Please use this identifier to cite or link to this item: http://hdl.handle.net/10603/26108
Title: Multi domain feature fusion for Classification of microcalcification In digital mammograms
Researcher: Sree rathna lakshmi N V S
Guide(s): Manoharan C
Keywords: Discrete Wavelet Transform
Electrical and Electronics engineering
Singular Value Decomposition
Zernike Legendre and Tchebichef moments
Upload Date: 29-Sep-2014
University: Anna University
Completed Date: 01-11-2011
Abstract: To study the human breast Mammography is used as a diagnostic newlineand a screening tool that uses X rays The objective of mammography is the newlinepremature revealing of breast cancer usually through detection of newlinecharacteristic masses and or microcalcifications Mammography is believed to newlinedecrease mortality from breast cancer This research work deals with newlineclassification of microcalcifications in mammogram based on Jacobi newlinemoments Discrete Wavelet Transform DWT and Singular Value newlineDecomposition SVD newlineMammography is the only effective and viable technique to detect newlinebreast cancer in particular in the case of minimal tumors About 30 to 50 newlineof breast cancers reveal deposits of calcium called micro calcifications A new newlineapproach for detecting microcalcifications in mammograms employing Jacobi newlineMoments is proposed In many applications moments and functions of newlinemoments have been utilized as pattern features Among the various newlineorthogonal moments the Jacobi moments is selected as feature extractor due newlineto its robustness to image noise The set of Jacobi polynomials are orthogonal newlineand this ensures minimal information redundancy between the moments newlineJacobi moments encompass the properties of well known Zernike Legendre newlineand Tchebichef moments These features are used to classify the mammogram newlineimages between normal and abnormal as well as benign and malignant by newlinecomputing the Euclidean distance between the feature vectors newline
Pagination: xvi, 110p.
URI: http://hdl.handle.net/10603/26108
Appears in Departments:Faculty of Electrical and Electronics Engineering

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01_title.pdfAttached File41.67 kBAdobe PDFView/Open
02_certificate.pdf5.71 kBAdobe PDFView/Open
03_abstract.pdf15.19 kBAdobe PDFView/Open
04_acknowledgement.pdf6.24 kBAdobe PDFView/Open
05_content.pdf26.89 kBAdobe PDFView/Open
06_chapter1.pdf266.46 kBAdobe PDFView/Open
07_chapter2.pdf50.7 kBAdobe PDFView/Open
08_chapter3.pdf518.43 kBAdobe PDFView/Open
09_chapter4.pdf314.22 kBAdobe PDFView/Open
10_chapter5.pdf911.36 kBAdobe PDFView/Open
11_chapter6.pdf13.97 kBAdobe PDFView/Open
12_reference.pdf32.38 kBAdobe PDFView/Open
13_publication.pdf6.36 kBAdobe PDFView/Open
14_vitae.pdf5.98 kBAdobe PDFView/Open


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