计算机科学与工程学院(网络空间安全学院)


 
导师代码: 12151
导师姓名: 沈复民
性    别:
特    称:
职    称: 教授
学    位: 工学博士学位
属    性: 专职
电子邮件: fumin.shen@gmail.com

学术经历:   沈复民毕业于南京理工大学,澳大利亚阿德莱德大学联合培养博士。他的主要研究领域包括机器学习、计算机视觉、模式识别等。近三年在相关领域共发表包括顶级会议及期刊CVPR,ICCV,TPAMI,TIP在内的论文五十余篇。他任职SCI期刊Elsevier Neurocomputing特刊首席客座编委,MMM国际会议的special session chair,多媒体领域顶级会议ACM MM的PC member,并为多个国际一流期刊包括IEEE TIP, IEEE TKDE, TEEE CSVT的审稿人。他获得SIGIR'16 Best Paper Award Honorable Mention.

个人简介:   详细信息见个人主页: http://bmc.uestc.edu.cn/~fshen/

欢迎有志于科研的同学(本科生、研究生)联系我,我将手把手带你进入有趣的学术世界!

科研项目:  
  • 《视觉识别中的实用鲁棒回归技术研究》 国家自然科学基金青年项目 主持 2015.01-2017.12.
  • 《基于鲁棒回归的人脸识别技术研究》 江苏省社会安全图像与视频理解重点实验室创新基金 主持 2015.01-2016.12.
  • 《基于鲁棒回归的行人步态识别研究》 电子科大中央高校科研启动经费 主持 2015.01-2016.12.
  • 《移动交互环境下的大媒体内容分析与检索》 国家自然科学基金重点项目 主研 2017.01-2021.12.
  • 《基于超像素的判别式目标主动轮廓跟踪》 国家自然科学基金面上项目 主研 2015.01-2018.12.

  • 研究成果:  
    Xing Xu, Fumin Shen*, Yang Yang, Heng Tao Shen and Xuelong Li, "Learning Discriminative Binary Codes for Large-scale Cross-modal Retrieval", IEEE Transactions on Image Processing (TIP), 2017. (CCF A, JCR二区)
     
    Dongxiang Zhang, Yuchen Li, Ju Fan, Lianli Gao, Fumin Shen and Heng Tao Shen, "Processing Long Queries Against Short Text: Top-k Advertisement Matching in News Stream Applicationsl", ACM Transactions on Information Systems (TOIS), 2017. (CCF A)
     
    Zhongyu Li, Ruogu Fang, Fumin Shen and Shaoting Zhang, "Indexing and Mining Large-Scale Neuron Databases using Maximum Inner Product Search, Pattern Recognition (PR), 2016. (JCR二区)
     
    Yanyun Qu, Li Lin, Fumin Shen, Chang Lu, Yang Wu, Yuan Xie, and Dacheng Tao, "Joint Hierarchical Category Structure Learning and Large-Scale Image Classification", IEEE Transactions on Image Processing (TIP), 2016. (CCF A, JCR二区)
     
    Fumin Shen, Xiang Zhou, Yang Yang, Jingkuan Song, Heng Tao Shen and Dacheng Tao, "A Fast Optimization Method for General Binary Code Learning", IEEE Transactions on Image Processing (TIP), 2016. [PDF] [Bibtex] (CCF A, JCR二区)
     
    Xiaobo Shen, Fumin Shen, Quan-sen Sun, Yang Yang, Yun-Hao Yuan, Heng Tao Shen, "Semi-paired Discrete Hashing: Learning Latent Hash Codes for Semi-paired Cross-view Retrieval", IEEE Transactions on Cybernetics (TCYB), 2016. (JCR一区)
     
    Yang Yang, Yadan Luo, Weilun Chen, Fumin Shen, Jie Shao, Heng Tao Shen, "Zero-Shot Hashing Via Transferring Supervised Knowledge", ACM Multimedia (MM), 2016. (CCF A)
     
    Jingkuan Song, Lianli Gao, Mihai Marian Puscas, Feiping Nie, Fumin Shen, Nicu Sebe, "Joint Graph Learning and Video Segmentation Via Multiple Cues and Topology Calibration", ACM Multimedia (MM), 2016. (CCF A)
     
    Xing Xu, Fumin Shen, Zi Huang, Yang Yang, Li He, Jingkuan Song, "Cross-modal Retrieval with Label Completion", ACM Multimedia (MM), 2016. (CCF A)
     
    Yazhou Yao, Xian-Sheng Hua, Fumin Shen, Jian Zhang, Zhenmin Tang, "A Domain Robust Approach for Image Dataset Construction", ACM Multimedia (MM), 2016. (CCF A)
     
    Yi Bin, Yang Yang, Zi Huang, Fumin Shen, Xing Xu, Heng Tao Shen, "Bidirectional Long-Short Term Memory for Video Description", ACM Multimedia (MM), 2016. (CCF A)
     
    Yang Yang, Fumin Shen, Zi Huang, Heng Tao Shen, "A Unified Framework for Discrete Spectral Clustering", International Joint Conference on Artificial Intelligence (IJCAI), 2016. (CCF A)
     
    Xing Xu, Fumin Shen, Yang Yang, Heng Tao Shen, "Discriminant Cross-modal Hashing", ACM International Conference on Multimedia Retrieval (ICMR), 2016.[PDF] [Bibtex] (CCF B)
     
    Hanwang Zhang, Fumin Shen, Wei Liu, Xiangnan He, Huanbo Luan, Tat-Seng Chua, "Discrete Collaborative Filtering", ACM SIGIR conference (SIGIR), 2016.[PDF] [Bibtex] [Code] (Best Paper Award Honorable Mention) (CCF A)
     
    Fumin Shen, Chunhua Shen, Xiang Zhou, Yang Yang and Heng Tao Shen, "Face Image Classification by Pooling Raw Features", Pattern Recognition (PR), 2016. [PDF] [Bibtex] [Code]
     
    Yazhou Yao, Jian Zhang, Fumin Shen, Xiansheng Hua, Jingsong Xu, Zhenmin Tang, "Automatic Image Dataset Construction with Multiple Textual Metadata", International Conference on Multimedia and Expo (ICME), 2016. (CCF B)
     
    Zhongyu Li, Fumin Shen, Ruogu Fang, Sailesh Conjeti, Amin Katouzian, Shaoting Zhang, "Maximum Inner Product Search for Morphological Retrieval of Large-scale Neuron Data", International Symposium on Biomedical Imaging (ISBI), 2016.
     
    Yang Yang, Fumin Shen*, Heng Tao Shen, Hanxi Li and Xuelong Li, "Robust Discrete Spectral Hashing for Large-Scale Image Semantic Indexing", IEEE Transactions on Big Data (TBD), 2016.
     
    Hanxi Li, Fumin Shen*, Chunhua Shen, Yang Yang and Yongsheng Gao, "Face Recognition Using Linear Representation Ensembles", Pattern Recognition (PR), 2016. (JCR二区)
     
    Fumin Shen, Wei Liu, Shaoting Zhang, Yang Yang, and Heng Tao Shen, "Learning Binary Codes for Maximum Inner Product Search", IEEE International Conference on Computer Vision (ICCV), Santiago, Chile, 2015. [PDF] [Bibtex] (CCF A)
     
    Yang Yang, Hanwang Zhang, Mingxing Zhang, Fumin Shen and Xuelong Li, "Visual Coding in a Semantic Hierarchy", ACM Multimedia (MM), 2015. (CCF A)
     
    Xiaobo Shen, Fumin Shen, Quansen Sun, Yun-Hao Yuan, "Multi-view Latent Hashing for Efficient Multimedia Search", ACM Multimedia (MM), 2015. (CCF A)
     
    Mengqiu Hu, Yang Yang, Hanwang Zhang, Fumin Shen, Jie Shao and Fuhao Zou, "Multi-view Semi-supervised Learning for Web Image Annotation", ACM Multimedia (MM), 2015. (CCF A)
     
    Ke zhou, Yu Liu, Jingkuang Song, Lingyu Yan, Fuhao Zou and Fumin Shen, "Deep Self-taught Hashing for Image Retrieval", ACM Multimedia (MM), 2015. (CCF A)
     
    Fumin Shen, Chunhua Shen, Wei Liu, Heng Tao Shen, "Supervised Discrete Hashing", IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2015.[PDF] [Bibtex] [code] (CCF A)

    Fumin Shen, Chunhua Shen, Qinfeng Shi, Anton van den Hengel, Zhenmin Tang, Heng Tao Shen, "Hashing on Nonlinear Manifolds", IEEE Transactions on Image Processing (TIP), 2015. [PDF] [Bibtex] [code (CCF A, JCR二区) ]

    Fumin Shen, Chunhua Shen, Rhys Hill, Anton van den Hengel, "Fast Approximate L_infinity Minimization: Speeding Up Robust Regression", Computational Statistics and Data Analysis, 2014. [PDF][Bibtex] (JCR二区)

    Fumin Shen, Chunhua Shen, Anton van den Hengel, Zhenmin Tang, "Approximate Least Trimmed Sum of Squares Fitting and Applications in Image Analysis", IEEE Transactions on Image Processing (TIP), 2013. (CCF A, JCR二区)

    Fumin Shen, Chunhua Shen, Peng Wang, Fumin Shen, Hanzi Wang, "UBoost: Boosting with the Universum", IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2012. (CCF A, JCR一区)

    专业研究方向:
    专业名称 研究方向 招生类别
    081200计算机科学与技术 02机器智能与模式识别,07嵌入式系统 博士学术学位
    085400电子信息 01“计算机科学与技术”研究组,03“计算机科学与技术”研究组(非全) 博士专业学位
    081200计算机科学与技术 02机器智能与模式识别,07嵌入式系统 硕士学术学位


    学院列表
    01  信息与通信工程学院
    02  电子科学与工程学院
    03  材料与能源学院
    04  机械与电气工程学院
    05  光电科学与工程学院
    06  自动化工程学院
    07  资源与环境学院
    08  计算机科学与工程学院(网络空间安全学院)
    09  信息与软件工程学院(示范性软件学院)
    10  航空航天学院
    11  数学科学学院
    12  物理学院
    13  医学院
    14  生命科学与技术学院
    15  经济与管理学院
    16  公共管理学院
    17  外国语学院
    18  马克思主义学院
    21  基础与前沿研究院
    22  通信抗干扰全国重点实验室
    23  电子科学技术研究院
    28  电子科技大学(深圳)高等研究院
    31  集成电路科学与工程学院(示范性微电子学院)
    90  智能计算研究院