Title :
Joint probability of shape and image similarities to retrieve 2D TRUS-MR slice correspondence for prostate biopsy
Author :
Mitra, Joydeep ; Ghose, Sarbani ; Sidibe, Desire ; Marti, Robert ; Oliver, Arnau ; Llado, Xavier ; Vilanova, J.C. ; Comet, J. ; Meriaudeau, Fabrice
Author_Institution :
Le2i, Univ. de Bourgogne, Le Creusot, France
fDate :
Aug. 28 2012-Sept. 1 2012
Abstract :
This paper presents a novel method to identify the 2D axial Magnetic Resonance (MR) slice from a pre-acquired MR prostate volume that closely corresponds to the 2D axial Transrectal Ultrasound (TRUS) slice obtained during prostate biopsy. The method combines both shape and image intensity information. The segmented prostate contours in both the imaging modalities are described by shape-context representations and matched using the Chi-square distance. Normalized mutual information and correlation coefficient between the TRUS and MR slices are computed to find image similarities. Finally, the joint probability values comprising shape and image similarities are used in a rule-based framework to provide the MR slice that closely resembles the TRUS slice acquired during the biopsy procedure. The method is evaluated for 20 patient datasets, of which 18 results match at least one of the two clinical expert choices.
Keywords :
biological organs; biomedical MRI; biomedical ultrasonics; cancer; image segmentation; medical image processing; probability; 2D TRUS-MR slice correspondence; 2D axial magnetic resonance slice; 2D axial transrectal ultrasound slice; Chi-square distance; MR prostate volume; correlation coefficient; image intensity information; image similarity; joint probability; normalized mutual information; prostate biopsy; rule based framework; segmented prostate contours; shape information; shape similarity; shape-context representations; Biopsy; Histograms; Image segmentation; Joints; Magnetic resonance imaging; Shape; Shape measurement; Biopsy; Humans; Magnetic Resonance Imaging; Male; Probability; Prostatic Neoplasms;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
DOI :
10.1109/EMBC.2012.6347219