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
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;
Conference_Titel :
Biomedical Engineering (MECBME), 2014 Middle East Conference on
Conference_Location :
Doha
DOI :
10.1109/MECBME.2014.6783217