DocumentCode
2539717
Title
Fuzzy based micro calcification segmentation
Author
Mohanalin, J. ; Kalra, P.K. ; Kumar, Nirmal
Author_Institution
Electr. Dept., Indian Inst. of Technol. Kanpur, Kanpur
fYear
2008
fDate
20-22 Dec. 2008
Firstpage
49
Lastpage
52
Abstract
Breast cancer is one of the leading causes of women death in the world. Since the causes are unknown, breast cancer cannot be prevented. Micro calcifications are the earliest signs of breast cancer and their detection is one of the most important research areas now. A novel approach for image segmentation of denser mammography images is introduced, for more accurate detection of microcalcifications clusters. In original mammographic images obtained by X-ray radiography, most of the information is hidden to the human observer. The fundamental idea of the proposed approach is to fuzzify the original image of a mammogram in order to make the difference between the backgrounds and object more. Then we enhance the region of interest and simultaneously suppress the tissues along with background thereby we do segmentation. The advantage of the proposed method is its ability to detect micro calcifications in very dense breast mammograms and also not to loose any vital data .Lot of clinical mammograms was used to test the fidelity of this algorithm. The experiments suggest that the micro calcifications are not only accurately detected but also enhance the visibility of micro calcifications.
Keywords
X-ray imaging; biological tissues; cancer; fuzzy set theory; image enhancement; image segmentation; mammography; medical image processing; object detection; radiography; X-ray radiography; breast cancer signs; clinical mammogram; fuzzy based microcalcification segmentation; image fuzzification; image segmentation; mammography images; microcalcification cluster detection; region of interest enhancement; Biochemistry; Breast cancer; Cancer detection; Diagnostic radiography; Fuzzy logic; Image segmentation; Low pass filters; Mammography; Medical treatment; X-ray imaging;
fLanguage
English
Publisher
ieee
Conference_Titel
Electrical and Computer Engineering, 2008. ICECE 2008. International Conference on
Conference_Location
Dhaka
Print_ISBN
978-1-4244-2014-8
Electronic_ISBN
978-1-4244-2015-5
Type
conf
DOI
10.1109/ICECE.2008.4769171
Filename
4769171
Link To Document