• DocumentCode
    562809
  • Title

    Segmentation of immunohistochemical staining of β-catenin expression of oral cancer using Gabor filter technique

  • Author

    Hameed, K. A Shahul ; Banumathi, A. ; Ulaganathan, G.

  • Author_Institution
    Dept. of Electron. & Commun. Eng., Nat. Coll. of Eng., Tirunelveli, India
  • fYear
    2012
  • fDate
    30-31 March 2012
  • Firstpage
    429
  • Lastpage
    434
  • Abstract
    In this paper, a system for diagnosis of oral cancer has been developed using Gabor filter technique. The microscopic images of immunohistochemical staining of β-catenin expression are segmented using a bank of Gabor filter tuned to different spatial frequencies and orientation in order to decompose the image into number of filtered image to obtain feature image. To produce segmented image Fuzzy C-means (FCM) , K-means (KM) and Thresholding (Th) techniques are applied. To evaluate the segmentation process, an objective quantitative evaluation function F for the segmented textured images using Gabor FCM, KM, Th (GFCM, GKM, GTh) is determined by varying number of regions. Based on the evaluation process we conclude that GKM algorithm is efficient technique to help the pathologist to evaluate the histological changes on microscopic images of oral cancer.
  • Keywords
    Gabor filters; cancer; image segmentation; image texture; learning (artificial intelligence); medical image processing; patient diagnosis; pattern clustering; β-catenin expression; GKM algorithm; Gabor filter technique; K-means technique; image fuzzy c-means technique; image texture; immunohistochemical staining segmentation; microscopic image; oral cancer diagnosis; quantitative evaluation function; spatial frequency; thresholding technique; Cancer; Filtering algorithms; Gabor filters; Image segmentation; Immune system; Lesions; Microscopy; Fuzzy C-means; Immunohistopathology; K-means; Objective Evaluation; Oral Squamous cell carcinoma; Thresholding technique;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Engineering, Science and Management (ICAESM), 2012 International Conference on
  • Conference_Location
    Nagapattinam, Tamil Nadu
  • Print_ISBN
    978-1-4673-0213-5
  • Type

    conf

  • Filename
    6216042