• DocumentCode
    1781353
  • Title

    Dictionary Learning in Reduced Dimension Space for Image Steganalysis

  • Author

    Guoming Chen ; Qiang Chen ; Dong Zhang

  • Author_Institution
    Dept. of Comput. Sci., Guangdong Univ. of Educ., Guangzhou, China
  • fYear
    2014
  • fDate
    28-30 Nov. 2014
  • Firstpage
    58
  • Lastpage
    63
  • Abstract
    In this paper we proposed a dictionary learning and dimensionality reduction (DLDR) scheme for image steganalysis. We construct a structural discriminative dictionary which is learned from the reduced dimension space and exploit the discriminative information in stego-images. Simulation results verify the effectiveness of the proposed approach and the performance is considerable. Both the dictionary and sparse coding can be correctly computed and the learned dictionary using the proposed method can be used to improve image steganlysis.
  • Keywords
    image coding; learning (artificial intelligence); steganography; DLDR scheme; dictionary coding; dictionary learning scheme; dimension space reduction; dimensionality reduction scheme; discriminative information; image steganalysis; sparse coding; structural discriminative dictionary learning; Dictionaries; Educational institutions; Encoding; Kernel; Linear programming; Manifolds; Vectors; Dictionary Learning; Reduced Dimension; Steganalysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Home (ICDH), 2014 5th International Conference on
  • Conference_Location
    Guangzhou
  • Print_ISBN
    978-1-4799-4285-5
  • Type

    conf

  • DOI
    10.1109/ICDH.2014.19
  • Filename
    6996734