355. doi: 10.1109/tkde.2023.3282907
Zhao, Minda, Qi, Xingqun, Hu, Zhipeng, Li, Lincheng, Zhang, Yongqiang, Huang, Zi and Yu, Xin (2023). Calligraphy Font generation via explicitly modeling location-aware glyph component deformations. IEEE Transactions on Multimedia, 26, 5939-5950. doi: 10.1109/tmm.2023.3342690
Niu, Tian-Zi, Dong, Shan-Shan, Chen, Zhen-Duo, Luo, Xin, Guo, Shanqing, Huang, Zi and Xu, Xin-Shun (2023). Semantic enhanced video captioning with multi-feature fusion. ACM Transactions on Multimedia Computing, Communications, and Applications, 19 (6) 182, 1-21. doi: 10.1145/3588572
Niu, Tian-Zi, Chen, Zhen-Duo, Luo, Xin, Zhang, Peng-Fei, Huang, Zi and Xu, Xin-Shun (2023). Video captioning by learning from global sentence and looking ahead. ACM Transactions on Multimedia Computing, Communications, and Applications, 19 (5s) 171, 1-20. doi: 10.1145/3587252
Luo, Yadan, Wang, Zijian, Chen, Zhuoxiao, Huang, Zi and Baktashmotlagh, Mahsa (2023). Source-free progressive graph learning for open-set domain adaptation. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45 (9), 1-16. doi: 10.1109/tpami.2023.3270288
Niu, Tian-Zi, Dong, Shan-Shan, Chen, Zhen-Duo, Luo, Xin, Huang, Zi, Guo, Shanqing and Xu, Xin-Shun (2023). A multi-layer memory sharing network for video captioning. Pattern Recognition, 136 109202, 1-11. doi: 10.1016/j.patcog.2022.109202
Luo, Yadan, Huang, Zi, Chen, Hongxu, Yang, Yang, Yin, Hongzhi and Baktashmotlagh, Mahsa (2023). Interpretable signed link prediction with signed infomax hyperbolic graph. IEEE Transactions on Knowledge and Data Engineering, 35 (4), 3991-4002. doi: 10.1109/TKDE.2021.3139035
Imran, Mubashir, Yin, Hongzhi, Chen, Tong, Huang, Zi and Zheng, Kai (2023). DeHIN: a decentralized framework for embedding large-scale heterogeneous information networks. IEEE Transactions on Knowledge and Data Engineering, 35 (4), 3645-3657. doi: 10.1109/TKDE.2022.3141951
Wen, Ji-Rong, Huang, Zi and Zhang, Hanwang (2023). Editorial for Special Issue on Large-scale Pre-training: Data, Models, and Fine-tuning. Machine Intelligence Research, 20 (2), 145-146. doi: 10.1007/s11633-023-1431-y
Chen, Tong, Yin, Hongzhi, Ren, Jie, Huang, Zi, Zhang, Xiangliang and Wang, Hao (2023). Uniting heterogeneity, inductiveness, and efficiency for graph representation learning. IEEE Transactions on Knowledge and Data Engineering, 35 (2), 2103-2117. doi: 10.1109/TKDE.2021.3100529
Zhang, Peng-Fei, Bai, Guangdong, Yin, Hongzhi and Huang, Zi (2023). Proactive privacy-preserving learning for cross-modal retrieval. ACM Transactions on Information Systems, 41 (2) 35, 1-23. doi: 10.1145/3545799
Chen, Zhi, Luo, Yadan, Wang, Sen, Li, Jingjing and Huang, Zi (2023). GSMFlow: generation shifts mitigating flow for generalized zero-shot learning. IEEE Transactions on Multimedia, 25 (99), 5374-5385. doi: 10.1109/tmm.2022.3190678
Huang, Zi, Shen, Yanyan and Srivastava, Divesh (2022). Special issue on responsible data management and data science. VLDB Journal, 31 (5), 823-823. doi: 10.1007/s00778-022-00761-1
Duan, Jiasheng, Zhang, Peng-Fei, Qiu, Ruihong and Huang, Zi (2022). Long short-term enhanced memory for sequential recommendation. World Wide Web, 26 (2), 1-23. doi: 10.1007/s11280-022-01056-9
Qiu, Ruihong, Huang, Zi, Chen, Tong and Yin, Hongzhi (2022). Exploiting positional information for session-based recommendation. ACM Transactions on Information Systems, 40 (2) 3473339, 1-24. doi: 10.1145/3473339
Peng, Liang, Yang, Yang, Wang, Zheng, Huang, Zi and Shen, Heng Tao (2022). MRA-Net: improving VQA via multi-modal relation attention network. IEEE Transactions on Pattern Analysis and Machine Intelligence, 44 (1), 318-329. doi: 10.1109/tpami.2020.3004830
Chbeir, Richard, Huang, Helen, Silvestri, Fabrizio, Manolopoulos, Yannis and Zhang, Yanchun (2022). Preface. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 13724 LNCS, v-vi.
Luo, Yadan, Huang, Zi, Li, Yang, Shen, Fumin, Yang, Yang and Cui, Peng (2021). Collaborative learning for extremely low bit asymmetric hashing. IEEE Transactions on Knowledge and Data Engineering, 33 (12), 3675-3685. doi: 10.1109/tkde.2020.2977633
Chen, Chang-Wen, Huang, Helen, Zhou, Jun, Harada, Tatsuya, Cai, Jianfei, Liu, Wu and Xu, Dong (2021). Preface. ACM International Conference Proceeding Series.
Chen, Tong, Yin, Hongzhi, Zhang, Xiangliang, Huang, Zi, Wang, Yang and Wang, Meng (2021). Quaternion factorization machines: a lightweight solution to intricate feature interaction modeling. IEEE Transactions on Neural Networks and Learning Systems, PP (99), 1-14. doi: 10.1109/TNNLS.2021.3118706
Shen, Heng Tao, Liu, Luchen, Yang, Yang, Xu, Xing, Huang, Zi, Shen, Fumin and Hong, Richang (2021). Exploiting subspace relation in semantic labels for cross-modal hashing. IEEE Transactions on Knowledge and Data Engineering, 33 (10), 3351-3365. doi: 10.1109/TKDE.2020.2970050
Li, Yang, Chen, Tong and Huang, Zi (2021). Attribute-aware explainable complementary clothing recommendation. World Wide Web, 24 (5), 1885-1901. doi: 10.1007/s11280-021-00913-3
Ji, Shaoxiong, Li, Xue, Huang, Zi and Cambria, Erik (2021). Suicidal ideation and mental disorder detection with attentive relation networks. Neural Computing and Applications, 34 (13), 10309-10319. doi: 10.1007/s00521-021-06208-y
Zhang, Peng-Fei, Luo, Yadan, Huang, Zi, Xu, Xin-Shun and Song, Jingkuan (2021). High-order nonlocal Hashing for unsupervised cross-modal retrieval. World Wide Web, 24 (2), 563-583. doi: 10.1007/s11280-020-00859-y
Zhang, Peng-Fei, Li, Yang, Huang, Zi and Xu, Xin-Shun (2021). Aggregation-based graph convolutional hashing for unsupervised cross-modal retrieval. IEEE Transactions on Multimedia, 24, 466-479. doi: 10.1109/TMM.2021.3053766
Li, Jingjing, Lu, Ke, Huang, Zi and Shen, Heng Tao (2021). On both cold-start and long-tail recommendation with social data. IEEE Transactions on Knowledge and Data Engineering, 33 (1) 8745499, 194-208. doi: 10.1109/TKDE.2019.2924656
Yu, Junliang, Yin, Hongzhi, Li, Jundong, Gao, Min, Huang, Zi and Cui, Lizhen (2020). Enhance social recommendation with adversarial graph convolutional networks. IEEE Transactions on Knowledge and Data Engineering, 34 (8), 1-1. doi: 10.1109/tkde.2020.3033673
Ren, Xuhui, Yin, Hongzhi, Chen, Tong, Wang, Hao, Hung, Nguyen Quoc Viet, Huang, Zi and Zhang, Xiangliang (2020). CRSAL: conversational recommender systems with adversarial learning. ACM Transactions on Information Systems, 38 (4) 3394592, 1-40. doi: 10.1145/3394592
Ji, Shaoxiong, Pan, Shirui, Li, Xue, Cambria, Erik, Long, Guodong and Huang, Zi (2020). Suicidal ideation detection: a review of machine learning methods and applications. IEEE Transactions on Computational Social Systems, 8 (1) 9199553, 214-226. doi: 10.1109/tcss.2020.3021467
Lu, Huimin, Uemura, Tomoki, Wang, Dong, Zhu, Jihua, Huang, Zi and Kim, Hyoungseop (2020). Correction to: Deep-sea organisms tracking using dehazing and deep learning. Mobile Networks and Applications, 25 (6), 2536-2536. doi: 10.1007/s11036-020-01600-9
Min, Weiqing, Tian, Yonghong, Huang, Zi, Cheng, Wen-Huang and El Saddik, Abdulmotaleb (2020). Urban multimedia computing: Emerging methods in multimedia computing for urban data analysis and applications. IEEE Multimedia, 27 (3) 9186254, 8-11. doi: 10.1109/MMUL.2020.3017877
Qiu, Ruihong, Huang, Zi, Li, Jingjing and Yin, Hongzhi (2020). Exploiting cross-session information for session-based recommendation with graph neural networks. ACM Transactions on Information Systems, 38 (3) 22, 1-23. doi: 10.1145/3382764
Wang, Zijian, Zhang, Zheng, Luo, Yadan, Huang, Zi and Shen, Heng Tao (2020). Deep collaborative discrete hashing with semantic-invariant structure construction. IEEE Transactions on Multimedia, 23 9096547, 1274-1286. doi: 10.1109/tmm.2020.2995267
Liu, Luyao, Zhang, Zheng and Huang, Zi (2020). Flexible discrete multi-view hashing with collective latent feature learning. Neural Processing Letters, 52 (3), 1765-1791. doi: 10.1007/s11063-020-10221-y
Zhang, Zheng, Liu, Luyao, Luo, Yadan, Huang, Zi, Shen, Fumin, Shen, Heng Tao and Lu, Guangming (2020). Inductive structure consistent hashing via flexible semantic calibration. IEEE Transactions on Neural Networks and Learning Systems, 32 (10), 1-15. doi: 10.1109/tnnls.2020.3018790
Zhang, Zheng, Lai, Zhihui, Huang, Zi, Wong, Wai Keung, Xie, Guo-Sen, Liu, Li and Shao, Ling (2019). Scalable supervised asymmetric hashing with semantic and latent factor embedding. IEEE Transactions on Image Processing, 28 (10) 8709760, 4803-4818. doi: 10.1109/tip.2019.2912290
Luo, Xin, Zhang, Peng-Fei, Huang, Zi, Nie, Liqiang and Xu, Xin-Shun (2019). Discrete hashing with multiple supervision. IEEE Transactions on Image Processing, 28 (6) 8610117, 2962-2975. doi: 10.1109/tip.2019.2892703
Liu, Zhiwei, Yang, Yang, Huang, Zi, Shen, Fumin, Zhang, Dongxiang and Shen, Heng Tao (2019). Embedding and predicting the event at early stage. World Wide Web, 22 (3), 1055-1074. doi: 10.1007/s11280-018-0545-6
He, Shiyuan, Wang, Bokun, Wang, Zheng, Yang, Yang, Shen, Fumin, Huang, Zi and Shen, Heng Tao (2019). Bidirectional discrete matrix factorization hashing for image search. IEEE Transactions on Cybernetics, 50 (9) 8863122, 1-12. doi: 10.1109/tcyb.2019.2941284
Liu, Luyao, Du, Xingzhong, Zhu, Lei, Shen, Fumin and Huang, Zi (2018). Learning Discrete Hashing Towards Efficient Fashion Recommendation. Data Science and Engineering, 3 (4), 307-322. doi: 10.1007/s41019-018-0079-z
Zhu, Lei, Huang, Zi, Li, Zhihui, Xie, Liang and Shen, Heng Tao (2018). Exploring auxiliary context: discrete semantic transfer hashing for scalable image retrieval. IEEE Transactions on Neural Networks and Learning Systems, 29 (11) 8291840, 5264-5276. doi: 10.1109/TNNLS.2018.2797248
Yin, Hongzhi, Wang, Weiqing, Chen, Liang, Du, Xingzhong, Hung Nguyen, Quoc Viet and Huang, Zi (2018). Mobi-SAGE-RS: A sparse additive generative model-based mobile application recommender system. Knowledge-Based Systems, 157, 68-80. doi: 10.1016/j.knosys.2018.05.028
Li, Jingjing, Lu, Ke, Huang, Zi, Zhu, Lei and Shen, Heng Tao (2018). Heterogeneous domain adaptation through progressive alignment. IEEE Transactions on Neural Networks and Learning Systems, 30 (5) 8475006, 1-11. doi: 10.1109/TNNLS.2018.2868854
Yang, Yang, Duan, Yaqian, Wang, Xinze, Huang, Zi, Xie, Ning and Shen, Heng Tao (2018). Hierarchical multi-clue modelling for POI popularity prediction with heterogeneous tourist information. IEEE Transactions on Knowledge and Data Engineering, 31 (4) 8370064, 1-1. doi: 10.1109/TKDE.2018.2842190
Li, Jingjing, Lu, Ke, Huang, Zi, Zhu, Lei and Shen, Heng Tao (2018). Transfer independently together: a generalized framework for domain adaptation. IEEE Transactions on Cybernetics, 49 (6) 8337102, 1-12. doi: 10.1109/TCYB.2018.2820174
Shen, Fumin, Xu, Yan, Liu, Li, Yang, Yang, Huang, Zi and Shen, Heng Tao (2018). Unsupervised deep hashing with similarity-adaptive and discrete optimization. IEEE Transactions on Pattern Analysis and Machine Intelligence, 40 (12) 8247210, 1-1. doi: 10.1109/TPAMI.2018.2789887
Lu, Huimin, Uemura, Tomoki, Wang, Dong, Zhu, Jihua, Huang, Zi and Kim, Hyoungseop (2018). Deep-sea organisms tracking using dehazing and deep learning. Mobile Networks and Applications, 25 (3), 1008-1015. doi: 10.1007/s11036-018-1117-9
Du, Xingzhong, Yin, Hongzhi, Huang, Zi, Yang, Yi and Zhou, Xiaofang (2017). Exploiting detected visual objects for frame-level video filtering. World Wide Web, 21 (5), 1-26. doi: 10.1007/s11280-017-0505-6
Li, Liang, Huang, Zi, Zha, Zheng-Jun and Jiang, Shuqiang (2017). Guest Editorial: Knowledge-Based Multimedia Computing. Multimedia Tools and Applications, 76 (23), 24955-24959. doi: 10.1007/s11042-017-5212-x
Yu, Litao, Huang, Zi, Shen, Fumin, Song, Jingkuan, Shen, Heng Tao and Zhou, Xiaofang (2017). Bilinear optimized product quantization for scalable visual content analysis. IEEE Transactions On Image Processing, 26 (10) 7964737, 5057-5069. doi: 10.1109/TIP.2017.2722224
Yang, Yang, Shen, Fumin, Huang, Zi, Shen, Heng Tao and Li, Xuelong (2017). Discrete nonnegative spectral clustering. IEEE Transactions On Knowledge and Data Engineering, 29 (9) 7920371, 1834-1845. doi: 10.1109/TKDE.2017.2701825
Zhu, Lei, Huang, Zi, Liu, Xiaobai, He, Xiangnan, Sun, Jiande and Zhou, Xiaofang (2017). Discrete Multimodal Hashing with Canonical Views for Robust Mobile Landmark Search. IEEE Transactions on Multimedia, 19 (9) 7984879, 2066-2079. doi: 10.1109/TMM.2017.2729025
Shao, Yingxia, Lei, Kai , Chen, Lei, Huang, Zi, Cui, Bin, Liu, Zhongyi, Tong, Yunhai and Xu, Jin (2017). Fast parallel path concatenation for graph extraction. IEEE Transactions on Knowledge & Data Engineering, 29 (10) 7953521, 2210-2222. doi: 10.1109/TKDE.2017.2716939
Li, Chao, Huang, Zi, Yang, Yang, Cao, Jiewei, Sun, Xiaoshuai and Shen, Heng Tao (2017). Hierarchical latent concept discovery for video event detection. IEEE Transactions on Image Processing, 26 (5) 7858791, 2149-2162. doi: 10.1109/TIP.2017.2670782
Luo, Yadan, Yang, Yang, Shen, Fumin, Huang, Zi, Zhou, Pan and Shen, Heng Tao (2017). Robust discrete code modeling for supervised hashing. Pattern Recognition, 75, 128-135. doi: 10.1016/j.patcog.2017.02.034
Yu, Litao, Yang, Yang, Huang, Zi, Wang, Peng, Song, Jingkuan and Shen, Heng Tao (2016). Web video event recognition by semantic analysis from ubiquitous documents. IEEE Transactions on Image Processing, 26 (12) 7577816, 5689-5701. doi: 10.1109/TIP.2016.2614136
Yu, Litao, Sun, Xiaoshuai and Huang, Zi (2016). Robust spatial-temporal deep model for multimedia event detection. Neurocomputing, 213, 48-53. doi: 10.1016/j.neucom.2016.03.102
Li, Xuefei, Chang, Lijun, Zheng, Kai, Huang, Zi and Zhou, Xiaofang (2016). Ranking weighted clustering coefficient in large dynamic graphs. World Wide Web, 20 (5), 1-29. doi: 10.1007/s11280-016-0420-2
Yin, Hongzhi, Cui, Bin, Zhou, Xiaofang, Wang, Weiqing, Huang, Zi and Sadiq, Shazia (2016). Joint modeling of user check-in behaviors for real-time point-of-interest recommendation. ACM Transactions on Information Systems, 35 (2) 2873055, 1-44. doi: 10.1145/2873055
Yu, Litao, Huang, Zi, Cao, Jiewei and Shen, Heng Tao (2016). Scalable video event retrieval by visual state binary embedding. IEEE Transactions on Multimedia, 18 (8) 7457257, 1590-1603. doi: 10.1109/TMM.2016.2557059
Song, Jingkuan, Shen, Heng Tao, Wang, Jianfeng, Huang, Zi, Sebe, Nicu and Wang, Jingdong (2016). A distance-computation-free search scheme for binary code databases. IEEE Transactions on Multimedia, 18 (3) 7377105, 484-495. doi: 10.1109/TMM.2016.2515990
Cai, Hongyun, Huang, Zi, Srivastava, Divesh and Zhang, Qing (2015). Indexing Evolving Events from Tweet Streams. IEEE Transactions on Knowledge and Data Engineering, 27 (11) 7124472, 3001-3015. doi: 10.1109/TKDE.2015.2445773
Xu, Ning, Cui, Bin, Chen, Lei, Huang, Zi and Shao, Yingxia (2015). Heterogeneous environment aware streaming graph partitioning. IEEE Transactions On Knowledge and Data Engineering, 27 (6) 6975163, 1560-1572. doi: 10.1109/TKDE.2014.2377743
Lian, Xiang, Chen, Lei and Huang, Zi (2015). Keyword search over probabilistic RDF graphs. IEEE Transactions on Knowledge and Data Engineering, 27 (5) 6940261, 1246-1260. doi: 10.1109/TKDE.2014.2365791
Belisle, Eve, Huang, Zi, Le Digabel, Sebastien and Gheribi, Aimen E. (2015). Evaluation of machine learning interpolation techniques for prediction of physical properties. Computational Materials Science, 98, 170-177. doi: 10.1016/j.commatsci.2014.10.032
Zhu, Xiaofeng, Zhang, Lei and Huang, Zi (2014). A sparse embedding and least variance encoding approach to hashing. IEEE Transactions on Image Processing, 23 (9) 6844160, 3737-3750. doi: 10.1109/TIP.2014.2332764
Song, Jingkuan, Yang, Yi, Li, Xuelong, Huang, Zi and Yang, Yang (2014). Robust hashing with local models for approximate similarity search. IEEE Transactions on Cybernetics, 44 (7) 6714849, 1225-1236. doi: 10.1109/TCYB.2013.2289351
Li, Xuefei, Cai, Hongyun, Huang, Zi, Yang, Yang and Zhou, Xiaofang (2014). Social event identification and ranking on flickr. World Wide Web, 18 (5), 1219-1245. doi: 10.1007/s11280-014-0295-z
Liu, Jiajun, Yang, Yi, Huang, Zi, Yang, Yang and Shen, Heng Tao (2013). On the influence propagation of web videos. IEEE Transactions on Knowledge and Data Engineering, 26 (99) 6583164, 1961-1973. doi: 10.1109/TKDE.2013.142
Liu, Jiajun, Huang, Zi, Cai, Hongyun, Shen, Heng Tao, Ngo, Chong-wah and Wang, Wei (2013). Near-duplicate video retrieval: current research and future trends. ACM Computing Surveys, 45 (4) 2501658, 44.1-44.23. doi: 10.1145/2501654.2501658
Han, Yahong, Xu, Zhongwen, Ma, Zhigang and Huang, Zi (2013). Image classification with manifold learning for out-of-sample data. Signal Processing, 93 (8), 2169-2177. doi: 10.1016/j.sigpro.2012.05.036
Song, Jingkuan, Yang, Yi, Huang, Zi, Shen, Heng Tao and Luo, Jiebo (2013). Effective multiple feature hashing for large-scale near-duplicate video retrieval. IEEE Transactions on Multimedia, 15 (8) 6553136, 1997-2008. doi: 10.1109/TMM.2013.2271746
Zhu, Xiaofeng, Huang, Zi, Cheng, Hong, Cui, Jiangtao and Shen, Heng Tao (2013). Sparse hashing for fast multimedia search. ACM Transactions on Information Systems, 31 (2) 9, 9.1-9.24. doi: 10.1145/2457465.2457469
Yang, Yang, Huang, Zi, Yang, Yi, Liu, Jiajun, Shen, Heng Tao and Luo, Jiebo (2013). Local image tagging via graph regularized joint group sparsity. Pattern Recognition, 46 (5), 1358-1368. doi: 10.1016/j.patcog.2012.10.026
Yang, Yi, Song, Jingkuan, Huang, Zi, Ma, Zhigang, Sebe, Nicu and Hauptmann, Alexander G. (2013). Multi-feature fusion via hierarchical regression for multimedia analysis. IEEE Transactions On Multimedia, 15 (3) 6384799, 572-581. doi: 10.1109/TMM.2012.2234731
Huang, Zi, Liu, Jiajun, Cui, Bin and Du, Xiaoyong (2013). A gram-based string paradigm for efficient video subsequence search. IEEE Transactions On Multimedia, 15 (3) 6392966, 608-620. doi: 10.1109/TMM.2012.2236307
Zhu, Xiaofeng, Huang, Zi, Cui, Jiangtao and Shen, Heng Tao (2013). Video-to-shot tag propagation by Graph Sparse Group Lasso. IEEE Transactions On Multimedia, 15 (3) 6380623, 633-646. doi: 10.1109/TMM.2012.2233723
Zhu, Xiaofeng, Huang, Zi, Yang, Yang, Shen, Heng Tao, Xu, Changsheng and Luo, Jiebo (2013). Self-taught dimensionality reduction on the high-dimensional small-sized data. Pattern Recognition, 46 (1), 215-229. doi: 10.1016/j.patcog.2012.07.018
Zhu, Xiaofeng, Huang, Zi, Shen, Heng Tao, Cheng, Jian and Xu, Changsheng (2012). Dimensionality reduction by mixed kernel canonical correlation analysis. Pattern Recognition, 45 (8), 3003-3016. doi: 10.1016/j.patcog.2012.02.007
Zhao, Zhe, Cui, Bin, Cong, Gao, Huang, Zi and Shen, Heng Tao (2012). Extracting representative motion flows for effective video retrieval. Multimedia Tools and Applications, 58 (3), 687-711. doi: 10.1007/s11042-011-0763-8
Xie, Qing, Zi, Huang, Shen, Heng Tao, Zhou, Xiaofang and Pang, Chaoyi (2012). Quick identification of near-duplicate video sequences with cut signature. World Wide Web, 15 (3), 355-382. doi: 10.1007/s11280-011-0119-3
Zhang, Xiaoming, Huang, Zi, Shen, Heng Tao, Yang, Yang and Li, Zhoujun (2012). Automatic tagging by exploring tag information capability and correlation. World Wide Web, 15 (3), 233-256. doi: 10.1007/s11280-011-0132-6
Zheng, Kai, Huang, Zi, Zhou, Aoying and Zhou, Xiaofang (2012). Discovering the most influential sites over uncertain data: A rank based approach. IEEE Transaction on Knowledge and Data Engineering, 24 (12) 5871623, 2156-2169. doi: 10.1109/TKDE.2011.121
Liu, Jiajun, Huang, Zi, Shen, Heng Tao and Cui, Bin (2011). Correlation-based retrieval for heavily changed near-duplicate videos. ACM Transactions on Information Systems, 29 (4) 2037666, 21.1-21.25. doi: 10.1145/2037661.2037666
Yang, Yang, Huang, Zi, Shen, Heng Tao and Zhou, Xiaofang (2011). Mining multi-tag association for image tagging. World Wide Web, 14 (2), 133-156. doi: 10.1007/s11280-010-0099-8
Shao, Jie, Shen, Heng Tao, Huang, Zi and Zhou, Xiaofang (2011). Exploring distributional discrepancy for multidimensional point set retrieval. IEEE Transactions on Multimedia, 13 (1) 5597949, 71-81. doi: 10.1109/TMM.2010.2085424
Huang, Zi, Hu, Bo, Cheng, Hong, Shen, Heng Tao, Liu, Hongyan and Zhou, Xiaofang (2010). Mining near-duplicate graph for cluster-based reranking of web video search results. ACM Transactions on Information Systems, 28 (4) 22, 22-1-22-27. doi: 10.1145/1852102.1852108
Huang, Zi, Shen, Heng Tao, Shao, Jie, Cui, Bin and Zhou, Xiaofang (2010). Practical online near-duplicate subsequence detection for continuous video streams. IEEE Transactions on Multimedia, 12 (5) 5466199, 386-398. doi: 10.1109/TMM.2010.2050737
Huang, Zi, Shen, Heng Tao, Shao, Jie, Zhou, Xiaofang and Cui, Bin (2009). Bounded coordinate system indexing for real-time video clip search. ACM Transactions on Information Systems, 27 (3) 17, 17.1-17.33. doi: 10.1145/1508850.1508855
Shen, Heng Tao, Shao, Jie, Huang, Zi and Zhou, Xiaofang (2009). Effective and efficient query processing for video subsequence identification. IEEE Transactions on Knowledge and Data Engineering, 21 (3), 321-334. doi: 10.1109/TKDE.2008.168
Shen, Heng Tao, Jiang, Shouxu, Tan, Kian-Lee, Huang, Zi and Zhou, Xiaofang (2009). Speed up interactive image retrieval. The VLDB Journal, 18 (1), 329-343. doi: 10.1007/s00778-008-0101-6
Huang, Zi, Shen, Heng Tao and Zhou, Xiaofang (2008). Localized co-occurrence model for fast approximate search in 3D structure databases. IEEE Transactions on Knowledge and Data Engineering, 20 (4) 4407704, 519-531. doi: 10.1109/TKDE.2007.190729
Jie Shao, Zi Huang, Shen, Heng Tao, Zhou, Xiaofang, Lim, Ee-Peng and Li, Yijun (2008). Batch nearest neighbor search for video retrieval. IEEE Transactions on Multimedia, 10 (3), 409-420. doi: 10.1109/TMM.2008.917339
Conference Papers
Yuan, Bowen, Fu, Yuxia, Wang, Zijian, Luo, Yadan and Huang, Zi (2026). SCORE: Soft Label Compression-Centric Dataset Condensation via Coding Rate Optimization. IEEE. doi: 10.1109/wacv61042.2026.00218
Jiang, Yan, Qiu, Ruihong and Huang, Zi (2026). Does homophily help in robust test-time node classification?. WSDM '26:The Nineteenth ACM International Conference on Web Search and Data Mining, Boise, ID, United States, 22-26 February 2026. New York, NY, United States: ACM. doi: 10.1145/3773966.3777948
Wei, Tianqi, Yu, Xin, Chen, Zhi, Chapman, Scott and Huang, Zi (2026). Augment to segment: tackling pixel-level imbalance in wheat disease and pest segmentation. 36th Australasian Database Conference, Sydney, NSW Australia and Bali, Indonesia, 4-6 December 2025. Singapore: Springer Singapore. doi: 10.1007/978-981-95-6196-4_3
Ke, Yan, Yu, Xin, Du, Heming, Chapman, Scott and Huang, Helen (2026). Dynamic orchestration of multi-agent system for real-world multi-image agricultural VQA. 36th Australasian Database Conference, Sydney, NSW Australia and Bali, Indonesia, 4-6 December 2025. Singapore: Springer Singapore. doi: 10.1007/978-981-95-6196-4_11
Tang, Yanran, Qiu, Ruihong, Li, Xue and Huang, Zi (2026). ReaKase-8B: legal case retrieval via knowledge and reasoning representations with LLMs. 36th Australasian Database Conference, ADC 2025, Sydney, NSW, Australia and Bali, Indonesia, 4-6 December 2025. Heidelberg, Germany: Springer. doi: 10.1007/978-981-95-6196-4_22
Liu, Yilun, Qiu, Ruihong and Huang, Zi (2025). GCondenser: benchmarking graph condensation. CIKM '25: The 34th ACM International Conference on Information and Knowledge Management, Seoul, Republic of Korea, 10-14 November 2025. New York, NY, United States: ACM. doi: 10.1145/3746252.3761654
Wang, Zixin, Gong, Dong, Wang, Sen, Huang, Zi and Luo, Yadan (2025). Is Less More? Exploring Token Condensation as Training-Free Test-Time Adaptation. IEEE. doi: 10.1109/iccv51701.2025.00021
Chen, Zhi, Zhao, Zecheng, Guo, Jingcai, Li, Jingjing and Huang, Zi (2025). SVIP: Semantically Contextualized Visual Patches for Zero-Shot Learning. IEEE. doi: 10.1109/iccv51701.2025.00320
Zhao, Zecheng, Chen, Zhi, Huang, Zi, Sadiq, Shazia and Chen, Tong (2025). Continual text-to-video retrieval with frame fusion and task-aware routing. 48th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval (ACM SIGIR 2025), Padua, Italy, 13-18 July 2025. New York, NY, United States: Association for Computing Machinery. doi: 10.1145/3726302.3729936
Hao, Shuyang, Hooi, Bryan, Liu, Jun, Chang, Kai-Wei, Huang, Zi and Cai, Yujun (2025). Exploring visual vulnerabilities via multi-loss adversarial search for jailbreaking vision-language models. 2025 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Nashville, TX, United States, 10 - 17 June 2025. Washington, DC, United States: I E E E Computer Society. doi: 10.1109/cvpr52734.2025.01852
Yin, Hongzhi, Gao, Xinyi, Yu, Junliang, Qiu, Ruihong, Chen, Tong, Nguyen, Quoc Viet Hung and Huang, Zi (2025). Graph condensation: foundations, methods and prospects. WWW '25: The ACM Web Conference 2025, Sydney, NSW, Australia, 28 April - 2 May 2025. New York, NY, United States: ACM. doi: 10.1145/3701716.3715862
Wang, Danny, Qiu, Ruihong, Bai, Guangdong and Huang, Zi (2025). GOLD: graph out-of-distribution detection via implicit adversarial latent generation. ICLR 2025: The Thirteenth International Conference on Learning Representations, Singapore, Singapore, 24-28 April 2025. Singapore, Singapore: International Conference on Learning Representations, ICLR.
Etchegaray, Djamahl, Huang, Zi, Harada, Tatsuya and Luo, Yadan (2024). Find n’ Propagate: Open-Vocabulary 3D Object Detection in Urban Environments. 18th European Conference on Computer Vision ECCV 2024, Milan, Italy, 29 September – 4 October 2024. Cham, Switzerland: Springer. doi: 10.1007/978-3-031-73661-2_8
Huang, Zi Helen (2024). Navigating adversarial robustness in multimodal systems. 2nd International Workshop on Methodologies for Multimedia, Melbourne, VIC, Australia, 28 October-1 November 2024. New York, United States: Association for Computing Machinery. doi: 10.1145/3689089.3689708
Chen, Zhuoxiao, Wang, Zixin, Luo, Yadan, Wang, Sen and Huang, Zi (2024). DPO: dual-perturbation optimization for test-time adaptation in 3D object detection. MM '24: The 32nd ACM International Conference on Multimedia, Melbourne, VIC, Australia, 28 October-1 November 2024. New York, United States: Association for Computing Machinery. doi: 10.1145/3664647.3681040
Wei, Tianqi, Chen, Zhi, Huang, Zi and Yu, Xin (2024). Benchmarking in-the-wild multimodal disease recognition and a versatile baseline. MM '24: The 32nd ACM International Conference on Multimedia, Melbourne, VIC, Australia, 28 October-1 November 2024. New York, United States: Association for Computing Machinery. doi: 10.1145/3664647.3680599
Huang, Zi Helen, Chen, Phoebe and Yan, Shuicheng (2024). Generative AI in multimedia: challenges and opportunities for academic and industrial impact. MM '24: The 32nd ACM International Conference on Multimedia, Melbourne, VIC, Australia, 28 October-1 November 2024. New York, United States: Association for Computing Machinery. doi: 10.1145/3664647.3687170
Hong, Haodong, Wang, Sen, Huang, Zi, Wu, Qi and Liu, Jiajun (2024). Navigating beyond instructions: vision-and-language navigation in obstructed environments. MM '24: The 32nd ACM International Conference on Multimedia, Melbourne, VIC, Australia, 28 October-1 November 2024. New York, United States: Association for Computing Machinery. doi: 10.1145/3664647.3681640
Jiang, Wei, Chen, Tong, Ye, Guanhua, Zhang, Wentao, Cui, Lizhen, Huang, Zi and Yin, Hongzhi (2024). Physics-guided active sample reweighting for urban flow prediction. 33rd ACM International Conference on Information and Knowledge Management (CIKM), Boise, ID, United States, 21-25 October 2024. New York, United States: Association for Computing Machinery. doi: 10.1145/3627673.3679738
Zhang, Peng-Fei, Huang, Zi and Bai, Guangdong (2024). Universal adversarial perturbations for vision-language pre-trained models. 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, Washington, DC, United States, 14-18 July 2024. New York, NY, United States: ACM. doi: 10.1145/3626772.3657781
Tang, Yanran, Qiu, Ruihong, Yin, Hongzhi, Li, Xue and Huang, Zi (2024). CaseLink: inductive graph learning for legal case retrieval. 47th International ACM SIGIR Conference on Research and Development in Information Retrieval, Washington, DC, United States, 14-18 July 2024. New York, NY, United States: ACM. doi: 10.1145/3626772.3657693
Etchegaray, Djamahl, Luo, Yadan, Li, Yang, Do, Brendan, Liu, Jiajun, Huang, Zi and Kusy, Branislav (2024). Edge deployable online domain adaptation for underwater object detection. 2024 International Joint Conference on Neural Networks (IJCNN), Yokohama, Japan, 30 June - 5 July 2024. Piscataway, NJ United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/ijcnn60899.2024.10650705
Lim, Jia Syuen, Chen, Zhuoxiao, Baktashmotlagh, Mahsa, Chen, Zhi, Yu, Xin, Huang, Zi and Luo, Yadan (2024). DiPEx: Dispersing Prompt Expansion for class-agnostic object detection. 38th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, BC, Canada, 10-15 December 2024. San Mateo, CA, United States: Morgan Kaufmann Publishers. doi: 10.52202/079017-0781
Zhu, Anjie, Zhang, Peng-Fei, Qiu, Ruihong, Zheng, Zetao, Huang, Zi and Shao, Jie (2024). Abstract and explore: a novel behavioral metric with cyclic dynamics in reinforcement learning. 38th AAAI Conference on Artificial Intelligence (AAAI) / 36th Conference on Innovative Applications of Artificial Intelligence / 14th Symposium on Educational Advances in Artificial Intelligence, Vancouver, Canada, 20-27 February 2024. Palo Alto, CA, United States: Association for the Advancement of Artificial Intelligence. doi: 10.1609/aaai.v38i15.29660
Cheng, Fenghua, Li, Xue, Huang, Zi, Wang, Jinxiang and Wang, Sen (2024). Event-content-oriented dialogue generation in short video. 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Mexico City, Mexico, 16-21 June 2024. Kerrville, TX, United States: Association for Computational Linguistics (ACL). doi: 10.18653/v1/2024.naacl-long.229
Tang, Yanran, Qiu, Ruihong, Liu, Yilun, Li, Xue and Huang, Zi (2024). CaseGNN: graph neural networks for legal case retrieval with text-attributed graphs. 46th European Conference on Information Retrieval, ECIR 2024, Glasgow, United Kingdom, 24 - 28 March 2024. Cham, Switzerland: Springer Nature Switzerland. doi: 10.1007/978-3-031-56060-6_6
Hong, Haodong, Wang, Sen, Huang, Zi, Wu, Qi and Liu, Jiajun (2024). Why only text: empowering vision-and-language navigation with multi-modal prompts. 33rd International Joint Conference on Artificial Intelligence (IJCAI), Jeju, South Korea, 3-9 August 2024. Palo Alto, CA, United States: AAAI Press. doi: 10.24963/ijcai.2024/93
Yuan, Bowen, Wang, Zijian, Baktashmotlagh, Mahsa, Luo, Yadan and Huang, Zi (2024). Color-oriented redundancy reduction in dataset distillation. 38th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, BC, Canada, 10-15 December 2024. San Mateo, CA, United States: Morgan Kaufmann Publishers. doi: 10.52202/079017-1687
Zhang, Peng-Fei and Huang, Zi Helen (2023). Multi-head Siamese prototype learning against both data and label corruption. MMAsia '23: 5th ACM International Conference on Multimedia in Asia, Tainan, Taiwan, 6-8 December 2023. New York, NY, United States: ACM. doi: 10.1145/3595916.3626435
Zhang, Yiyun, Wang, Zijian, Luo, Yadan, Yu, Xin and Huang, Zi (2023). Learning efficient unsupervised satellite image-based building damage detection. 2023 IEEE International Conference on Data Mining (ICDM), Shanghai, China, 1-4 December 2023. Piscataway, NJ, United States: IEEE. doi: 10.1109/icdm58522.2023.00206
Liu, Yilun, Qiu, Ruihong and Huang, Zi (2023). CaT: balanced continual graph learning with graph condensation. 23rd IEEE International Conference on Data Mining (IEEE ICDM), Shanghai, China, 1-4 December 2023. Piscataway, NJ, United States: Institute of Electrical and Electronics Engineers. doi: 10.1109/icdm58522.2023.00141
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
Chen, Zhi, Zhang, Pengfei, Li, Jingjing, Wang, Sen and Huang, Zi (2023). Zero-shot learning by harnessing adversarial samples. MM '23: The 31st ACM International Conference on Multimedia, Ottawa, ON Canada, 29 October - 3 November 2023. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3581783.3611823
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. MM '23: The 31st ACM International Conference on Multimedia, Ottawa, ON Canada, 29 October - 3 November 2023. New York, NY United States: Association for Computing Machinery. doi: 10.1145/3581783.3611808
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
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
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
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
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. 61st Annual Meeting of the Association for Computational Linguistics (ACL’23), Toronto, Canada, 9-14 July 2024. Toronto, Canada: Association for Computational Linguistics (ACL). doi: 10.18653/v1/2023.findings-acl.836
Khan, Md Wahiduzzaman, Sheng, Hongwei, Zhang, Hu, Du, Heming, Wang, Sen, Coroneo, Minas Theodore, Hajati, Farshid, Shariflou, Sahar, Kalloniatis, Michael, Phu, Jack, Agar, Ashish, Huang, Zi, Golzan, Mojtaba and Yu, Xin (2023). RVD: a handheld device-based fundus video dataset for retinal vessel segmentation. 37th Conference on Neural Information Processing Systems (NeurIPS 2023) Track on Datasets and Benchmarks, New Orleans, LA, United States, 10 - 16 December 2023. Maryland Heights, MO United States: Morgan Kaufmann Publishers. doi: 10.52202/075280-0801
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
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
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
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
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. doi: 10.52202/068431-0878
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
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
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, 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
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
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
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
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
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
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
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
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
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
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
Luo, Yadan, Wang, Zijian, Huang, Zi and Baktashmotlagh, Mahsa (2020). Progressive graph learning for open-set domain adaptation. International Conference on Machine Learning, Virtual, 13-18 July 2020. San Diego, CA USA: ML Research Press.
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
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
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
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
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
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
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
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 .
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
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
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
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
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
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.
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. doi: 10.1609/aaai.v33i01.33018110
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
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, 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
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
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
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. doi: 10.1609/aaai.v33i01.33015853
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
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
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
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
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, 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
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
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
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, 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
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
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
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
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
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
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
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
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
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
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.
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
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
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
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
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.
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
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
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
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
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
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.
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
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
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
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
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.
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
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
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.
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
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
Cao, Jiewei, Huang, Zi and Shen, Heng Tao (2015). UQMG @ TRECVID 2015: Instance search. National Institute of Standards and Technology (NIST).
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
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
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
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
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.
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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, 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
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
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
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
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.
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
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
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
Shen, HT, Huang, Z, Cao, JL and Zhou, XF (2009). High-dimensional indexing with oriented cluster representation for multimedia databases. 2009 IEEE International Conference on Multimedia and Expo, ICME 2009, New York, NY, U.S.A., 28 June-3 July 2009. Piscatawa, NJ, U.S.A.: IEEE. doi: 10.1109/ICME.2009.5202831
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
Hu, Rui, Rüger, Stefan, Song, Dawei, Liu, Haiming and Huang, Zi (2008). Dissimilarity measures for content-based image retrieval. doi: 10.1109/ICME.2008.4607697
Shao, Jie, Huang, Zi, Shen, Heng Tao, Zhou, Xiaofang, Lim, Ee-Peng and Li, Yijun (2008). Batch nearest neighbor search for video retrieval. doi: 10.1109/TMM.2008.917339
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, 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
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
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
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
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, 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
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.
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, 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, 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
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
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
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
Patent
Shen, Heng Tao, Huang, Zi and Zhou, Xiaofang (2009). Real-Time near duplicate video clip detection method. 12/180037.
Thesis
Huang, Zi (2007). Summarization-based similarity search for complex databases. PhD Thesis, School of Information Technology and Electrical Engineering, The University of Queensland. doi: 10.14264/158666