DocumentCode
122853
Title
Mammograms enhancement using wavelet transform and piecewise linear and nonlinear coefficient mapping
Author
Beheshti, S.M.A. ; Noubari, H.A. ; Fatemizadeh, Emad ; Rezaee, Mandana ; Khalili, Mehdi
Author_Institution
Dept. of Electr. Eng., Islamic Azad Univ., Tehran, Iran
fYear
2014
fDate
17-20 Feb. 2014
Firstpage
107
Lastpage
110
Abstract
In this paper a multi-scale image enhancement strategy using wavelets as applied to digital mammograms is presented. For multiresolution wavelet analysis redundant dyadic discrete wavelet transform is utilized to allow translation invariance and low resolution enhancement capability. Two alternative nonlinear gain adjustments, piecewise linear and Gaussian form of gain adjustment are used for coefficient modification for the enhancement of subtle details such as microcalcification and low resolution edges of different lesion types. The results of comparing these methods of gain adjustment are presented. This comparing has done by defining new parameters for measuring quality of image based on the extent of sharpening of image segments. Utility of the proposed image enhancement algorithm in mammographic applications is illustrated by an improved visual quality and increase in contrast enhancement measure as applied to different types of abnormalities.
Keywords
Gaussian processes; discrete wavelet transforms; image enhancement; image resolution; mammography; medical image processing; piecewise linear techniques; coefficient modification; contrast enhancement; digital mammograms; dyadic discrete wavelet transform; low-resolution edges; low-resolution enhancement capability; mammogram enhancement; microcalcification; multiresolution wavelet analysis; multiscale image enhancement; nonlinear gain adjustments; piecewise Gaussian form; piecewise nonlinear coefficient mapping; translation invariance; visual quality; Discrete wavelet transforms; Gain; Image edge detection; Image enhancement; Image resolution; Lesions;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Engineering (MECBME), 2014 Middle East Conference on
Conference_Location
Doha
Type
conf
DOI
10.1109/MECBME.2014.6783217
Filename
6783217
Link To Document