宫辰

时间:2017-02-28浏览:3018设置


姓名

宫辰

性别

出生年月

1988.2

职称

教授

所在部门

高维信息智能感知与系统

教育部重点实验室

Email

chen.gong@njust.edu.cn

电话

025-84303263

通信地址

南京市孝陵卫200

南京理工大学计算机科学与工程学院

邮编

210094

所属学科

计算机科学与技术

控制科学与工程

博导硕导

研究方向

机器学习、模式识别、数据挖掘

个人简介及研究兴趣


个人简介:2010年获得华东理工大学工学学士学位,2016年获得上海交通大学、悉尼科技大学双博士学位,导师分别为杨杰教授和Dacheng Tao教授(IEEE FellowIAPR Fellow、欧洲科学院外籍院士)。入选南京理工大学“青年拔尖人才选聘项目”,现任南京理工大学计算机科学与工程学院教授、博导。已在国际顶级期刊或会议上发表30余篇学术论文,主要包括机器学习领域国际顶级期刊IEEE Trans. on Neural Networks and Learning Systems, 图像处理领域国际顶级期刊IEEE Trans. on Image Processing, 计算机视觉领域国际顶级期刊IEEE Trans. on Cybernetics,计算机视觉领域国际顶级会议CVPR,数据挖掘领域国际顶级会议ICDM,人工智能领域国际顶级会议AAAIIJCAI等。另外,共有5项发明专利获得授权,其中3项为第一完成人。曾获国家奖学金(20132014年)、中国留学基金委优秀自费留学生奖学金2014年)、IBM优秀学生奖学金(2015年)、上海交通大学“优秀博士学位论文”中国人工智能学会“优秀博士学位论文”等荣誉。目前担任20余家国际期刊审稿人,包括AIJIEEE T-NNLSIEEE T-IPIEEE T-KDEIEEE T-MMIEEE T-ITSPR等多家顶级期刊。另外,曾担任IJCAIAAAIICDM等多个国际顶级会议的程序委员会成员。

  

更多信息请访问我的个人主页:

http://www.escience.cn/people/chengong/index.html

  

研究兴趣:主要研究如何使用数学工具设计先进机器学习算法,并广泛应用于计算机视觉、数据挖掘等多个领域。近期研究兴趣包括半监督学习、课程学习、特征选择与提取、聚类分析、稀疏表示等。

  

招生期望:希望能够招收数学基础好、编程能力强、英语功底扎实、擅于口头及书面表达的学生。

  

培养目标:经过精心组织的科研训练,使学生具备扎实的专业知识、缜密的科研思维、较强的动手能力、广阔的学术视野,及独立发现问题、思考问题、解决问题的重要科学素养;在校期间在世界顶级期刊或会议上发表高水平、有影响力的论文,并有志于毕业后继续从事学术研究工作。

主讲课程及教学成果

  

代表性成果

期刊:

  • Fanghui Liu, Chen Gong, Tao Zhou, Keren Fu and Jie Yang. Visual Tracking via Nonnegative Multiple Coding, IEEE Transactions on Multimedia (TMM), 2017, to appear. (SCI期刊,中科院2区,CCF B类,多媒体计算国际顶级期刊)

  • Fanghui Liu, Tao Zhou, Chen Gong, Keren Fu, Li Bai, and Jie Yang. Inverse Nonnegative Local Coordinate Factorization for Visual Tracking, IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2017, to appear. (SCI期刊,中科院2区,CCF B类,视频处理国际顶级期刊)

  • Chao Ma, Chen Gong, Yun Gu, Jie Yang, Deying Feng. SHISS: Supervised hashing with informative set selection, Pattern Recognition Letters (PRL), 2017, to appear. (SCI期刊,中科院3区,CCF C)

  • Tao Zhang, Wenjing Jia, Chen Gong, Jun Sun, Xiaoning Song. Semi-supervised Dictionary Learning via Local Sparse Constraints for Violence Detection, Pattern Recognition Letters (PRL), 2017, to appear. (SCI期刊,中科院3区,CCF C)

  • Chen Gong, Tongliang Liu, Yuanyan Tang, Jian Yang, Jie Yang, Dacheng Tao. A Regularization Approach for Instance-based Superset Label Learning. IEEE Transactions on Cybernetics (TCYB), 2017, to appear. (SCI期刊,中科院2区,CCF B类,计算机视觉国际顶级期刊)

  • Chen Gong, Dacheng Tao, S.J. Maybank, Wei Liu, Guoliang Kang, Jie Yang. Multi-modal Curriculum Learning for Semi-supervised Image Classification.  IEEE Transactions on Image Processing (TIP), 2016, 25(7): 3249-3260. (SCI期刊,中科院2区,CCF A类,图像处理国际顶级期刊)

  • Chen Gong, Dacheng Tao, Wei Liu, Liu Liu, Jie Yang. Label Propagation via Teaching-to-Learn and Learning-to-Teach. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2016, online. (SCI期刊,中科院1区,CCF B类,机器学习国际顶级期刊)

  • Keren Fu, Chen Gong, Irene Gu, Jie Yang. Normalized Cut-based Saliency Detection by Adaptive Multi-level Region Merging, IEEE Transactions on Image Processing (TIP), 2015, 24(12): 5671-5683. (SCI期刊,中科院2区,CCF A类,图像处理国际顶级期刊)

  • Keren Fu, Irene Gu, Chen Gong, Jie Yang. Normalized Cut Robust Manifold-preserving Diffusion-based Saliency Detection by Adaptive Weight Construction, Neurocomputing, 2015, 175: 336-347. (SCI期刊,中科院3区,CCF C)

  • Chen Gong, Tongliang Liu, Dacheng Tao, Keren Fu, Jie Yang. Deformed Graph Laplacian for Semi-supervised Learning. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2015, 26(10): 2261-2274. (SCI期刊,中科院1区,CCF B类,机器学习国际顶级期刊)

  • Chen Gong, Dacheng Tao, Keren Fu, Jie Yang. Fick’s Law Assisted Propagation for Semi-supervised Learning. IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2015, 26(9): 2148-2162. (SCI期刊,中科院1区,CCF B类,机器学习国际顶级期刊)

  • Chen Gong, Keren Fu, Lei Zhou, Jie Yang, Xiangjian He. Scalable Semi-supervised Classification via Neumann Series. Neural Processing Letters, 2015, 42(1): 187-197. (SCI期刊,中科院4区,CCF C)

  • Chen Gong, Keren Fu, Qiang Wu, Enmei Tu, Jie Yang. Semi-supervised classification with pairwise constraints. Neurocomputing, 2014, 139: 130-137. (SCI期刊,中科院3区,CCF C)

  • Chen Gong, Keren Fu, Artur Loza, Qiang Wu, Jia Liu, Jie Yang. PageRank Tracker: From Ranking to Tracking. IEEE Transactions on Cybernetics (TCYB), 2014, 44(6): 882-893. (SCI期刊,中科院2区,CCF B类,计算机视觉国际顶级期刊)

  • Chen Gong, Keren Fu, Enmei Tu, Jie Yang, Xiangjian He. Robust Object Tracking Using Linear Neighborhood Propagation. Journal of Electronic Imaging, 2013, 22(31): 3015-3025. (SCI期刊,中科院4)

  • Keren Fu, Chen Gong, Yu Qiao, Jie Yang, Irene Gu. One-class Support Vector Machine-assisted Robust Tracking. Journal of Electronic Imaging, 2013, 22(2): 1-11. (SCI期刊,中科院4)

  • Keren Fu, Chen Gong, Jie Yang, Yue Zhou, YuHua Gu. Superpixel Based Color Contrast and Color Distribution Driven Salient Object Detection. Signal Processing: Image Communication, 2013, 28(10): 1448-1463. (SCI期刊,中科院3)


会议

  • Chen Gong, Hengmin Zhang, Jian Yang, Dacheng Tao. Learning with Inadequate and Incorrect Supervision, IEEE International Conference on Data Mining (ICDM), 2017. (CCF B类,数据挖掘国际顶级会议)

  • Bi-Ke Chen, Chen Gong, Jian Yang. Importance-Aware Semantic Segmentation for Autonomous Driving System, International Joint Conference on Artificial Intelligence (IJCAI), 2017. (CCF A类,人工智能国际顶级会议)

  • Chen Gong. Exploring Commonality and Individuality for      Multi-modal Curriculum Learning. AAAI Conference on Artificial      Intelligence (AAAI), 2017:      to appear. (CCF A类,人工智能国际顶级会议)

  • Chen Gong, Dacheng Tao, Jie Yang. Teaching-to-learn and      Learning-to-teach for Multi-label Propagation, AAAI Conference on      Artificial Intelligence (AAAI),      2016: 1610-1616. (口头报告) (CCF A类,人工智能国际顶级会议)

  • Long Lan, Dacheng Tao, Chen Gong, Naiyang Guan, Zhigang      Luo. Online Multi-object Tracking by Quadratic Pseudo-Boolean      Optimization. International Joint Conference on Artificial Intelligence (IJCAI), 2016: 3396-3402. (CCF A 类,人工智能国际顶级会议)

  • Chen Gong, Dacheng Tao, Wei Liu, S.J. Maybank, Meng Fang,      Keren Fu, Jie Yang. Saliency Propagation from Simple to Difficult,      IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2015:      2531 - 2539. (CCF A类,计算机视觉国际顶级会议)

  • Wei Xu, Yijun      Li, Chen Gong, Jie      Yang: Multi-view Implicit Transfer for Person Re-identification.  IEEE      International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2015: 1151-1155.      (CCF B)

  • Chen Gong, Dacheng Tao, Keren Fu, Jie Yang. ReLISH:      Reliable Label Inference via Smoothness Hypothesis. AAAI Conference on      Artificial Intelligence (AAAI),      2014: 1840-1846. (口头报告) (CCF A类,人工智能国际顶级会议)

  • Chen Gong, Dacheng Tao, Keren Fu, Jie Yang. Signed      Laplacian Embedding for Supervised Dimension Reduction. AAAI Conference on      Artificial Intelligence (AAAI),      2014: 1847-1853. (CCF A类,人工智能国际顶级会议)

  • Keren Fu, Chen Gong, Yixiao Yun, Yijun Li,      Irene Y.H. Gu, Jie Yang, Jinyi Yu. Adaptive Multi-Level Region      Merging for Salient Object Detection, British Machine Vision      Conference (BMVC), 2014:1-11.      (CCF C)

  • Keren FuIrene Y.      H. GuYixiao      YunChen GongJie Yang,      Graph Construction for Salient Object Detection in Videos, IEEE      International Conference on Pattern Recognition (ICPR), 2014: 2371-2376.      (CCF C)

  • Zhongjie Yu, Chen Gong, Jie Yang, Li Bai.      Pedestrian Counting based on Spatial and Temporal Analysis. IEEE      International Conference on Image Processing (ICIP), 2014: 2432-24346. (CCF C)

  • Keren Fu, Chen Gong, Irene Y.H. Gu, Jie      Yang, Xiangjian He. Spectral Salient Object Detection. IEEE International      Conference on Multimedia and Expo (ICME),      2014: 1-6. (CCF B)

  • Keren Fu, Kai Xie, Chen Gong, Irene Gu, Jie Yang.      Effective Small Dim Target Detection by Local Connectedness Constrains.      IEEE International Conference on Acoustics, Speech, and Signal Processing      (ICASSP), 2014: 8110-8114. (CCF      B)

  • Keren Fu, Chen Gong, Irene Gu, Jie Yang.      Geodesic Saliency Propagation for Image Salient Region Detection. IEEE      International Conference on Image Processing (ICIP), 2013:3278-3282. (CCF C)

  • Lei Zhou, Chen Gong, Yijun Li, Yu Qiao, Jie      Yang. Salient Object Segmentation based on Automatical Labeling.      International Conference on Neural Information Processing (ICONIP), 2013: 584-591. (CCF C)

  • Long Xu, Chen Gong, Qiang Wu, Jie Yang.      Violent Video Detection based on MoSIFT Feature and Sparse Coding. IEEE      International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2013: 3538-3542. (CCF B)

  • Chen Gong, Yang Liu, Tianyu Li, Jie Yang, Xiangjian He. The      Extended Co-learning Framework for Robust Object Tracking. IEEE      International Conference on Multimedia and Expo (ICME), 2012: 398-403. (CCF B)

  • Keren Fu, Chen Gong, Jie Yang, Yue Zhou.      Salient Object Detection via Color Contrast and Color Distribution. Asian      Conference on Computer Vision (ACCV),      2012: 111-122. (CCF C)

  • Keren Fu, Chen Gong, Yu Qiao, Jie      Yang, Irene Gu: One-Class SVM Assisted Accurate Tracking. IEEE      International Conference on Distributed Smart Cameras (ICDSC), 2012: 1-6.

  

近期在研项目

1.交互式机器教学与机器学习算法的研究,61602246,国家自然科学基金青年基金项目,2017.01-2019.12,主持,在研。

2.半监督情形下的课程学习算法设计与实现研究,BK20171430,江苏省自然科学基金面上项目,2017.07-2020.06,主持,在研。

3.先进课程学习算法研究与应用,MJUKF201723,福建省信息处理与智能控制重点实验室(闽江学院)开放课题基金,主持,在研。

4. 基于图的半监督学习的快速鲁棒算法研究及其应用,61572315,国家自然科学基金面上项目,2016.01-2019.12,参与,在研。


  


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