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Professor   Supervisor of Doctorate Candidates   Supervisor of Master's Candidates  

Gender:Male

Biography

Xin-Shun Xu is professor at School of Software, Shandong University. He is  the  founder and leader of MIMA (Machine Intelligence and Media Analysis) Group.  He received his M.S. degree in Computer Science from Shandong University, China in 2002, and Ph.D. degree in computer science from University of Toyama, Japan in 2005. In the same year, he joined School of Computer Science and Technology, Shandong University, as an associate professor. From 2009 to 2012, he was a postdoctoral fellow in LAMDA Group, led by professor Zhi-Hua Zhou. His research interests include machine learning, information retrieval, pattern recognition, data mining, etc. Now, he is working on learning to hash, multi-instance Learning, multi-label learning, semi-supervised learning, ensemble learning, deep learning, scene text detection and recognition, media content analysis & retrieval. He has published in TIP, TKDE, TMM, TCSVT, TCYB, AAAI, CIKM, IJCAI, MM, SIGIR, WWW and other venues. He also serves as an area chair or a program committee member or reviewer for various international conferences and journals, e.g., AAAI, CIKM, CVPR, ICCV, IJCAI, MM, TCSVT, TCYB, TIP, TKDE, TMM, TNNLS and TPAMI.

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Selected Publications:

[1]          Xinyu Liu, Xiaoqian Liu, Bin Wang, Xin Luo and Xin-Shun Xu. Arbitrary-shaped scene text detection with scoring mask quality.  IEEE International Conference on Multimedia & Expo (ICME'22), 2022.

[2]         Zhen-Duo Chen, Xin Luo, Yongxin Wang, Shanqing Guo and Xin-Shun Xu. Fine-grained hashing with double filtering. IEEE Transactions on Image Processing, 2022.

[3]         Peng-Fei Zhang, Yang Li, Zi Huang and Xin-Shun Xu. Aggregation-based graph convolutional hashing for unsupervised cross-modal retrieval. IEEE Transactions on Multimedia, 2022.

[4]         Yu-Wei Zhan, Yongxin Wang, Yu Sun, Xiao-Ming Wu, Xin Luo and Xin-Shun Xu.  Discrete online cross-modal hashing. Pattern Recognition, 2022.

[5]         Xiao-Ming Wu, Xin Luo, Yu-Wei Zhan, Chen-Lu Ding, Zhen-Duo Chen and Xin-Shun Xu. Online enhanced semantic hashing: Towards effective and efficient retrieval for streaming multi-modal data, AAAI, 2022. (Accepted)

[6]         Yongxin Wang, Zhen-Duo Chen, Xin Luo, Rui Li and Xin-Shun Xu. Fast cross-modal hashing with global and local similarity embedding. IEEE Transactions on Cybernetics, 2021. (Accepted)

[7]          Yu-Wei Zhan, Xin Luo, Yu Sun, Yongxin Wang, Zhen-Duo Chen and Xin-Shun Xu.  Weakly-supervised online hashing. IEEE International Conference on Multimedia & Expo (ICME'21), 2021.

[8]         Hong-Lei Yao, Yu-Wei Zhan, Zhen-Duo Chen, Xin Luo and Xin-Shun Xu. TEACH:  Attention-aware deep cross-modal hashing. ACM International Conference on Multimedia Retrieval (ICMR'21), 2021.

[9]         Hui-Qiong Li, Yongxin Wang, Zhen-Duo Chen, Xin Luo and Xin-Shun Xu. Ranking-based supervised discrete cross-modal hashing. Chinese Journal of Computers, 2021. (In Chinese)

[10]      Peng-Fei Zhang, Yadan Luo, Zi Huang, Xin-Shun Xu and Jingkuan Song. High-order nonlocal hashing for unsupervised cross-modal retrieval. World Wide Web, 2021.

[11]      Peng-Fei Zhang, Zi Huang and Xin-Shun Xu. Proactive privacy-preserving learning for retrieval. AAAI Conference on Artificial Intelligence (AAAI'21), 2021.

[12]     Yongxin Wang, Zhen-Duo Chen, Xin Luo and Xin-Shun Xu. High-dimensional sparse cross-modal hashing with fine-grained similarity embedding.  International World Wide Web Conference (WWW'21), 2021.

[13]     Yongxin Wang, Xin Luo, Liqiang Nie, Jingkuan Song, Wei Zhang and Xin-Shun Xu.  BATCH: A scalable asymmetric discrete cross-modal hashing. IEEE Transactions on Knowledge and Data Engineering, 2020.  (Accepted)

[14]      Xianjing Han, Xuemeng Song, Yiyang Yao, Xin-Shun Xu and Liqiang Nie. Neural compatibility modeling with probabilistic knowledge distillation.  IEEE Transactions on Image Processing, 2020.

[15]      Yongxin Wang, Xin Luo and Xin-Shun Xu. Label embedding online hashing for cross-modal retrieval. ACM International Conference on Multimedia (MM'20), 2020.

[16]     Yu-Wei Zhan, Xin Luo, Yongxin Wang and Xin-Shun Xu. Supervised hierarchical deep hashing for cross-modal retrieval. ACM International Conference on Multimedia (MM'20), 2020.

[17]      Zhen-Duo Chen, Chuan-Xiang Li, Xin Luo, Liqiang Nie, Wei Zhang and Xin-Shun Xu.  SCRATCH: A scalable discrete matrix factorization hashing framework for cross-modal retrieval. IEEE Transactions on Circuits and Systems for Video Technology, 2020.

[18]     Zhen-Duo Chen, Yongxin Wang, Hui-Qiong Li, Xin Luo, Liqiang Nie and Xin-Shun Xu.  A two-step cross-modal hashing by exploiting label correlations and preserving similarity in both steps. ACM International Conference on Multimedia (MM'19), 2019.

[19]     Xuemeng Song, Xianjing Han, Yunkai Li, Jingyuan Chen, Xin-Shun Xu and Liqiang Nie. GP-BPR: Personalized compatibility modeling for clothing matching.  ACM International Conference on Multimedia (MM'19), 2019.

[20]    Yongqi Li, Meng Liu, Jianhua Yin, Chaoran Cui, Xin-Shun Xu and Liqiang Nie.  Routing micro-videos via a temporal graph-guided recommendation system.  ACM International Conference on Multimedia (MM'19), 2019.

[21]     Xue Dong, Xuemeng Song, Fuli Feng, Peiguang Jing, Xin-Shun Xu and Liqiang Nie. Personalized capsule wardrobe creation with garment and user  modeling. ACM International Conference on Multimedia (MM'19), 2019.

[22]    Jingkuan Song, Xiaosu Zhu, Lianli Gao, Xin-Shun Xu, Wu Liu and Heng Tao Shen.  Deep recurrent quantization for generating sequential binary codes.  International Joint Conference on Artificial Intelligence (IJCAI'19), 2019.

[23]     Chen Cui, Wenjie Wang, Xuemeng Song, Minlie Huang, Xin-Shun Xu and Liqiang Nie. User attention-guided multimodal dialog systems. International ACM SIGIR Conference of Research and Development in Information Retrieval (SIGIR'19), 2019.

[24]    Chuan-Xiang Li, Ting-Kun Yan, Xin Luo, Liqiang Nie and Xin-Shun Xu. Supervised robust discrete multimodal hashing for cross-media retrieval. IEEE Transactions on Multimedia, 2019.

[25]     Heyan Huang, Xiaochi Wei, Liqiang Nie, Xianling Mao and Xin-Shun Xu. From question to text: Question-oriented feature attention for answer selection. ACM Transactions on Information and System Security, 2019.

[26]    Xin Luo, Ye Wu, Wan-Jin Yu and Xin-Shun Xu. Class consistent hashing for fast web data searching. World Wide Web, 2019.

[27]      Yongxin Wang, Xin Luo, Huaxiang Zhang and Xin-Shun Xu. Sparse manifold embedded hashing for multimedia retrieval. ICDE Workshops, 2019.

[28]    Wan-Jin Yu, Zhen-Duo Chen, Xin Luo, Wu Liu and Xin-Shun Xu. DELTA: A deep dual-stream network for multi-label image classification. Pattern Recognition, 2019.

[29]    Xin Luo, Peng-Fei Zhang, Zi Huang, Liqiang Nie and Xin-Shun Xu. Discrete hashing with multiple supervision. IEEE Transactions on Image Processing, 2019.

[30]    Wei Zhang, Yimeng Li, Weizhi Lu, Xin-Shun Xu and Xiangyang Ji. Learning intra-video difference for person re-identification. IEEE Transactions on Circuits and Systems for Video Technology, 2019.

[31]      Chuan-Xiang Li, Zhen-Duo Chen, Peng-Fei Zhang, Xin Luo, Liqiang Nie, Wei Zhang and Xin-Shun Xu. SCRATCH: A scalable discrete matrix factorization hashing for cross-modal retrieval. ACM International Conference on Multimedia (MM'18), 2018.

[32]    Yangyang Guo, Zhiyong Cheng, Liqiang Nie, Xin-Shun Xu and Mohan Kankanhalli.  Multi-modal preference modeling for product search. ACM International Conference on Multimedia (MM'18), 2018.

[33]    Xin Luo, Xiao-Ya Yin, Liqiang Nie, Xuemeng Song, Yongxin Wang and Xin-Shun Xu. SDMCH: Supervised discrete manifold-embedded cross-modal hashing.  International Joint Conference on Artificial Intelligence (IJCAI'18), 2018.

[34]     Xin Luo, Liqiang Nie, Xiangnan He, Ye Wu, Zhen-Duo Chen and Xin-Shun Xu.  Fast scalable supervised hashing. International ACM SIGIR Conference of Research and Development in Information Retrieval (SIGIR'18), 2018.

[35]     Wenjie Wang, Minlie Huang, Xin-Shun Xu, Fumin Shen and Liqiang Nie. Chat more:  Deepening and widening the chatting topic via a deep model.  International ACM SIGIR Conference of Research and Development in Information Retrieval (SIGIR'18), 2018.

[36]    Ye Wu, Xin Luo, Xin-Shun Xu, Shanqing Guo and Yuliang Shi. Dictionary learning based supervised discrete hashing for cross-media retrieval.  ACM International Conference on Multimedia Retrieval (ICMR'18), 2018.

[37]     Xin Luo, Peng-Fei Zhang, Ye Wu, Zhen-Duo Chen, Hua-Junjie Huang and Xin-Shun Xu. Asymmetric discrete cross-modal hashing. ACM International Conference on Multimedia Retrieval (ICMR'18), 2018.

[38]    Xin Luo, Ye Wu and Xin-Shun Xu. Scalable supervised discrete hashing for large-scale search. International World Wide Web Conference (WWW'18), 2018.

[39]   Zhen-Duo Chen, Wan-Jin Yu, Chuan-Xiang Li, Liqiang Nie and Xin-Shun Xu. Dual deep neural networks cross-modal hashing. AAAI Conference on Artificial Intelligence (AAAI'18), 2018.


Education

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  • Professional Experience

    2005.7 Now
    • 山东大学

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    Research Focus