• DocumentCode
    3092613
  • Title

    An improved nonlocal means algorithm based on regression analysis

  • Author

    Xu, Jin ; Zheng, Pengcheng ; Lv, Rui

  • Author_Institution
    China Digital Video Technol. Co. Ltd., Beijing, China
  • Volume
    4
  • fYear
    2011
  • fDate
    11-13 March 2011
  • Firstpage
    83
  • Lastpage
    87
  • Abstract
    In this paper we propose a denoising method under the powerful framework-non local means (NL-means), in conjunction with regression analysis. First, the conception and development of NL-means is proposed. Second, an image important area map (IIAM) is calculated for the protection of edge and structure regions during denoising. Therefore, improved version of NL-means is carried out, which uses a novel patch similarity calculation rule benefited from IIAM. This algorithm can better extract and smooth the important information in the noisy image and finally, experimental results validate the proposed algorithm.
  • Keywords
    edge detection; image denoising; regression analysis; edge protection; image denoising; image important area map; noisy image; nonlocal means algorithm; patch similarity calculation rule; regression analysis; structure region protection; Algorithm design and analysis; Image edge detection; Noise; Noise measurement; Pixel; Regression analysis; Signal processing algorithms; F statistics; image denoising; linear and quadratic regression analysis; nonlocal means;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Research and Development (ICCRD), 2011 3rd International Conference on
  • Conference_Location
    Shanghai
  • Print_ISBN
    978-1-61284-839-6
  • Type

    conf

  • DOI
    10.1109/ICCRD.2011.5763859
  • Filename
    5763859