• DocumentCode
    3600254
  • Title

    A new agricultural image de-noising algorithm based on Hybrid Wavelet transform

  • Author

    Yang, Fuzeng ; Tian, Yanna ; Yang, Liangliang ; Song, Huaibo ; He, Jinyi

  • Author_Institution
    Coll. of Mech. & Electron. Eng., Northwest A&F Univ., Yangling, China
  • Volume
    3
  • fYear
    2010
  • Firstpage
    328
  • Lastpage
    332
  • Abstract
    The conventional de-noising methods cannot achieve an excellent result in de-nosing of agricultural images. To solve this problem, a new de-noising method based on Genetic Algorithm (GA) and Wavelet Transform was presented, which combines the advantage of Wavelet Transform de-noising and Wiener Filter together. At first, the image de-noised by Wavelet Transform was defined as the Hybrid Wavelet transform´s initial Male parent, and that de-noised by Wiener filter was defined as Female parent; At second, the fitness value of each individual was evaluated by fitness function. Then, the hybrid and mutate operation was performed to extract the superior gene of the parents generation and to optimize the gene for generating the next generation´s child; At last, an offspring image which has both advantage of Male parent and Female parent was obtained after the finite order hereditary algebra. The algorithm´s performance is tested by the red jujube images and wheat images. Experimental results show that the image de-noising method has a higher PSNR (77.83 for red jujube and 79.89 for wheat) than conventional methods. The de-noised images have the characters of lower noise and clearer edge.
  • Keywords
    Wiener filters; agriculture; genetic algorithms; image denoising; wavelet transforms; Wiener filter; agricultural image denoising algorithm; agricultural images; fitness function; genetic algorithm; hereditary algebra; hybrid wavelet transform; red jujube images; wheat images; Image coding; Image recognition; PSNR; Wavelet analysis; Wavelet transforms; Genetic Algorithm; Hybrid wavelet transform; Image de-noising; PSNR; Wiener filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer and Communication Technologies in Agriculture Engineering (CCTAE), 2010 International Conference On
  • Print_ISBN
    978-1-4244-6944-4
  • Type

    conf

  • DOI
    10.1109/CCTAE.2010.5544564
  • Filename
    5544564