• DocumentCode
    1541066
  • Title

    An Adapted Optical Flow Algorithm for Robust Quantification of Cardiac Wall Motion From Standard Cine-MR Examinations

  • Author

    Xavier, M. ; Lalande, A. ; Walker, P.M. ; Brunotte, F. ; Legrand, L.

  • Author_Institution
    Lab. d´Electron., Inf. et Image, Univ. de Bourgogne, Dijon, France
  • Volume
    16
  • Issue
    5
  • fYear
    2012
  • Firstpage
    859
  • Lastpage
    868
  • Abstract
    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.
  • Keywords
    biomedical MRI; brightness; cardiology; image sequences; medical image processing; motion estimation; MRI image; Rician noise; adapted optical flow algorithm; brightness variation; cardiac image; cardiac wall motion; colored vectors; heart wall; local myocardial motion estimation; mean angular error; modified phase-based optical flow technique; motion assessment; myocardial displacement; myocardial velocity; phase-based OF; pixel-by-pixel basis; robust quantification; standard cine-MR examinations; steady-state free precession cine-MRI sequence; synthetic image; time-velocity course; Brightness; Computer vision; Image motion analysis; Myocardium; Noise; Optical filters; Optical imaging; Cine-MRI; heart; motion estimation; optical flow (OF); Adult; Algorithms; Female; Heart; Humans; Image Processing, Computer-Assisted; Magnetic Resonance Imaging, Cine; Male; Middle Aged;
  • fLanguage
    English
  • Journal_Title
    Information Technology in Biomedicine, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1089-7771
  • Type

    jour

  • DOI
    10.1109/TITB.2012.2204893
  • Filename
    6218184