6533b7ddfe1ef96bd1274065

RESEARCH PRODUCT

Weighted Likelihood Function of Multiple Statistical Parameters to Retrieve 2D TRUS-MR Slice Correspondece for Prostate Biopsy

Josep CometDésiré SidibéArnau OliverSoumya GhoseFabrice MeriaudeauJhimli MitraJoan C. VilanovaXavier LladóRobert Martí

subject

Ground truthProstate biopsySimilarity (geometry)Correlation coefficientmedicine.diagnostic_test[ INFO.INFO-IM ] Computer Science [cs]/Medical Imagingbusiness.industryStatistical parameter[INFO.INFO-IM] Computer Science [cs]/Medical ImagingMagnetic resonance imagingPattern recognition02 engineering and technologyImage segmentationurologic and male genital diseases030218 nuclear medicine & medical imaging03 medical and health sciences0302 clinical medicine0202 electrical engineering electronic engineering information engineeringmedicine[INFO.INFO-IM]Computer Science [cs]/Medical ImagingBhattacharyya distance020201 artificial intelligence & image processingArtificial intelligencebusinessMathematics

description

International audience; 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 shape-context representations of the segmented prostate contours in both the imaging modalities are used to establish point correspondences using Bhattacharyya distance. Thereafter, Chi-square distance is used to find the prostate shape similarities between the MR slices and the TRUS slice. Normalized mutual information and correlation coefficient between the TRUS and MR slices are computed to find the information theoretic similarities between the TRUSMR slices. The maximum of the weighted likelihood function of the afore-mentioned statistical similarity measures finally yields the MR slice that closely resembles the TRUS slice acquired during the biopsy procedure. The method is evaluated for 20 patient datasets and close matches with the ground truth are obtained for 16 cases.

https://hal.archives-ouvertes.fr/hal-00695554