A simple method for automatically locating the nipple on mammograms

被引:58
作者
Chandrasekhar, R [1 ]
Attikiouzel, Y [1 ]
机构
[1] UNIV WESTERN AUSTRALIA,DEPT ELECT & ELECT ENGN,CTR INTELLIGENT INFORMAT PROC SYST,NEDLANDS,WA 6907,AUSTRALIA
关键词
automatic nipple location; computer vision; image processing; mammograms;
D O I
10.1109/42.640738
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper outlines a simple, fast, and accurate method for automatically locating the nipple on digitized mammograms that have been segmented to reveal the skin-air interface, If the average gradient of the intensity is computed in the direction normal to the interface and directed inside the breast, it is found that there is a sudden and distinct change in this parameter close to the nipple, A nipple in profile is located between two successive maxima of this parameter; otherwise, it is near the global maximum, Specifically, the nipple is located midway between a successive maximum and minimum of the derivative of the average intensity gradient; these being local turning points for a nipple in profile and global otherwise. The method has been tested on 24 images, including both oblique and cranio-caudal views, from two digital mammogram databases, For 23 of the images (96%), the rms error was less than 1 mm at image resolutions of 400 mu m and 420 mu m per pixel, Because of its simplicity, and because it is based both on the observed behavior of mammographic tissue intensities and on geometry, this method has the potential to become a generic method for locating the nipple on mammograms.
引用
收藏
页码:483 / 494
页数:12
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