• DocumentCode
    1666430
  • Title

    Tensor completion throughmultiple Kronecker product decomposition

  • Author

    Anh-Huy Phan ; Cichocki, Andrzej ; Tichavsky, Petr ; Luta, Gheorghe ; Brockmeier, Austin

  • Author_Institution
    Brain Sci. Inst., RIKEN, Wako, Japan
  • fYear
    2013
  • Firstpage
    3233
  • Lastpage
    3237
  • Abstract
    We propose a novel decomposition approach to impute missing values in tensor data. The method uses smaller scale multiway patches to model the whole data or a small volume encompassing the observed missing entries. Simulations on color images show that our method can recover color images using only 5-10% of pixels, and outperforms other available tensor completion methods.
  • Keywords
    image colour analysis; matrix decomposition; tensors; color image recovery; multiple Kronecker product decomposition; scale multiway patches; tensor completion; Approximation methods; Color; Data models; Image reconstruction; Matrix decomposition; PSNR; Tensile stress; Kronecker tensor decomposition (KTD); color image; tensor completion; tensor decomposition;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2013.6638255
  • Filename
    6638255