effects of enhancement methods on diagnostic quality of digital mammogram images

نویسندگان

mostafa langarizadeh faculty of medicine and health science, university putra malaysia, malaysia

r mahmud faculty of medicine and health science, university putra malaysia, malaysia

ar ramli faculty of engineering, university putra malaysia, malaysia

s napis information and communication development center, university putra malaysia, malaysia

چکیده

background: breast cancer is one of the most important diseases in females. malaysian women have not excluded. according to the malaysian oncology society [1], about 4% of women (who are 40 years old and above) have involved by breast cancer. masses and microcalcifications are two important signs for breast cancer diagnosis on mammography. according to our estimation, radiologists could diagnose breast cancer on mammogram screening program, with approximately 75% accuracy. about 25% of breast cancers have missed on mammograms. this study aimed to explore the effects of enhancement methods on digital mammograms. methods: spss software have used for data analysis. wilcox on ranked test and roc have used to compare the original and manipulated images. in this study, 60 digital mammogram images which include 20 normal and 40 confirmed diagnosed cases of breast cancer (masses), have selected and manipulated by using histogram equation, histogram stretching and median filter. results: the results have shown that the histogram stretching and median filter methods could improve image quality for detection of masses with increased sensitivity and specificity by 5%. conclusion: the sensitivity and specificity have improved by using histogram stretching and median filter. the results of this study have shown results as below ; the histogram equation have improved the sensitivity up to 97.5% ,while the median filter could improve sensitivity (97.5%) and specificity (85.5%). it means that the median filter could be more effective than the other enhancement methods. key words: image processing; enhancement; digital mammogram; sensitivity; specificity references 1.wahid mi. breast cancer. 2007 [cited 06/02/2008]; available from: www.malaysiaoncology.org. 2.american cancer society. what is cancer?  2006 [cited06/02/2008]; available from: http://www.cancer.org/docroot/cri/content/cri_2_4_1x_what_is_cancer.asp. 3.world health organization. cancer.  2008     [cited 06/02/2008]; available from: http://www.who.int/cancer/en/. 4.cheng hd, xu h. a novel fuzzy logic approach to mammogram contrast enhancement. information sciences. 2002; 148(1-4):167-84. 5.cancer help. the mammogram.  2002 [cited 06/02/2008]; available from: www.cancerhelp.org.uk. 6.elm h. accreditation in mammography – pain or gain? 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عنوان ژورنال:
iranian journal of cancer prevention

جلد ۳، شماره ۱، صفحات ۳۶-۴۱

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