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、TIST,以及ACM Multimedia、ICCV、CVPR、ECCV、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70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、PCM、ICIMCS等国际会议的会议组织工作,并担任TIP、TKDE、TMM、TCSVT、TOMM、ACMMM、NIPS、CVPR、AAAI、IJCAI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。
1. 异构大数据的对象建模及跨域分析技术研究
2. 跨媒体学习与内容理解
3. 基于多源信息融合和网络社群行为建模的跨媒体分析技术研究
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】
Major Pubulication (Please see DBLP for full publicatoin list):
1. Zhe Xue, Guorong Li, Shuhui Wang, Weigang Zhang, Qingming Huang. Bilevel Multiview Latent Space Learning. IEEE Trans. Circuits Syst. Video Techn. 28(2): 327-341, 2018.
2. Yangyu Chen, Shuhui Wang, Weigang Zhang, Qingming Huang. Less is More: Picking Informative Frames for Video Captioning. ECCV, 2018.
3. Shuhui Wang, Yangyu Chen, Junbao Zhuo, Qingming Huang, Qi Tian. Joint Global and Co-Attentive Representation Learning for Image-Sentence Retrieval. ACM Multimedia, 2018. (CCF-A类会议,Oral, Acceptance rate: 8%)
4. Yiling Wu, Shuhui Wang, Qingming Huang. Learning Semantic Structure-preserved Embeddings for Cross-modal Retrieval. ACM Multimedia, 2018. (CCF-A类会议)
5. Liang Li, Shuhui Wang, Shuqiang Jiang, Qingming Huang. Attentive Recurrent Neural Network for Weak-supervised Multi-label Image Classification. ACM Multimedia, 2018. (CCF-A类会议)
6. Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian: Multimodal Similarity Gaussian Process Latent Variable Model. IEEE Trans. Image Processing 26(9): 4168-4181 (2017). (CCF-A类期刊)
7. 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).
8. Siyuan Liu, Shuhui Wang: Trajectory Community Discovery and Recommendation by Multi-Source Diffusion Modeling. IEEE Trans. Knowl. Data Eng. 29(4): 898-911 (2017). (CCF-A类期刊)
9. Yiling Wu, Shuhui Wang, Qingming Huang: Online Asymmetric Similarity Learning for Cross-Modal Retrieval. CVPR 2017: 3984-3993. (CCF-A类会议)
10. 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. (CCF-A类会议)
11. Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian: Multimodal Gaussian Process Latent Variable Models with Harmonization. ICCV 2017: 5039-5047. (CCF-A类会议)
12. Junbao Zhuo, Shuhui Wang, Weigang Zhang, Qingming Huang: Deep Unsupervised Convolutional Domain Adaptation. ACM Multimedia 2017: 261-269. (CCF-A类会议)
13. 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. (CCF-A类会议)
14. 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).
15. 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).
16. 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).
17. Lingyang Chu, Shuhui Wang, Siyuan Liu, Qingming Huang, Jian Pei: ALID: Scalable Dominant Cluster Detection. PVLDB 8(8): 826-837 (2015). (CCF-A类会议)
18. 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). (CCF-A类期刊)
19. Siyuan Liu, Qiang Qu, Shuhui Wang: Rationality Analytics from Trajectories. TKDD 10(1): 10:1-10:22 (2015).
20. 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). (CCF-A类期刊)
21. Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian: Similarity Gaussian Process Latent Variable Model for Multi-modal Data Analysis. ICCV 2015: 4050-4058. (CCF-A类会议)
22. Shuhui Wang, Yiling Wu, Qingming Huang: Improving cross-modal correlation learning with hyperlinks. ICME 2015: 1-6.
23. Jiaming Zhang, Shuhui Wang, Qingming Huang: Location-Based Parallel Tag Completion for Geo-tagged Social Image Retrieval. ICMR 2015: 355-362.
24. Yan Hua, Shuhui Wang, Siyuan Liu, Qingming Huang, Anni Cai: TINA: Cross-Modal Correlation Learning by Adaptive Hierarchical Semantic Aggregation. ICDM 2014: 190-199.
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, Feida Zhu, Jinbo Zhang, Ramayya Krishnan: HYDRA: large-scale social identity linkage via heterogeneous behavior modeling. SIGMOD Conference 2014: 51-62. (CCF-A类会议)
27. 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).
28. Siyuan Liu, Shuhui Wang, Kasthuri Jayarajah, Archan Misra, Ramayya Krishnan: TODMIS: mining communities from trajectories. CIKM 2013: 2109-2118.
29. Li Shen, Shuhui Wang, Gang Sun, Shuqiang Jiang, Qingming Huang: Multi-level Discriminative Dictionary Learning towards Hierarchical Visual Categorization. CVPR 2013: 383-390. (CCF-A类会议)
30. 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.
31. 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).
32. 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).
33. Shuhui Wang, Shuqiang Jiang, Qingming Huang, Qi Tian: Multi-feature metric learning with knowledge transfer among semantics and social tagging. CVPR 2012: 2240-2247. (CCF-A类会议)
34. Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian: Efficient lp-norm multiple feature metric learning for image categorization. CIKM 2011: 2077-2080.
35. Shuhui Wang, Shuqiang Jiang, Qingming Huang, Qi Tian: Multiple Kernel Learning with High Order Kernels. ICPR 2010: 2138-2141.
36. Shuhui Wang, Shuqiang Jiang, Qingming Huang, Qi Tian: S3MKL: scalable semi-supervised multiple kernel learning for image data mining. ACM Multimedia 2010: 163-172. (CCF-A类会议)
37. Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian: Nearest-neighbor classification using unlabeled data for real world image application. ACM Multimedia 2010: 1151-1154.