• DocumentCode
    688508
  • Title

    Self organizing map and discrete wavelet transform based gray scale image compression

  • Author

    Sharma, Mukesh ; Kumari, Ratnesh

  • Author_Institution
    Galgotias Univ., Noida, India
  • fYear
    2013
  • fDate
    26-27 Sept. 2013
  • Firstpage
    321
  • Lastpage
    324
  • Abstract
    In this paper, the concept of self organizing map (SOM) with the combination of discrete wavelet transform (DWT) is applied for the compression of gray scale image. The index value and code vector are obtained after training the self organizing map and then the discrete wavelet transform is applied on the code vector by keeping only approximation coefficients. The result analysis shows that the compression ratio and peak signal to noise ratio (PSNR) value of the obtained decompressed image is better than the other existing methods.
  • Keywords
    approximation theory; data compression; discrete wavelet transforms; image coding; self-organising feature maps; DWT; PSNR value; SOM; approximation coefficients; code vector; compression ratio value; discrete wavelet transform based gray scale image compression; index value; peak signal-to-noise ratio value; self organizing map; Discrete wavelet transform; Gray scale image; Image compression; Self organizing map;
  • fLanguage
    English
  • Publisher
    iet
  • Conference_Titel
    Confluence 2013: The Next Generation Information Technology Summit (4th International Conference)
  • Conference_Location
    Noida
  • Electronic_ISBN
    978-1-84919-846-2
  • Type

    conf

  • DOI
    10.1049/cp.2013.2335
  • Filename
    6832350