Classification of Mammogram Images

Classification of Mammogram Images
Author :
Publisher : diplom.de
Total Pages : 49
Release :
ISBN-10 : 9783960676416
ISBN-13 : 3960676417
Rating : 4/5 (417 Downloads)

Book Synopsis Classification of Mammogram Images by : Supriya Salve

Download or read book Classification of Mammogram Images written by Supriya Salve and published by diplom.de. This book was released on 2017-03-23 with total page 49 pages. Available in PDF, EPUB and Kindle. Book excerpt: Breast cancer is the most common type of cancer in women, which also causes the most cancer deaths among them today. Mammography is the only reliable method to detect breast cancer in the early stage among all diagnostic methods available currently. Breast cancer can occur in both men and women and is defined as an abnormal growth of cells in the breast that multiply uncontrollably. The main factors which cause breast cancer are either hormonal or genetic. Masses are quite subtle, and have many shapes such as circumscribed, speculated or ill-defined. These tumors can be either benign or malignant. Computer-aided methods are powerful tools to assist the medical staff in hospitals and lead to better and more accurate diagnosis. The main objective of this research is to develop a Computer Aided Diagnosis (CAD) system for finding the tumors in the mammographic images and classifying the tumors as benign or malignant. There are five main phases involved in the proposed CAD system: image pre-processing, extraction of features from mammographic images using Gabor Wavelet and Discrete Wavelet Transform (DWT), dimensionality reduction using Principal Component Analysis (PCA) and classification using Support Vector Machine (SVM) classifier.


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