Cardiac motion recovery via active trajectory field models

IEEE Transactions on Information Technology in Biomedicine

Volumn 13, Issue 2, 2009, Pages 226-235

  Gilliam, Andrew D ^a,b   Epstein, Frederick H ^c   Acton, Scott T ^c  

^a University of Virginia   (United States)

^b NONE

^c University of Virginia   (United States)

Author keywords

Active models; Cardiac MRI; Computational intelligence; Deformable models; Displacement encoding with stimulated echoes (DENSE); Image analysis; Left ventricular function; Myocardial tagging

Indexed keywords

ARTIFICIAL INTELLIGENCE; COMPUTATIONAL METHODS; DEFORMATION; ENCODING (SYMBOLS); IMAGE ANALYSIS; INTELLIGENT CONTROL; MEDICAL IMAGING; MOTION ESTIMATION;

ACTIVE MODELS; CARDIAC MRI; COMPUTATIONAL INTELLIGENCE; DEFORMABLE MODELS; DISPLACEMENT ENCODING WITH STIMULATED ECHOES (DENSE); LEFT VENTRICULAR FUNCTION; MYOCARDIAL TAGGING;

PHYSIOLOGICAL MODELS;

ALGORITHM; ANIMAL; ARTICLE; ARTIFICIAL INTELLIGENCE; BIOLOGICAL MODEL; HEART; HEART INFARCTION; IMAGE PROCESSING; METHODOLOGY; MOUSE; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOPHYSIOLOGY; PHYSIOLOGY; PRINCIPAL COMPONENT ANALYSIS;

ALGORITHMS; ANIMALS; ARTIFICIAL INTELLIGENCE; HEART; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING, CINE; MICE; MODELS, CARDIOVASCULAR; MYOCARDIAL INFARCTION; PRINCIPAL COMPONENT ANALYSIS;

EID: 63349110829     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2008.2009221     Document Type: Article

References (34)

1. L. Axel and L. Dougherty, "MR imaging of motion with spatial modulation of magnetization," Radiology, vol. 171, pp. 841-845, 1989.
2. L. Axel and L. Dougherty, "Heart wall motion: Improved method of spatial modulation of magnetization for MR imaging," Radiology, vol. 172, pp. 349-350, 1989.
3. E. A. Zerhouni, D. M. Parish, W. J. Rogers, A. Yang, and E. P. Shapiro, "Human heart: Tagging with MR imaging - A method for noninvasive assessment of myocardial motion," Radiology, vol. 169, pp. 59-63, 1988.
4. P. V. Dijk, "Direct cardiac NMR imaging of heart wall and blood flow velocity," J. Comput. Assisted Tomogr., vol. 8, pp. 429-436, 1984.
5. D. Bryant, J. Payne, D. Firmin, and D. Longmore, "Measurement of flow with NMR imaging using gradient pulse and phase difference technique," J. Comput. Assisted Tomogr., vol. 8, pp. 588-593, 1984.
6. N. F. Osman, E. R. McVeigh, and J. L. Prince, "Imaging heart motion using harmonic phase MRI," IEEE Trans. Med. Imag., vol. 19, no. 3, pp. 186-202, Mar. 2000.
7. A. H. Aletras, S. Ding, R. S. Balaban, and H. Wen, "DENSE: Displacement encoding with stimulated echoes in cardiac functional MRI," J. Magn. Reson., vol. 137, pp. 247-252, 1999.
8. D. Kim, W. D. Gilson, C. M. Kramer, and F. H. Epstein, "Myocardial tissue tracking with two-dimensional cine displacement-encoded MR imaging: Development and initial evaluation," Radiology, vol. 230, pp. 862-871, 2004.
9. W. D. Gilson, Z. Yang, B. A. French, and F. H. Epstein, "Measurement of myocardial mechanics in mice before and after infarction using multislice displacement-encoded MRI with 3D motion encoding," Amer. J. Physiol. Heart Circ. Physiol., vol. 288, pp. H1491-H1497, 2005.
10. B. S. Spottiswoode, X. Zhong, A. T. Hess, C. M. Kramer, E. M. Meintjes, B. M. Mayosi, and F. H. Epstein, "Tracking myocardial motion from cine DENSE images using spatiotemporal phase unwrapping and temporal fitting," IEEE Trans. Med. Imag., vol. 26, no. 1, pp. 15-30, Jan. 2007.
11. X. Zhong, R. Janiczek, B. French, R. Roy, C. Kramer, C. Meyer, and F. Epstein, "Spiral cine DENSE MRI at 7T for quantification of regional function in the mouse heart," presented at the 16th Sci. Meeting Int. Soc. Magn. Reson. Med., Toronto, ON, Canada, 2008, Program 580.
12. M. Kass, A. Witkin, and D. Terzopoulos, "Snakes: Active contour models," Int. J. Comput. Vis., vol. 1, pp. 321-331, 1988.
13. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham, "Active shape models - Their training and application," Comput. Vis. Image Understanding, vol. 61, pp. 38-59, 1995.
14. T. F. Cootes, G. J. Edwards, and C. J. Taylor, "Active appearance models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 6, pp. 681-685, Jun. 2001.
15. D. Terzopoulos, A. Witkin, and M. Kass, "Constraints on deformable models - Recovering 3D shape and nonrigid motion," Artif. Intell. vol. 36, pp. 91-123, 1988.
16. G. Wahba, Spline Models for Observational Data. Philadelphia, PA: SIAM, 1990.
17. D. C. Ghiglia and M. D. Pritt, Two-Dimensional Phase Unwrapping: Theory, Algorithms and Software. New York: Wiley/Interscience, 1998.
18. C. Truesdell and W. Noll, The Non-Linear Field Theories of Mechanics New York: Springer-Verlag, 2004.
19. R. Zhou, S. Pickup, J. D. Glickson, C. H. Scott, and V. A. Ferrari, "Assessment of global and regional myocardial function in the mouse using cine and tagged MRI," Magn. Reson. Med., vol. 49, pp. 760-764, 2003.
20. C. Pluempitiwiriyawej, J. M. F. Moura, W. Y.-J. Lin, and H. Chien, "STACS: New active contour scheme for cardiac MR image segmentation," IEEE Trans. Med. Imag., vol. 24, no. 5, pp. 593-603, May 2005.
21. T. McInerney and D. Terzopoulos, "A dynamic finite element surface model for segmentation and tracking in multidimensional medical images with application to cardiac 4D image analysis," Comput. Med. Imag. Graph., vol. 19, pp. 69-83, 1995.
22. V. Chalana, D. T. Linker, D. R. Haynor, and K. Yongmin, "A multiple active contour model for cardiac boundary detection on echocardiographic sequences," IEEE Trans. Med. Imag., vol. 15, no. 3, pp. 290-298, Jun. 1996.
23. T. F. Cootes, A. Hill, C. J. Taylor, and J. Haslam, "Use of active shape models for locating structures in medical images," Image Vis. Comput., vol. 12, pp. 355-366, 1994.
24. S. C. Mitchell, B. P. F. Lelieveldt, R. J. Van Der Geest, H. G. Bosch, J. H. C. Reiver, and M. Sonka, "Multistage hybrid active appearance model matching: Segmentation of left and right ventricles in cardiac MR images," IEEE Trans. Med. Imag., vol. 20, no. 5, pp. 415-423, May 2001.
25. S. C. Mitchell, J. G. Bosch, B. P. F. Lelieveldt, R. J. Van Der Geest, J. H. C. Reiber, and M. Sonka, "3-D active appearance models: Segmentation of cardiac MR and ultrasound images," IEEE Trans. Med. Imag., vol. 21, no. 9, pp. 1167-1178, Sep. 2002.
26. J. G. Bosch, S. C. Mitchell, B. P. F. Lelieveldt, F. Nijland, O. Kamp, M. Sonka, and J. H. C. Reiber, "Automatic segmentation of echocardiographic sequences by active appearance motion models," IEEE Trans. Med. Imag., vol. 21, no. 11, pp. 1374-1383, Nov. 2002.
27. R. Beichel, H. Bischof, F. Leberl, and M. Sonka, "Robust active appearance models and their application to medical image analysis," IEEE Trans. Med. Imag., vol. 24, no. 9, pp. 1151-1169, Sep. 2005.
28. F. L. Bookstein, "Principal warps: Thin-plate splines and the decomposition of deformations," IEEE Trans. Pattern Anal. Mach. Intell., vol. 11, no. 6, pp. 567-585, Jun. 1989.
29. S. T. Acton and A. C. Bovik, "Piecewise and local image models for regularized image restoration using cross-validation," IEEE Trans. Image Process., vol. 8, no. 5, pp. 652-665, May 1999.
30. A. D. Gilliam and S. T. Acton, "Murine spatiotemporal cardiac segmentation," in Proc. Asilomar Conf. Signals, Syst. Comput. (ACSSC), 2007, pp. 737-740.
31. J. C. Gower and G. B. Dijksterhuis, Procrustes Problems. New York: Oxford Univ. Press, 2004.
32. E. Aarts and J. Korst, Simulated Annealing and Boltzmann Machines: A Stochastic Approach to Combinatorial Optimization and Neural Computing New York: Wiley, 1989.
33. J. Bland and D. Altman, "Statistical methods for assessing agreement between two methods of clinical measurement," Lancet, vol. i, pp. 307-310, 1986.
34. M. D. Cerqueira, N. J. Weissman, V. Dilsizian, A. K. Jacobs, S. Kaul, W. K. Laskey, D. J. Pennell, J. A. Rumberger, T. Ryan, and M. S. Verani, "Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart: A statement for healthcare professionals from the cardiac imaging committee of the council on clinical cardiology of the American Heart Association," Circulation, vol. 105, pp. 539-542, 2002.