• DocumentCode
    118289
  • Title

    VGEF: Contrast enhancement of dark images using value gap expansion force and sorted histogram equalization

  • Author

    Youngbae Kim ; Jin-Hwan Kim ; Chang-Su Kim

  • Author_Institution
    Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
  • fYear
    2014
  • fDate
    9-12 Dec. 2014
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    We propose a novel contrast enhancement method for dark images using the value gap expansion force (VGEF) and the sorted histogram equalization. Based on the observation that the inter-pixel relationship is analogous to the electrostatic force, we define the pixel field spread around each pixel and the pixel mass at each pixel position. We compute the VGEF exerted to a pixel by multiplying the pixel field and the pixel mass. Also, we sort the pixels of the same value into 5 clusters according to their VGEF magnitudes to reduce contour artifacts in the enhanced image. Finally, we obtain output pixel values using the transformation function that equalizes the sorted histogram. Experimental results demonstrate that the proposed algorithm effectively enhances the contrast of dark images, and is applicable to the performance improvement of the saliency detection as well.
  • Keywords
    image enhancement; object detection; VGEF; contour artifact reduction; dark image contrast enhancement; electrostatic force; interpixel relationship; pixel field; saliency detection performance improvement; sorted histogram equalization; value gap expansion force; Accuracy; Clustering algorithms; Electrostatics; Force; Histograms; Image segmentation; Visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
  • Conference_Location
    Siem Reap
  • Type

    conf

  • DOI
    10.1109/APSIPA.2014.7041718
  • Filename
    7041718