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


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科学研究
媒体学习与知识推理组

组  长:王树徽 副研究员,黄庆明 教授

Email:wangshuhui [at] ict dot ac dot cn, qmhuang [at] ict dot ac dot cn

*  现有教授1人、副研究员3人、博士后1人、博士和硕士研究生20余人。

迄今已发表学术论文400余篇,其中 IEEE/ACM 汇刊论文和 CCF A 类国际会议论文100余篇, 谷歌学术引用8500余次,申请国内外发明专利30多项(20项已授权),曾获教育部科技进步一等奖、CCF 科技进步奖和黑龙江省自然科学二等奖等奖励。近年来主持承担了国家自然科学基金(杰青、重点、重点国际合作)、973课题、中科院前沿科学研究重点项目等10多项国家和省部级项目的研究工作。
研究内容

1)  跨媒体关联理解

2)  视觉信息表征与分析

3)  知识图谱构建与推理

【获奖情况】

曾获教育部科技进步一等奖、CCF 科技进步奖和黑龙江省自然科学二等奖等奖励。近年来主持承担了国家自然科学基金(杰青、重点、重点国际合作)、973课题、中科院前沿科学研究重点项目等10多项国家和省部级项目的研究工作。

部分论文

刊物论文

1.    Yuankai Qi, Shengping Zhang, Lei Qin, Hongxun Yao, Qingming Huang, Jongwoo Lim, Ming-Hsuan Yang, “Hedging Features for Visual Tracking”, IEEE Transactions on Pattern Analysis and Machine Intelligence, accepted (DOI: 10.1109/TPAMI.2018.2828817)

2.    Qianqian Xu, Jiechao Xiong, Xiaochun Cao, Qingming Huang, Yuan Yao, "From Social to Individuals:a Parsimonious Path of Multi-Level Models for Crowdsourced Preference Aggregation," IEEE Transactions on Pattern  Analysis and Machine Intelligence, PAMI, vol. 41, no. 4, pp. 844-856, Apr. 2019. 【pdf】

3.    Jun Huang, Guorong Li, Qingming Huang, Xindong Wu, “Joint Feature Selection and Classification for Multi-Label Learning”, IEEE Transactions on Cybernetics, Vol. 48, Issue 3, 2018, 876-889. 【pdf】

4.    Yanhao Zhang, Lei Qin, Rongrong Ji, Sicheng Zhao, Qingming Huang, Jiebo Luo, "Exploring Coherent Motion Patterns Via Structured Trajectory Learning for Crowd Mood Modeling," IEEE Transactions on Circuits and Systems for Video Technology, vol. 27, no. 3, pp. 635-648, 2017. 【pdf】

5.    Qianqian Xu, Jiechao Xiong, Qingming Huang, Yuan Yao, “Online HodgeRank on Random Graphs for Crowdsourceable QoE Evaluation,” IEEE Transactions on Multimedia, vol.16, no.2, pp.373-386,Feb.2014. 【pdf】

会议论文

1.    Junbao Zhuo, Shuhui Wang, Shuhao Cui, Qingming Huang, "Unsupervised Open Domain Recognition by Semantic Discrepancy Minimization," IEEE Conference on Computer Vision and Pattern Recognition(CVPR), Feb. 2019.(Accepted)

2.    Kai Xu, Longyin Wen, Guorong Li, Liefeng Bo, Qingming Huang, “Spatiotemporal CNN for Video Object Segmentation,” IEEE Conference on Computer Vision and Pattern Recognition(CVPR), Feb. 2019.(Accepted)

3.    Qianqian Xu, Zhiyong Yang, Yangbangyan Jiang, Xiaochun Cao, Qingming Huang, Yuan Yao, "Deep Robust Subjective Visual Property Prediction in Crowdsourcing," IEEE Conference on Computer Vision and Pattern Recognition(CVPR), Feb. 2019.(Accepted)

4.    Zhe Wu, Li Su, Qingming Huang, "Cascaded Partial Decoder for Fast and Accurate Salient Object Detection," IEEE Conference on Computer Vision and Pattern Recognition(CVPR), Feb. 2019.(Accepted)

5.    Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang, “Learning Personalized Attribute Preference via Multi-task AUC Optimization” , 33rd AAAI Conference on Artificial Intelligence (AAAI), Honolulu, Hawaii, USA, January 27 – February 1, 2019 (AAAI).

6.    Liang Li, Shuhui Wang, Shuqiang Jiang, Qingming Huang, “Attentive Recurrent Neural Network Weak-supervised Multi-label Image Classification”, 26th ACM International Conference on Multimedia (ACMMM2018), Seoul, Korea, October 22-26, 2018. 【pdf】

7.    Shuhui Wang, Yangyu Chen, Junbao Zhuo, Qingming Huang, Qi Tian, “Joint Global and Co-Attentive Representation Learning for Image-Sentence Retrieval”, 26th ACM International Conference on Multimedia (ACMMM2018), Seoul, Korea, October 22-26, 2018. 【pdf】

8.    Qianqian Xu, Jiechao Xiong, Xi Chen, Qingming Huang, Yuan Yao, “HodgeRank with Information Maximization for Crowdsourced Pairwise Ranking Aggregation”, 32nd AAAI Conference on Artificial Intelligence (AAAI2018), New Orleans, Lousiana, United States, Feb 2-7, 2018. 【pdf】

9.    Dawei Du, Yuankai Qi, Hongyang Yu, Yifan Yang, Kaiwen Duan, Guorong Li, Weigang Zhang, Qingming Huang, Qi Tian, "The Unmanned Aerial Vehicle Benchmark: Object Detection and Tracking," 20th European Conference on Computer Vision (ECCV2018), Munich, Germany, Sept. 8-14, 2018. 【pdf】

10.    Yangyu Chen, Shuhui Wang, Weigang Zhang and Qingming Huang, "Less Is More: Picking Informative Frames for Video Captioning," 20th European Conference on Computer Vision (ECCV2018), Munich, Germany, Sept. 8-14, 2018. 【pdf】

11.    Junbao Zhuo, Shuhui Wang, Weigang Zhang, Qingming Huang, "Deep Unsupervised Convolutional Domain Adaptation," ACM Multimedia Conference(ACMMM2017), 2017. 【pdf】

12.    Shijie Yang, Liang Li, Shuhui Wang, Weigang Zhang, Qingming Huang, "A Graph Regularized Deep Neural Network for Unsupervised Image Representation Learning," IEEE Conference on Computer Vision and Pattern Recognition(CVPR2017), Honolulu, Hawaii, USA, 2017.

13.    Yiling Wu, Shuhui Wang, Weigang Zhang, Qingming Huang, "Online Asymmetric Similarity Learning for Cross-Modal Retrieval," IEEE Conference on Computer Vision and Pattern Recognition(CVPR2017), 2017. 【pdf】

14.    Guoli Song, Shuhui Wang, Qingming Huang, Qi Tian, "Multimodal Gaussian Process Latent Variable Models with Harmonization," IEEE International Conference on Computer Vision(ICCV2017), Venice, Italy, pp. 5029-5037, 2017. 【pdf】

15.    Zhe Xue, Guorong Li*, Qingming Huang*, “Joint Multi-View Representation Learning and Image Tagging”, 30th AAAI Conference on Artificial Intelligence (AAAI), Phoenix, United States, Feb 12-17, 2016, 1366-1372.

16.    Lingyang Chu, Shuhui Wang, Siyuan Liu, Qingming Huang, Jian Pei, "ALID:Scalable Dominant Cluster Detection," International Conference on Very Large Data Basese(VLDB2015), Hawaii, USA, 2015. 【pdf】

17.    Liang Li, Shuqiang Jiang, Qingming Huang, “Learning Image Vicept Description via Mixed-Norm Regularization for Large Scale Semantic Image Search,” IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2011, Colorado Springs, USA, pp.825-832, Jun.2011. 【pdf】

18.    Chunxi Liu, Qingming Huang, Shuqiang Jiang, Changsheng Xu, “The Third Eye: Mining the Visual Cognition across Multilanguage Communities,” in Proceedings of ACM Multimedia Conference, ACM MM, Florence, Italy, pp.431-440, Oct.25-29, 2010. 【pdf】

19.    Qianqian Xu, Zhipeng Wu, Guorong Li, Lei Qin, Shuqiang Jiang, Qingming Huang, “Memory Matrix: A Novel User Experience for Home Video,” in Proceedings of ACM Multimedia Conference, ACM MM, Florence, Italy, pp.927-930, Oct.25-29, 2010. 【pdf】

20.    Shuhui Wang, Qingming Huang, Shuqiang Jiang, Qi Tian, “Nearest-Neighbor Classification Using Unlabeled Data for Real World Image Application,” in Proceedings of ACM Multimedia Conference, ACM MM, Florence, Italy, pp.1151-1154, Oct.25-29, 2010. 【pdf】


视觉信息处理和学习组
  • 单位地址:北京海淀区中关村科学院南路6号
  • 邮编:100190
  • 联系电话:010-62600514
  • Email:yi.cheng@vipl.ict.ac.cn
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