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An adapted optical flow algorithm for robust quantification of cardiac wall motion from standard cine-MR examinations

Authors :
François Brunotte
Paul Walker
L. Legrand
M. Xavier
Alain Lalande
Laboratoire Electronique, Informatique et Image ( Le2i )
Université de Bourgogne ( UB ) -AgroSup Dijon - Institut National Supérieur des Sciences Agronomiques, de l'Alimentation et de l'Environnement-Centre National de la Recherche Scientifique ( CNRS )
Lalande, Alain
Université de Bourgogne ( UB ) -Centre National de la Recherche Scientifique ( CNRS ) -AgroSup Dijon - Institut National Supérieur des Sciences Agronomiques, de l'Alimentation et de l'Environnement
Laboratoire Electronique, Informatique et Image [UMR6306] (Le2i)
Université de Bourgogne (UB)-Centre National de la Recherche Scientifique (CNRS)-École Nationale Supérieure d'Arts et Métiers (ENSAM)
Arts et Métiers Sciences et Technologies
HESAM Université (HESAM)-HESAM Université (HESAM)-Arts et Métiers Sciences et Technologies
HESAM Université (HESAM)-HESAM Université (HESAM)-AgroSup Dijon - Institut National Supérieur des Sciences Agronomiques, de l'Alimentation et de l'Environnement
Source :
IEEE Transactions on Information Technology in Biomedicine (TITB), IEEE Transactions on Information Technology in Biomedicine (TITB), 2012, pp.1-10, IEEE Transactions on Information Technology in Biomedicine, IEEE Transactions on Information Technology in Biomedicine, Institute of Electrical and Electronics Engineers, 2012, 16 (5), pp.859-68. 〈10.1109/TITB.2012.2204893〉, IEEE Transactions on Information Technology in Biomedicine, Institute of Electrical and Electronics Engineers, 2012, 16 (5), pp.859-68. ⟨10.1109/TITB.2012.2204893⟩, IEEE Transactions on Information Technology in Biomedicine, Institute of Electrical and Electronics Engineers, 2012, pp.1-10
Publication Year :
2012
Publisher :
HAL CCSD, 2012.

Abstract

International audience; This paper presents a method for local myocardial motion estimation from a conventional steady-state free precession cine-MRI sequence using a modified phase-based optical flow (OF) technique. Initially, the technique was tested on synthetic images to evaluate its robustness with regards to Rician noise and to brightness variations. The method was then applied to cardiac images acquired on 11 healthy subjects. Myocardial velocity is measured in centimeter per second in each studied pixel and visualized as colored vectors superimposed on MRI images. The estimated phase-based OF results were compared with a reference OF method and gave similar results on synthetic images, i.e., without a significant difference of the mean angular error. Applied on cine-MRI of normal hearts, the calculated velocities from short-axis images concord with values obtained in the literature. The advantage of the presented method is its robustness with respect to Rician noise and to brightness changes often observed in cine-MRI sequences, and especially with the through-plane movement of the heart. Motion assessment using our method on cine-MR images gives promising results on motion estimation on a pixel-by-pixel basis, leading to a regional measurement of the time-velocity course of myocardial displacement in different segments of the heart wall.

Details

Language :
English
ISSN :
10897771
Database :
OpenAIRE
Journal :
IEEE Transactions on Information Technology in Biomedicine (TITB), IEEE Transactions on Information Technology in Biomedicine (TITB), 2012, pp.1-10, IEEE Transactions on Information Technology in Biomedicine, IEEE Transactions on Information Technology in Biomedicine, Institute of Electrical and Electronics Engineers, 2012, 16 (5), pp.859-68. 〈10.1109/TITB.2012.2204893〉, IEEE Transactions on Information Technology in Biomedicine, Institute of Electrical and Electronics Engineers, 2012, 16 (5), pp.859-68. ⟨10.1109/TITB.2012.2204893⟩, IEEE Transactions on Information Technology in Biomedicine, Institute of Electrical and Electronics Engineers, 2012, pp.1-10
Accession number :
edsair.doi.dedup.....c55021c55f93c22e4585bd527e4f88b3