Title :
Monogenic phase based myocardial motion analysis from cardiac ultrasound with transverse oscillations
Author :
Alessandrini, M. ; Liebgott, H. ; Friboulet, D. ; Bernard, O.
Author_Institution :
CREATIS, Univ. Lyon 1, Lyon, France
Abstract :
We present a motion estimation algorithm for cardiac ultrasound images with transverse oscillations after baseband demodulation in the axial direction (B-mode TO). Our algorithm computes the motion by solving the optical-flow equation locally on a sliding spatial window. Conservation of the monogenic phase is assumed in lieu of the traditional pixel brightness. A local affine model accounts for typical cardiac motions as contraction/expansion and shearing. A coarse-to-fine B-spline scheme allows a robust and effective computation of the model parameters. To improve the precision of the estimate, we adopt a pyramidal refinement scheme based on the multiband nature of B-mode TO images: the lowest harmonic is used to produce a rough estimate of the displacement; higher harmonics are then used to refine it thanks to their higher level of detail. Performance was evaluated on realistic simulated cardiac ultrasound sequences and compared to a well-established algorithm. With respect to the latter, our algorithm produced an average reduction of 40.8% of the endpoint error. Also, the contribution of the higher lateral harmonics typical of B-mode TO images was shown to considerably improve the estimation accuracy.
Keywords :
biomedical ultrasonics; cardiology; image motion analysis; image sequences; medical image processing; ultrasonic imaging; baseband demodulation; cardiac ultrasound; coarse-to-fine B-spline scheme; contraction motion; estimation accuracy; expansion motion; monogenic phase; motion estimation algorithm; myocardial motion analysis; optical flow equation; pyramidal refinement scheme; shearing motion; sliding spatial window; traditional pixel brightness; transverse oscillation; Algorithm design and analysis; Estimation; Mathematical model; Motion estimation; Oscillators; Standards; Ultrasonic imaging;
Conference_Titel :
Ultrasonics Symposium (IUS), 2012 IEEE International
Conference_Location :
Dresden
Print_ISBN :
978-1-4673-4561-3
DOI :
10.1109/ULTSYM.2012.0273