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
Link To Document :
بازگشت