• DocumentCode
    3707169
  • Title

    Multi-kernel collaborative representation for image classification

  • Author

    Weiyang Liu;Zhiding Yu;Yandong Wen;Meng Yang;Yuexian Zou

  • Author_Institution
    Sch. of ECE, Peking Univ.
  • fYear
    2015
  • Firstpage
    21
  • Lastpage
    25
  • Abstract
    We consider the image classification problem via multiple kernel collaborative representation (MKCR). We generalize the kernel collaborative representation based classification to a multi-kernel framework where multiple kernels are jointly learned with the representation coefficients. The intrinsic idea of multiple kernel learning is adopted in our MKCR model. Experimental results show MKCR converges within reasonable iterations and achieves state-of-the-art performance.
  • Keywords
    "Kernel","Optimization","Yttrium","Collaboration","Training","Dictionaries","Standards"
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2015 IEEE International Conference on
  • Type

    conf

  • DOI
    10.1109/ICIP.2015.7350751
  • Filename
    7350751