Title :
Tsallis Entropy Based Contrast Enhancement of Microcalcifications
Author :
Mohanalin, J. ; Kalra, Prem Kumar ; Kumar, Nirmal
Author_Institution :
Dept. of Electr. Eng., IIT Kanpur, Kanpur, India
Abstract :
This paper presents a new approach to enhance the contrast of microcalcifications in mammograms using a fuzzy algorithm based on Tsallis entropy. In phase I image is fuzzified using S membership function. In Phase II using the non-uniformity factor calculated from local information the contrast of microcalcifications were enhanced while suppressing the background heavily. This is the first time in literature to propose an enhancement algorithm using Tsallis entropy. Tsallis entropy has an extra parameter q. We assume that grade of mammogram is related with q parameter. The values of q were calculated from the histogram. The proposed approach can be even suitable for dense mammograms.
Keywords :
cancer; diagnostic radiography; entropy; fuzzy logic; image enhancement; mammography; medical image processing; tumours; S membership function; Tsallis entropy; fuzzy algorithm; fuzzy logic; mammogram; microcalcification contrast enhancement; phase I image fuzzifiction; Breast cancer; Councils; Discrete wavelet transforms; Entropy; Histograms; Image segmentation; Mammography; Medical services; Signal processing; Tellurium; Fuzzy; Mammogram; Non-Extensive; Shannon entropy; Tsallis entropy;
Conference_Titel :
Signal Acquisition and Processing, 2009. ICSAP 2009. International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-0-7695-3594-4
DOI :
10.1109/ICSAP.2009.17