基本信息
李国荣  女  硕导  计算机科学与技术学院
电子邮件: liguorong@ucas.edu.cn
通信地址: 北京市石景山区玉泉路19号甲,中国科学院大学计算机科学与技术院,100049
邮政编码: 100049
部门/实验室:计算机与控制学院

研究领域

  • 计算机视觉:主要涉及计算机立体视觉、模式识别及视觉目标跟踪,应用领域涉及视频编码、视频监控及智能交通等

  • 图像语义理解、跨媒体数据内容挖掘与管理


教育背景

2006-09--2012-07   中国科学院研究生院   博士
2002-09--2006-07   中国人民大学   学士

工作经历

   
工作简历
2017-09~2018-09,波士顿大学, 访问学者
2016-11~现在, 中国科学院大学, 副教授
2015-01~2016-11,中国科学院大学, 讲师
2012-06~2015-01,中国科学院大学, 师资博士后

发表论文

Partial Publications (More in GoogleScholar)

Journal Paper

  1. Hongyang Yu, Guorong Li*, Weigang Zhang, Qingming Huang, Dawei Du, Qi Tian, Nicu Sebe, “The Unmanned Aerial Vehicle Benchmark: Object Detection, Tracking and Baseline”, accepted by IJCV. DOI: https://link.springer.com/article/10.1007%2Fs11263-019-01266-1

  2. Zhe Xue, Guorong Li*, Shuhui Wang, Jun Huang, Weigang Zhang, Qingming Huang, “Beyond global fusion: A group-aware fusion approach for multi-view image clustering”, Information Sciences, 493: 176-191, 2019.

  3. Zhe Xue, Guorong Li*, Qingming Huang*, “Joint Multi-view Representation and Image Annotation via Optimal Predictive Subspace Learning”, Information Sciences, 2018, 451: 180-194.

  4. Liang Zhang, Bingpeng MaGuorong Li, Qingming Huang and Qi Tian, “Generalized Semi-supervised and Structured Subspace Learning for Cross-Modal Retrieval”, IEEE Trans. on Multimedia, 2018,20(1): 128-141.

  5. Jun Huang, Guorong Li*, Qingming Huang*, Xindong Wu, “Joint Feature Selection and Classification for Multilabel Learning”, IEEE Transactions on Cybernetics, 2018, 48(3): 876-889.

  6. Zhe Xue, Guorong Li*, Shuhui Wang, Weigang Zhang, Qingming Huang*, “Bi-Level Multi-View Latent Space Learning”, IEEE Transactions on Circuits and Systems for Video Technology, 2018, 28(2): 327-341.

  7. Jun Huang, Guorong Li*, Zhe Xue, Shuhui Wang and Qingming Huang, “Multi-label classification by exploiting local positive and negative pairwise label correlation”, Vol 257, pp. 164-174, Neurocomputing, 2017.

  8. Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang, Qi Tian, “Cross-Modal Retrieval Using Multiordered Discriminative Structured Subspace Learning”, IEEE Trans. Multimedia 19(6): 1220-1233, 2017.

  9. Jun Huang, Guorong Li*, Qingming Huang* and Xindong Wu, “Learning Label-specific Features and Class-Dependent Labels for Multi-Label Classification”, IEEE Transactions on Knowledge and Data Engineering, 28(12):3309-3323, 2016. 

  10. Guorong Li, Bingpeng Ma, Jun Huang, Qingming Huang and Weigang Zhang, “Beyond Appearance Model: Learning Appearance Variations for Object Tracking”, Neurocomputing, 214(19):796-804, 2016.

  11. Lingyang Chu, Yanyang Zhang, Guorong Li*, Shuhui Wang, Weigang Zhang and Qingming Huang, “Effective Multi-modality Fusion Framework For Cross-media Topic Detection”,  IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), 26(3):556-569, 2016.

  12. Guorong Li, Qingming Huang, Shuqiang Jiang, Yingkun Xu, Weigang Zhang, “Online Learning Affinity Measure with CovBoost for Multi-target Tracking”, Neurocomputing, 168: 327-335, 2015. 

  13. Guorong Li, Qingming Huang, Lei Qin, Shuqiang Jiang, “SSOCBT: A Robust Semi-Supervised Online CovBoost Tracker by Using Samples Differently”, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), 23(4): 695-709, 2013.

  14. Guorong Li, Wei Qu, Qingming Huang, “A Multiple Targets Appearance Tracker based on Object Interaction Model”, IEEE Transactions on Circuits and Systems for Video Technology (T-CSVT), 22(3):450-464, 2012.

  15. Guorong Li, Qingming Huang, Junbiao Pang, Shuqiang Jiang, Lei Qin, “Online Selection of the Best k-Feature Subset for Object Tracking”, J. Visual Communication and Image Representation (JVCIR) 23(2): 254-263, 2012.


Conference Paper

  1. Yifan Yang, Guorong Li*, Zhe Wu, Li Su, Qingming Huang, Nicu Sebe, Weakly-Supervised Crowd Counting Learns from Sorting rather than Locations”, ECCV 2020.

  2. Yifan Yang, Guorong Li*, Zhe Wu, Li Su, Qingming Huang, Nicu Sebe, “Reverse Perspective Network for Perspective-Aware Object Counting”, CVPR 2020.

  3.  Zedu Chen, Bineng Zhong, Guorong Li, Shengping Zhang, Rongrong Ji, “Siamese Box Adaptive Network for Visual Tracking”, CVPR 2020.

  4. Qi FengVitaly AblavskyQinxun BaiGuorong LiStan Sclaroff, "Real-time Visual Object Tracking with Natural Language Description", WACV 2020.

  5. Yifan Yang, Guorong Li*, Yuankai Qi, Qingming Huang, “Release the Power of Online-Training for Robust Visual Tracking”, AAAI 2020.

  6. Yongyang Yu, Guorong Li, Weigang Zhang, Hongxun Yao, Qingming Huang, “Self-balance Motion and Appearance Model for Multi-object Tracking in UAV”, Asia MM 2019.

  7. Peng Zhang, Li Su, Liang Li, Bingkun Bao, Pamela Cosman, Guorong Li, Qingming Huang, “Training efficient Saliency Prediction Models with Knowledge Distillation”, ACM MM 2019.

  8. Kai Xu, Longyin Wen, Guorong Li*, Liefeng Bo, Qingming Huang, “Spatiotemporal CNN for Video Object Segmentation”, CVPR 2019, June 15-20, USA, 2019.

  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”, European Conference on Computer Vision, September 14-18, Germany, 2018.

  10. Shulin Li, Weigang Zhang, Guorong Li, Li Su Qingming Huang, “Vehicle Detection in UAV Traffic Video Based on Convolutional Neural Network”, IEEE Conference on Multimedia Information Processing and Retrieval, April 10-12, USA, 2018.

  11.  Kai Xu, Guorong Li, Huijuan, Weigang Zhang, Qingming Huang, “EDGE GUIDED GENERATION NETWORK FOR VIDEO PREDICTION”, IEEE International Conference on Multimedia and Expo, July 2018.

  12. Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang and Qi Tian. Multi-Networks Joint Learning for Large-Scale Cross-Modal Retrieval, ACM Multimedia, October 2017.

  13. Liang Zhang, Bingpeng Ma, Jianfeng He, Guorong Li, Qingming Huang and Qi Tian. Adaptively Unified Semi-supervised Learning for Cross-Modal Retrieval. International Joint Conference on Artificial Intelligence, August 2017.

  14. Liang Zhang, Bingpeng Ma, Guorong Li and Qingming Huang. Metric based on Multi-order Spaces for Cross-modal Retrieval. IEEE International Conference on Multimedia and Expo, July 2017.

  15. Liang Zhang, Bingpeng Ma, Guorong Li, Qingming Huang, Qi Tian, “PL-ranking: A Novel Ranking Method for Cross-Modal Retrieval”, ACM Multimedia (ACM MM), 2016.

  16. Zhe Xue, Guorong Li*, Qingming Huang, "Joint Multi-View Representation Learning and Image Tagging", Association for the Advancement of Artificial Intelligence Conference on Artificial Intelligence (AAAI 2016), Phoenix, USA, Feb. 12-17, 2016. 

  17. Jun Huang, Guorong Li*, Qingming Huang, Xindong Wu, “Learning Label Specific Features for Multi-Label Classification”, IEEE International Conference on Data Mining (ICDM2015), Atlantic City, New Jersey, USA, Nov. 14-17, 2015, accepted. (regular paper, 8.4% acceptance rate).

  18. Zhe Xue, Guorong Li, Shuhui Wang, Chunjie Zhang, Weigang Zhang, Qingming Huang, "GOMES: A GROUP-AWARE MULTI-VIEW FUSION APPROACH TOWARDS REAL-WORLD IMAGE CLUSTERING", IEEE International Conference on Multimedia and Expo(ICME) 2015. (oral). 

  19. Jun Huang, Guorong Li, Shuhui Wang, Weigang Zhang, Qingming Huang, "GROUP SENSITIVE CLASSIFIER CHAINS FOR MULTI-LABEL CLASSIFICATION", IEEE International Conference on Multimedia and Expo(ICME) 2015. 

  20. Guorong Li, Lei Qin, Qingming Huang, Junbiao Pang, Shuqiang Jiang. “Treat Samples Differently: Object Tracking with Semi-supervised Online CovBoost”, International Conference on Computer Vision (ICCV), 2011.

  21. Guorong Li, Weigang Zhang, Junbiao Pang, Qingming Huang, Shuqing Jiang, “Online web-video Topic Detection and Tracking with Semi-supervised Learning”, Pacific-Rim Conference on Advances in Multimedia Information Processing (PCM), 2013. (oral) 

  22. Guorong Li, Wei Qu, Qingming Huang. “Real-time interactive multi-target tracking using kernel-based trackers”, IEEE International Conference on Image Processing (ICIP), 2010.

  23. Guorong Li, Dawei Liang, Qingming Huang, Shuqiang Jiang, Wen Gao. “Object tracking using incremental 2D-LDA learning and Bayes inference”, IEEE International Conference on Image Processing (ICIP), 2008.   

  24. Yanyan Zhang, Guorong Li*, Lingyang Chu, Weigang Zhang, Shuhui Wang, Qingming Huang,, “Cross-Media Topic Detection: A Multi-Modality Fusion Framework”, IEEE International Conference on Multimedia and Expo(ICME), 2013. (oral, Best Paper Candidate) 


DataSet&Code

DataSet:


Code:


Collaboration