DocumentCode :
2805383
Title :
The minimal entropy prior for simultaneous reconstruction and segmentation of in vivo microct trabecular bone images
Author :
Depypere, M. ; Nuyts, J. ; Laperre, K. ; Carmeliet, G. ; Maes, F. ; Suetens, P.
Author_Institution :
Med. Image Comput. (ESAT/PSI), Katholieke Univ. Leuven, Leuven, Belgium
fYear :
2009
fDate :
June 28 2009-July 1 2009
Firstpage :
586
Lastpage :
589
Abstract :
We present the minimal entropy prior for the iterative reconstruction of muCT projection data using the maximum a posteriori (MAP) framework. The minimal entropy prior restricts the number of intensity values in the reconstruction without requiring a priori information about the number of image tissues or tissue intensity estimates. We utilise the presented prior in the MAP framework to simultaneously reconstruct and segment trabecular bone from low quality muCT images. The MAP approach allows the straightforward incorporation of the in vivo scanner point spread function, while the entropy prior yields a segmentation that obeys to projection data.
Keywords :
bone; computerised tomography; image reconstruction; image segmentation; medical image processing; minimum entropy methods; optical transfer function; image segmentation; iterative reconstruction; maximum a posteriori framework; micro computed tomography; minimal entropy prior; point spread function; trabecular bone; Biomedical imaging; Cancellous bone; Computed tomography; Entropy; Image reconstruction; Image resolution; Image segmentation; In vivo; Joints; Mice; µCT; Image reconstruction; entropy; image segmentation; transmission tomography;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2009. ISBI '09. IEEE International Symposium on
Conference_Location :
Boston, MA
ISSN :
1945-7928
Print_ISBN :
978-1-4244-3931-7
Electronic_ISBN :
1945-7928
Type :
conf
DOI :
10.1109/ISBI.2009.5193115
Filename :
5193115
Link To Document :
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