Title :
Tubule detection in testis images using boundary weighting and circular shortest path
Author :
Chao Zhang ; Changming Sun ; Davey, Rhonda ; Ran Su ; Bischof, Leanne ; Vallotton, Pascal ; Lovell, David ; Hope, Shelly ; Lehnert, S. ; Pham, Tuan D.
Author_Institution :
Sch. of Eng. & Inf. Technol., Univ. of New South Wales, Canberra, ACT, Australia
Abstract :
In studies of germ cell transplantation, measureing tubule diameters and counting cells from different populations using antibodies as markers are very important. Manual measurement of tubule sizes and cell counts is a tedious and sanity grinding work. In this paper, we propose a new boundary weighting based tubule detection method. We first enhance the linear features of the input image and detect the approximate centers of tubules. Next, a boundary weighting transform is applied to the polar transformed image of each tubule region and a circular shortest path is used for the boundary detection. Then, ellipse fitting is carried out for tubule selection and measurement. The algorithm has been tested on a dataset consisting of 20 images, each having about 20 tubules. Experiments show that the detection results of our algorithm are very close to the results obtained manually.
Keywords :
biological organs; cellular biophysics; edge detection; medical image processing; boundary detection; boundary weighting based tubule detection method; boundary weighting transform; cell counting; circular shortest path; ellipse fitting; germ cell transplantation; testis images; Australia; Biology; Image edge detection; Image segmentation; Informatics; Manuals; Transforms;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610251