TY - JOUR
T1 - Spline-based cardiac motion tracking using velocity-encoded magnetic resonance imaging.
AU - Bergvall, Erik
AU - Hedström, Erik
AU - Markenroth Bloch, Karin
AU - Arheden, Håkan
AU - Sparr, Gunnar
PY - 2008
Y1 - 2008
N2 - This paper deals with the problem of tracking cardiac motion and deformation using velocity-encoded magnetic resonance imaging. We expand upon an earlier described method and fit a spatiotemporal motion model to measured velocity data. We investigate several different spatial elements both qualitatively and quantitatively using phantom measurements and data from human subjects. In addition, we also use optical flow estimation by the Horn-Schunk method as complementary data in regions where the velocity measurements are noisy. Our results show that it is possible to obtain good motion tracking accuracy in phantoms with relatively few spatial elements, if the type of element is properly chosen. The use of optical flow can correct some measurement artifacts but may give an underestimation of the magnitude of the deformation. In human subjects the different spatial elements perform quantitatively in a similar way but qualitative differences exists, as shown by a semiquantitative visual scoring of the different methods.
AB - This paper deals with the problem of tracking cardiac motion and deformation using velocity-encoded magnetic resonance imaging. We expand upon an earlier described method and fit a spatiotemporal motion model to measured velocity data. We investigate several different spatial elements both qualitatively and quantitatively using phantom measurements and data from human subjects. In addition, we also use optical flow estimation by the Horn-Schunk method as complementary data in regions where the velocity measurements are noisy. Our results show that it is possible to obtain good motion tracking accuracy in phantoms with relatively few spatial elements, if the type of element is properly chosen. The use of optical flow can correct some measurement artifacts but may give an underestimation of the magnitude of the deformation. In human subjects the different spatial elements perform quantitatively in a similar way but qualitative differences exists, as shown by a semiquantitative visual scoring of the different methods.
KW - Heart: physiology
KW - Heart: anatomy & histology
KW - Image Enhancement: methods
KW - Image Interpretation
KW - Magnetic Resonance Imaging: methods
KW - Computer-Assisted: methods
KW - Movement: physiology
KW - Pattern Recognition
KW - Automated: methods
UR - https://doi.org/10.1109/TMI.2010.2102430
U2 - 10.1109/TMI.2008.917244
DO - 10.1109/TMI.2008.917244
M3 - Article
C2 - 18672422
SN - 1558-254X
VL - 27
SP - 1045
EP - 1053
JO - IEEE Transactions on Medical Imaging
JF - IEEE Transactions on Medical Imaging
IS - 8
ER -