• 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