Title :
A non linear stretching image enhancement technique for microcalcification detection
Author :
Zouari, Mouna ; Masmoudi, Alima Dammak ; Masmoudi, Dorra Sellami
Author_Institution :
Sfax Eng. Sch., Univ. of Sfax, Sfax, Tunisia
Abstract :
Microcalcifications are small deposits of calcium accumulated in breast tissue. They are situated in higher gray level regions, with a very short gray level dynamic range. Besides, they have a small size with low contrast compared to the surrounding tissue. All these characteristics make micro-calcification´s preprocessing a crucial task. In this paper, we propose a new approach for enhancing microcalcifications in digitized mammogramdigitized mammogram, emphasizing corresponding gray level details. Accordingly, we propose an adaptive exponential function which creates a local modification of gray level to highlight details which are potential carriers of microcalcifications. We have applied the NLS twice: locally and globally. The performance of microcalcification´s enhancement method is developing using Farabi Digital Database of Screening Mammography (FDDSM). Performance results are given in terms of the Seconde-Derivative-like Measure of enhancement (SDME). Our proposed approach achieve 118 of the local NLS and 115 of the Global NLS.
Keywords :
cancer; image enhancement; mammography; medical image processing; object detection; visual databases; FDDSM; Farabi Digital Database of Screening Mammography; SDME; Seconde-Derivative-like Measure of enhancement; adaptive exponential function; breast tissue; calcium; digitized mammogram; global NLS; gray level dynamic range; gray level local modification; higher gray level regions; local NLS; microcalcification detection; nonlinear stretching image enhancement technique; Databases; Educational institutions; Histograms; IP networks; Interpolation; Signal processing algorithms; Transforms; Breast cancer; detection; mammogram image; microcalcifications; preprocessing;
Conference_Titel :
Advanced Technologies for Signal and Image Processing (ATSIP), 2014 1st International Conference on
Conference_Location :
Sousse
DOI :
10.1109/ATSIP.2014.6834605