• DocumentCode
    3090021
  • Title

    A Novel Image Watermarking Technique Using Fuzzy-BP Network

  • Author

    Agarwal, Charu ; Mishra, Anurag

  • Author_Institution
    Dept. of Comput. Sci. & Electron., Banasthali Univ., Tonk, India
  • fYear
    2010
  • fDate
    15-17 Oct. 2010
  • Firstpage
    102
  • Lastpage
    105
  • Abstract
    In this paper, Human Visual System (HVS) characteristics are modeled using Lee and Lu´s Fuzzy- BP network for the purpose of image watermarking. The Fuzzy-BP network is trained by 27 inference rules comprising of three input HVS features namely luminance sensitivity, edge sensitivity computed using threshold and contrast sensitivity computed using variance. The Fuzzy-BP network block wise produces a single output weighting factor which is used to embed two different watermarks - (a) a sequence of normalized random numbers and (b) a binary image, with in the host image in the transform (DCT) domain. The high computed value of PSNR parameter indicates that the signed image has good perceptible quality. The watermark is extracted from the signed image using Cox´s algorithm. The embedded and extracted watermarks are compared and SIM(X, X*) correlation parameter is computed.
  • Keywords
    backpropagation; discrete cosine transforms; edge detection; feature extraction; fuzzy neural nets; image coding; image segmentation; image sequences; random processes; watermarking; Cox algorithm; DCT; binary image; edge sensitivity; fuzzy BP network; human visual system; image feature; image sequence; image thresholding; image watermarking technique; random number; Computational modeling; Discrete cosine transforms; Image edge detection; Mathematical model; Pixel; Sensitivity; Watermarking; Contrast Sensitivity; Correlation Parameter; Edge Sensitivity; Fuzzy-BP Network; Human Visual System; Luminance Sensitivity;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP), 2010 Sixth International Conference on
  • Conference_Location
    Darmstadt
  • Print_ISBN
    978-1-4244-8378-5
  • Electronic_ISBN
    978-0-7695-4222-5
  • Type

    conf

  • DOI
    10.1109/IIHMSP.2010.33
  • Filename
    5635976