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.    Zhiyong Yang, Qianqian Xu, Xiaochun Cao, Qingming Huang, "Task-Feature Collaborative Learning with Application to Personalized Attribute Prediction", IEEE Transactions on Pattern Analysis and Machine Intelligence, PAMI, 2020. (Accepted)

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,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.    Yuankai Qi, Shengping Zhang, Lei Qin, Qingming Huang, Hongxun Yao, Jongwoo Lim, Ming-Hsuan Yang, "Hedging Deep Features for Visual Tracking," IEEE Transactions on Pattern Analysis and Machine Intelligence vol. 41 no.5 (2018): 1116-1130. 【pdf】

5.    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】

6.    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)

7.    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.    Dechao Meng, Liang Li, Shuhui Wang, Xingyu Gao, Zheng-Jun Zha, Qingming Huang, "Fine-grained Feature Alignment with Part Perspective Transformation for Vehicle ReID," 28th ACM International Conference on Multimedia (ACM Multimedia 2020), Seattle, United States, October 12-16, 2020. (Accepted)

2.    Xuejing Liu, Liang Li, Shuhui Wang, Zheng-Jun Zha, Dechao Meng, Qingming Huang, "Transferrable Referring Expression Grounding with Concept Transfer and Context Inheritance," 28th ACM International Conference on Multimedia (ACM Multimedia 2020), Seattle, United States, October 12-16, 2020. (Accepted)

3.    Zhenhuan Liu, Liang Li, Shaofei Cai, Jincan Deng, Qianqian Xu, Shuhui Wang, Qingming Huang, "IR-GAN: Image Manipulation with Linguistic Instruction by Increment Reasoning," 28th ACM International Conference on Multimedia (ACM Multimedia 2020), Seattle, United States, October 12-16, 2020. (Accepted)

4.    Dechao Meng, Liang Li, Xuejing Liu, Yadong Li, Shijie Yang, Zheng-Jun Zha, Xingyu Gao, Shuhui Wang, and Qingming Huang, "Parsing-based View-aware Embedding Network for Vehicle Re-Identification," IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2020), pp. 7103-7112, 2020. 【pdf】

5.    Jun Wei, Shuhui Wang, Zhe Wu, Chi Su, Qingming Huang, Qi Tian, "Label Decoupling Framework for Salient Object Detection," IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2020), pp. 13025-13034, 2020. 【pdf】

6.    Shuhao Cui, Shuhui Wang, Junbao Zhuo, Chi Su, Qingming Huang, Qi Tian, "Gradually Vanishing Bridge for Adversarial Domain Adaptation," IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2020), pp. 12455-1264, 2020. 【pdf】

7.    Shuhao Cui, Shuhui Wang, Junbao Zhuo, liang li, Qingming Huang, Qi Tian, "Towards Discriminability and Diversity: Batch Nuclear-norm Maximization under Label Insufficient Situations," IEEE Conference on Computer Vision and Pattern Recognition(CVPR 2020), pp. 3941-3950, 2020. 【pdf】

8.    Jun Wei, Shuhui Wang, Qingming Huang, "F3Net: Fusion, Feedback and Focus for Salient Object Detection," AAAI Conference on Artificial Intelligence 2020 (AAAI 2020), pp. 12321-12328, 2020. 【pdf】

9.    Qianqian Xu, Jiechao Xiong, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao, "Who Likes What? – SplitLBI in Exploring Preferential Diversity of Rating," AAAI Conference on Artificial Intelligence (AAAI 2020), pp. 262-269, 2020. 【pdf】

10.    Qianqian Xu, Xinwei Sun, Zhiyong Yang, Xiaochun Cao, Qingming Huang, Yuan Yao, "iSplit LBI: Individualized Partial Ranking with Ties via Split LBI," The Thirty-third Annual Conference on Neural Information Processing Systems (NeurIPS), Vancouver, Canada, Dec. 8-14, 2019.

11.    Xuejing Liu, Liang Li, Shuhui Wang, Zheng-Jun Zha, Li Su, Qingming Huang, "Knowledge-guided Pairwise Reconstruction Network for Weakly Supervised Referring Expression Grounding," ACM International Conference on Multimedia (ACMMM), pp.539-547, Nice, France, October 21-25, 2019. 【pdf】

12.    Yiling Wu, Shuhui Wang, Guoli Song, and Qingming Huang, "Learning Fragment Self-Attention Embeddings for Image-Text Matching," In Proceedings of the 27th ACM International Conference on Multimedia, pp. 2088-2096, Nice, France, October 21-25, 2019. 【pdf】

13.    Xuejing Liu, Liang Li, Shuhui Wang, Zheng-Jun Zha, Dechao Meng, Qingming Huang, "Adaptive Reconstruction Network for Weakly Supervised Referring Expression Grounding," IEEE International Conference on Computer Vision (ICCV), pp. 2611-2620, Seoul, Korea, Oct. 27-Nov. 2, 2019. 【pdf】

14.    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), pp.750-759, Long Beach, California, USA, June 16-20, 2019. 【pdf】

15.    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), pp.1379-1388, Long Beach, California, USA, June 16-20, 2019. 【pdf】

16.    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), pp.8993-9001, Long Beach, California, USA, June 16-20, 2019. 【pdf】

17.    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), pp.3907-3916, Long Beach, California, USA, June 16-20, 2019. 【pdf】

18.    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). 【pdf】

19.    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】

20.    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】


视觉信息处理和学习组
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