DocumentCode :
116885
Title :
A development of knowledge-based inferences system for detection of breast cancer on thermogram images
Author :
Lalli, G. ; Kalamani, D. ; Manikandaprabu, N. ; Marimuthu, C.N.
Author_Institution :
Dept. of CA, Erode Sengunthar Eng. Coll., Erode, India
fYear :
2014
fDate :
3-5 Jan. 2014
Firstpage :
1
Lastpage :
6
Abstract :
Thermography is considered as the most effective method for the detection of breast cancers. However, it is difficult for radiologists to predict Photomicrograph of Microcalcification clusters. Therefore, we have developed a computerized scheme for predicting early-stage microcalcification clusters in thermogram images. The gray and color channels of a thermogram image are enhanced by Contrast Limited Adaptive Histogram Equalization (CLAHE).Optimal set of features selected by Genetic algorithm are fed as input to Adaptive Neuro-Fuzzy Inference System (ANFIS) for classification of images into normal, suspect and abnormal categories. The method has been evaluated on real time images comprising normal and abnormal images. The performance of the proposed technique is analyzed in terms convergence time. Experimental results shows that the features used are clinically significant for the accurate detection of breast cancer related tumor.
Keywords :
cancer; fuzzy reasoning; image classification; infrared imaging; medical image processing; object detection; ANFIS; CLAHE; adaptive neuro-fuzzy inference system; breast cancer detection; breast cancer related tumor; color channel; contrast limited adaptive histogram equalization; convergence time; early-stage microcalcification cluster prediction; genetic algorithm; gray channel; image classification; knowledge-based inference system; microcalcification cluster; photomicrograph; thermogram images; thermography; Adaptive equalizers; Breast cancer; Feature extraction; Histograms; Image color analysis; Wavelet transforms; ANFIS; Breast Cancer; CLAHE; Photomicrograph of Microcalcification; Thermography;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer Communication and Informatics (ICCCI), 2014 International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4799-2353-3
Type :
conf
DOI :
10.1109/ICCCI.2014.6921743
Filename :
6921743
Link To Document :
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