中科院计算所视觉信息处理与学习组
中科院计算所视觉信息处理与学习组
王树徽 (Shuhui Wang)

职 称:副研究员 (Associate Professor)

研究方向:多媒体分析、机器学习、数据挖掘

王树徽,2006年于清华大学获得工学学士学位,2012年7月于中国科学院计算技术研究所获得工学博士学位,2014年10月从中国科学院计算所博士后出站。从事多媒体内容分析检索技术、大数据理论与方法、机器学习等方面的研究,已在诸如IEEE/ACM顶级汇刊TKDE、TMM、TIP、TCSVT、TKDD,以及ACM Multimedia、ICCV、CVPR、SIGMOD、VLDB、ICDM,CIKM等多媒体分析,计算机视觉、数据库和数据挖掘领域的顶级期刊和会议上发表和录用学术论文60多篇,授权国家专利3项。作为项目负责人或研究骨干,承担和参与了多项国家和省部级项目的研究,包括国家973课题、863计划项目、国家自然基金重点项目,国家自然基金面上和青年项目等。担任ICME、ICIMCS等国际会议的会议组织工作,并担任TMM、TCSVT、TOMM、ACMMM等高水平国际期刊和会议的审稿人。长期与本领域国内外多个单位的学者与专家保持着广泛的接触、交流与合作。曾获中科院院长奖,CCF科学技术奖等奖励。

学术服务
会议服务
  • Publication Chair, ACM International Conference on Internet Multimedia Computing and Service (ICIMCS'15), 17th-21th, Aug, 2015, Zhangjiajie, Hunan.
  • PC Co-Chair, 1st International Workshop on Mobility Analytics for Spatio-temporal and Social Data (MATES),VLDB'17, Sept. 1, 2017.
经历
教育经历
  • 2006.9 ~ 2012.7 中国科学院计算技术研究所 计算机应用技术 工学博士(免试)
  • 2002.9 ~ 2006.7 清华大学 电子信息工程 工学学士
研究内容

1.   跨媒体知识表达

重点研究跨模态关联学习

2.   多模态主动感知

科研项目

1.   异构大数据的对象建模及跨域分析技术研究

项目类型:国家自然科学基金面上项目
项目时间:2017.01-2020.12
项目负责人:王树徽
著论

著作

1.   Siyuan Liu , Shuhui Wang, Qiang Qu. Trajectory Mining. Book chapter of Encyclopedia of GIS, Springer, ISBN: 978-3-319-23519-6 (Online), 2017. 【pdf】

论文

Major Pubulication (Please see DBLP for full publicatoin list):

1. Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian: Multimodal Similarity Gaussian Process Latent Variable Model. IEEE Trans. Image Processing 26(9): 4168-4181 (2017).

2. Jiaming Zhang, Shuhui Wang, Qingming Huang: Location-Based Parallel Tag Completion for Geo-Tagged Social Image Retrieval. ACM TIST 8(3): 38:1-38:21 (2017).

3. Siyuan Liu, Shuhui Wang: Trajectory Community Discovery and Recommendation by Multi-Source Diffusion Modeling. IEEE Trans. Knowl. Data Eng. 29(4): 898-911 (2017).

4. Yiling Wu, Shuhui Wang, Qingming Huang: Online Asymmetric Similarity Learning for Cross-Modal Retrieval. CVPR 2017: 3984-3993.

5. Shijie Yang, Liang Li, Shuhui Wang, Weigang Zhang, Qingming Huang: A Graph Regularized Deep Neural Network for Unsupervised Image Representation Learning. CVPR 2017: 7053-7061.

6. Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian: Multimodal Gaussian Process Latent Variable Models with Harmonization. ICCV 2017: 5039-5047.

7. Yiling Wu, Shuhui Wang, Weigang Zhang, Qingming Huang: Online low-rank similarity function learning with adaptive relative margin for cross-modal retrieval. ICME 2017: 823-828.

8. Junbao Zhuo, Shuhui Wang, Weigang Zhang, Qingming Huang: Deep Unsupervised Convolutional Domain Adaptation. ACM Multimedia 2017: 261-269.

9. Weiqing Min, Shuqiang Jiang, Shuhui Wang, Jitao Sang, Shuhuan Mei: A Delicious Recipe Analysis Framework for Exploring Multi-Modal Recipes with Various Attributes. ACM Multimedia 2017: 402-410.

10. Jiaming Zhang, Shuhui Wang, Qiang Qu, Qingming Huang: JEREMIE: Joint Semantic Feature Learning via Multi-relational Matrix Completion. MATES@VLDB 2017: 87-108.

11. Jianfeng He, Shuhui Wang, Qiang Qu, Weigang Zhang, Qingming Huang: Efficient Cross-Modal Retrieval Using Social Tag Information Towards Mobile Applications. MATES@VLDB 2017: 157-176.

12. Lingyang Chu, Yanyan Zhang, Guorong Li, Shuhui Wang, Weigang Zhang, Qingming Huang: Effective Multimodality Fusion Framework for Cross-Media Topic Detection. IEEE Trans. Circuits Syst. Video Techn. 26(3): 556-569 (2016).

13. Yan Hua, Shuhui Wang, Siyuan Liu, Anni Cai, Qingming Huang: Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation. IEEE Trans. Multimedia 18(6): 1201-1216 (2016).

14. Siyuan Liu, Shuhui Wang, Ce Liu, Ramayya Krishnan: Understanding taxi drivers' routing choices from spatial and social traces. Frontiers of Computer Science 9(2): 200-209 (2015)

15. Shuhui Wang, Fuzhen Zhuang, Shuqiang Jiang, Qingming Huang, Qi Tian: Cluster-sensitive Structured Correlation Analysis for Web cross-modal retrieval. Neurocomputing 168: 747-760 (2015).

16. Lingyang Chu, Shuhui Wang, Siyuan Liu, Qingming Huang, Jian Pei: ALID: Scalable Dominant Cluster Detection. PVLDB 8(8): 826-837 (2015).

17. Li Shen, Gang Sun, Qingming Huang, Shuhui Wang, Zhouchen Lin, Enhua Wu: Multi-Level Discriminative Dictionary Learning With Application to Large Scale Image Classification. IEEE Trans. Image Processing 24(10): 3109-3123 (2015).

18. Siyuan Liu, Qiang Qu, Shuhui Wang: Rationality Analytics from Trajectories. TKDD 10(1): 10:1-10:22 (2015).

19. Siyuan Liu, Shuhui Wang, Feida Zhu: Structured Learning from Heterogeneous Behavior for Social Identity Linkage. IEEE Trans. Knowl. Data Eng. 27(7): 2005-2019 (2015).

20. Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian: Similarity Gaussian Process Latent Variable Model for Multi-modal Data Analysis. ICCV 2015: 4050-4058.

21. Shuhui Wang, Yiling Wu, Qingming Huang: Improving cross-modal correlation learning with hyperlinks. ICME 2015: 1-6.

22. Jiaming Zhang, Shuhui Wang, Qingming Huang: Location-Based Parallel Tag Completion for Geo-tagged Social Image Retrieval. ICMR 2015: 355-362.

23. Yan Hua, Shuhui Wang, Siyuan Liu, Qingming Huang, Anni Cai: TINA: Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation. ICDM 2014: 190-199.

24. Lingyang Chu, Shuhui Wang, Yanyan Zhang, Shuqiang Jiang, Qingming Huang: Graph-Density-based visual word vocabulary for image retrieval. ICME 2014: 1-6.

25. Shuhui Wang, Zhenjun Wang, Shuqiang Jiang, Qingming Huang: Cross media topic analytics based on synergetic content and user behavior modeling. ICME 2014: 1-6.

26. Siyuan Liu, Shuhui Wang, Ramayya Krishnan: Persistent Community Detection in Dynamic Social Networks. PAKDD (1) 2014: 78-89.

27. Siyuan Liu, Shuhui Wang, Feida Zhu, Jinbo Zhang, Ramayya Krishnan: HYDRA: large-scale social identity linkage via heterogeneous behavior modeling. SIGMOD Conference 2014: 51-62.

28. Chunjie Zhang, Shuhui Wang, Qingming Huang, Chao Liang, Jing Liu, Qi Tian: Laplacian affine sparse coding with tilt and orientation consistency for image classification. J. Visual Communication and Image Representation 24(7): 786-793 (2013).

29. Chunjie Zhang, Shuhui Wang, Qingming Huang, Jing Liu, Chao Liang, Qi Tian: Image classification using spatial pyramid robust sparse coding. Pattern Recognition Letters 34(9): 1046-1052 (2013).

30. Lingyang Chu, Shuqiang Jiang, Shuhui Wang, Yanyan Zhang, Qingming Huang: Robust Spatial Consistency Graph Model for Partial Duplicate Image Retrieval. IEEE Trans. Multimedia 15(8): 1982-1996 (2013).

31. Gang Sun, Shuhui Wang, Xuehui Liu, Qingming Huang, Yanyun Chen, Enhua Wu: Accurate and efficient cross-domain visual matching leveraging multiple feature representations. The Visual Computer 29(6-8): 565-575 (2013).

32. Siyuan Liu, Shuhui Wang, Kasthuri Jayarajah, Archan Misra, Ramayya Krishnan: TODMIS: mining communities from trajectories. CIKM 2013: 2109-2118.

33. Li Shen, Shuhui Wang, Gang Sun, Shuqiang Jiang, Qingming Huang: Multi-level Discriminative Dictionary Learning towards Hierarchical Visual Categorization. CVPR 2013: 383-390.

34. Wei Xiong, Shuhui Wang, Chunjie Zhang, Qingming Huang: WIKI-CMR: A web cross modality dataset for studying and evaluation of cross modality retrieval models. ICME 2013: 1-6.

35. Chunjie Zhang, Shuhui Wang, Chao Liang, Jing Liu, Qingming Huang, Haojie Li, Qi Tian: Beyond bag of words: image representation in sub-semantic space. ACM Multimedia 2013: 497-500.

36. Xin Jin, Fuzhen Zhuang, Shuhui Wang, Qing He, Zhongzhi Shi: Shared Structure Learning for Multiple Tasks with Multiple Views. ECML/PKDD (2) 2013: 353-368.

37. Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian, Lei Qin: Nearest-neighbor method using multiple neighborhood similarities for social media data mining. Neurocomputing 95: 105-116 (2012).

38. Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian: S3MKL: Scalable Semi-Supervised Multiple Kernel Learning for Real-World Image Applications. IEEE Trans. Multimedia 14(4): 1259-1274 (2012).

39. Shuhui Wang, Shuqiang Jiang, Qingming Huang, Qi Tian: Multi-feature metric learning with knowledge transfer among semantics and social tagging. CVPR 2012: 2240-2247.

40. Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian: Efficient lp-norm multiple feature metric learning for image categorization. CIKM 2011: 2077-2080.

41. Shuhui Wang, Shuqiang Jiang, Qingming Huang, Qi Tian: Multiple Kernel Learning with High Order Kernels. ICPR 2010: 2138-2141.

42. Shuhui Wang, Shuqiang Jiang, Qingming Huang, Qi Tian: S3MKL: scalable semi-supervised multiple kernel learning for image data mining. ACM Multimedia 2010: 163-172.

43. Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian: Nearest-neighbor classification using unlabeled data for real world image application. ACM Multimedia 2010: 1151-1154.





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