• DocumentCode
    3638196
  • Title

    An application of Gabor filters for texture classification

  • Author

    Jarmila Pavlovičová;Miloš Oravec;Michal Osadský

  • Author_Institution
    Faculty of Electrical Engineering and Information Technology, STU Bratislava, Ilkovič
  • fYear
    2010
  • Firstpage
    23
  • Lastpage
    26
  • Abstract
    In the contribution we present the evaluation of texture segmentation efficiency for Gabor filter bank and we bring an application to face feature detection. Gabor filters are well known as a facility for texture because of their orientation and spatial frequency character. We use several statistics to extract more information from Gabor-filtered images. We applied variance, energy and percentiles as a statistics useful for human hair detection and classification. We found this face feature useful for gender identification, but also as a supplementary feature for face detection.
  • Keywords
    "Gabor filters","Hair","Face","Feature extraction","Image segmentation","Filter bank","Training"
  • Publisher
    ieee
  • Conference_Titel
    ELMAR, 2010 PROCEEDINGS
  • ISSN
    1334-2630
  • Print_ISBN
    978-1-4244-6371-8
  • Type

    conf

  • Filename
    5606079