Spline-based cardiac motion tracking using velocity-encoded magnetic resonance imaging

被引:14
作者
Bergvall, Erik [1 ,2 ]
Hedstrom, Erik [2 ]
Bloch, Karin Markenroth [3 ]
Arheden, Hakan [2 ]
Sparr, Gunnar [1 ]
机构
[1] Univ Lund Hosp, Lund Inst Technol, Ctr Math Sci, S-22185 Lund, Sweden
[2] Univ Lund Hosp, Dept Clin Physiol, S-22185 Lund, Sweden
[3] Philips Med Syst, NL-5680 DA Best, Netherlands
关键词
cardiovascular system; image motion analysis; magnetic resonance imaging; spline functions; velocity measurement;
D O I
10.1109/TMI.2008.917244
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
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 semi quantitative visual scoring of the different methods.
引用
收藏
页码:1045 / 1053
页数:9
相关论文
共 32 条
[1]  
[Anonymous], CONTINUUM MECH
[2]  
Arai AE, 1999, MAGNET RESON MED, V42, P98, DOI 10.1002/(SICI)1522-2594(199907)42:1<98::AID-MRM14>3.0.CO
[3]  
2-H
[4]   MR IMAGING OF MOTION WITH SPATIAL MODULATION OF MAGNETIZATION [J].
AXEL, L ;
DOUGHERTY, L .
RADIOLOGY, 1989, 171 (03) :841-845
[6]   DEVELOPMENT AND EVALUATION OF TRACKING ALGORITHMS FOR CARDIAC WALL-MOTION ANALYSIS USING PHASE-VELOCITY MR-IMAGING [J].
CONSTABLE, RT ;
RATH, KM ;
SINUSAS, AJ ;
GORE, JC .
MAGNETIC RESONANCE IN MEDICINE, 1994, 32 (01) :33-42
[7]   Dense estimation of fluid flows [J].
Corpetti, T ;
Mémin, É ;
Pérez, P .
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2002, 24 (03) :365-380
[8]   A physics-based coordinate transformation for 3-D image matching [J].
Davis, MH ;
Khotanzad, A ;
Flamig, DP ;
Harms, SE .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1997, 16 (03) :317-328
[9]   In vitro verification of myocardial motion tracking from phase-contrast velocity data [J].
Drangova, M ;
Zhu, YD ;
Bowman, B ;
Pelc, NJ .
MAGNETIC RESONANCE IMAGING, 1998, 16 (08) :863-870
[10]   Effect of artifacts due to flowing blood on the reproducibility of phase-contrast measurements of myocardial motion [J].
Drangova, M ;
Zhu, YD ;
Pelc, NJ .
JMRI-JOURNAL OF MAGNETIC RESONANCE IMAGING, 1997, 7 (04) :664-668