• DocumentCode
    3273136
  • Title

    Single-image deraining using an adaptive nonlocal means filter

  • Author

    Jin-Hwan Kim ; Chul Lee ; Jae-Young Sim ; Chang-Su Kim

  • Author_Institution
    Sch. of Electr. Eng., Korea Univ., Seoul, South Korea
  • fYear
    2013
  • fDate
    15-18 Sept. 2013
  • Firstpage
    914
  • Lastpage
    917
  • Abstract
    An adaptive rain streak removal algorithm for a single image is proposed in this work. We observe that a typical rain streak has an elongated elliptical shape with a vertical orientation. Thus, we first detect rain streak regions by analyzing the rotation angle and the aspect ratio of the elliptical kernel at each pixel location. We then perform the nonlocal means filtering on the detected rain streak regions by selecting nonlocal neighbor pixels and their weights adaptively. Experimental results demonstrate that the proposed algorithm removes rain streaks more efficiently and provides higher restored image qualities than conventional algorithms.
  • Keywords
    adaptive filters; image enhancement; image restoration; adaptive nonlocal means filter; adaptive rain streak removal algorithm; elliptical kernel; elongated elliptical shape; image enhancement; image restoration quality; nonlocal means filtering; nonlocal neighbor pixels; rain streak region detection; single-image deraining; vertical orientation; Clustering algorithms; Image color analysis; Image restoration; Kernel; Rain; Shape; Vectors; Image enhancement; deraining; kernel regression; nonlocal means filter; rain streak removal;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2013 20th IEEE International Conference on
  • Conference_Location
    Melbourne, VIC
  • Type

    conf

  • DOI
    10.1109/ICIP.2013.6738189
  • Filename
    6738189