DocumentCode
3512861
Title
A new segmentation and registration approach for vertebral body analysis
Author
Aslan, Melih S. ; Ali, Asem ; Farag, Aly A. ; Abdelmumin, Hossam ; Arnold, Ben ; Xiang, Ping
Author_Institution
Comput. Vision & Image Process. Lab., Univ. of Louisville, Louisville, KY, USA
fYear
2011
fDate
March 30 2011-April 2 2011
Firstpage
2006
Lastpage
2009
Abstract
To diagnose the osteoporosis accurately, the bone mineral density (BMD) measurements of the vertebral bodies (VBs) are required. In this paper, we propose a new segmentation and registration method in order to assist the BMD measurements and fracture analysis (FA) accurately. In this experiment, image appearance and shape information of VBs are used. Our shape model is required to be registered to the testing image to avoid user interaction(s). Our proposed framework has four phases: i) the detection of vertebral body (VB) using the Matched filter, ii) initial segmentation using the intensity and spatial interaction models, iii) the registration of the shape prior and initially segmented image by matching a vector distance function (VDF), and iv) final segmentation using graph cuts which integrates intensity, spatial interaction and shape prior. Preliminary results show that our new algorithm is very promising and can solve many segmentation and registration problems.
Keywords
biomechanics; computerised tomography; diseases; fracture; graph theory; image registration; image segmentation; matched filters; medical image processing; bone mineral density; fracture analysis; graph cuts; image registration; image segmentation; intensity; matched filter; osteoporosis; shape prior; spatial interaction; vector distance function; vertebral body; vertebral body analysis; Bones; Computed tomography; Image color analysis; Image segmentation; Labeling; Shape; Three dimensional displays; BMD measurements; Vertebral body (VB); shape based segmentation and registration;
fLanguage
English
Publisher
ieee
Conference_Titel
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location
Chicago, IL
ISSN
1945-7928
Print_ISBN
978-1-4244-4127-3
Electronic_ISBN
1945-7928
Type
conf
DOI
10.1109/ISBI.2011.5872805
Filename
5872805
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