Four-chamber heart modeling and automatic segmentation for 3D cardiac CT volumes

Progress in Biomedical Optics and Imaging - Proceedings of SPIE

Volumn 6914, Issue , 2008, Pages

  Zheng, Yefeng ^a   Georgescu, Bogdan ^a   Barbu, Adrian ^b   Scheuering, Michael ^c   Comaniciu, Dorin ^a  

^a SIEMENS CORPORATE RESEARCH   (United States)

^b FLORIDA STATE UNIVERSITY   (United States)

^c SIEMENS AG   (Germany)

Author keywords

3D object detection; Heart modeling; Heart segmentation

Indexed keywords

AUTOMATION; BOUNDARY CONDITIONS; COMPUTERIZED TOMOGRAPHY; IMAGE SEGMENTATION; MATHEMATICAL MODELS; ROBUST CONTROL;

AUTOMATIC DETECTION; HEART MODELING; HEART SEGMENTATION; OBJECT DETECTION;

BIOLOGICAL ORGANS;

EID: 43449118413     PISSN: 16057422     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.770710     Document Type: Conference Paper

References (27)

1. A. F. Frangi, W. J. Niessen, and M. A. Viergever, "Three-dimensional modeling for functional analysis of cardiac images: A review," IEEE Trans. Medical Imaging 20(1), pp. 2-25, 2001.
2. A. F. Frangi, D. Rueckert, and J. S. Duncan, "Three-dimensional cardiovascular image analysis," IEEE Trans. Medical Imaging 21(9), pp. 1005-1010, 2002.
3. O. Ecabert, J. Peters, and J. Weese, "Modeling shape variability for full heart segmentation in cardiac computed-tomography images," in Proc. of SPIE Medical Imaging, pp. 1199-1210, 2006.
4. J. von Berg and C. Lorenz, "Multi-surface cardiac modelling, segmentation, and tracking," in Proc. of Functional Imaging and Modeling of the Heart, pp. 1-11, 2005.
5. H. C. van Assen, M. G. Danilouchkine, A. F. Frangi, S. Ordas, J. J. M. Westernberg, J. H. C. Reiber, and B. P. F. Lelieveldt, "SPASM: A 3D-ASM for segmentation of sparse and arbitrarily oriented cardiac MRI data," Medical Image Analysis 10(2), pp. 286-303, 2006.
6. A. Andreopoulos and J. K. Tsotsos, "A novel algorithm for fitting 3-D active appearance models: Application to cardiac MRI segmentation," in Proc. Scandinavian Conf. Image Analysis, pp. 729-739, 2005.
7. S. C. Mitchell, J. G. Bosch, B. P. F. Lelieveldt, R. J. van Geest, J. H. C. Reiber, and M. Sonka, "3-D active appearance models: Segmentation of cardiac MR and ultrasound images," IEEE Trans. Medical Imaging 21(9), pp. 1167-1178, 2002.
8. Z. Bao, L. Zhukov, I. Guskov, J. Wood, and D. Breen, "Dynamic deformable models for 3D MRI heart segmentation," in Proc. of SPIE Medical Imaging, pp. 398-405, 2002.
9. C. Corsi, G. Saracino, A. Sarti, and C. Lamberti, "Left ventricular volume estimation for real-time three-dimensional echocardiography," IEEE Trans. Medical Imaging 21(9), pp. 1202-1208, 2002.
10. O. Gerard, A. C. Billon, J.-M. Rouet, M. Jacob, M. Fradkin, and C. Allouche, "Efficient model-based quantification of left ventricular function in 3-D echocardiography," IEEE Trans. Medical Imaging 21(9), pp. 1059-1068, 2002.
11. 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," Computerized Medical Imaging and Graphics 19(1), pp. 69-83, 1995.
12. K. Park, A. Montillo, D. Metaxas, and L. Axel, "Volumetric heart modeling and analysis," Communications of the ACM 48(2), pp. 43-48, 2005.
13. A. F. Frangi, D. Rueckert, J. A. Schnabel, and W. J. Niessen, "Automatic construction of multiple-object three-dimensional statistical shape models: Application to cardiac modeling," IEEE Trans. Medical Imaging 21(9), pp. 1151-1166, 2002.
14. C. Lorenz and N. Krahnstover, "Generation of point based 3D statistical shape models for anatomical objects," Computer Vision and Image Understanding 77(2), pp. 175-191, 2000.
15. R. H. Davies, C. J. Twining, T. F. Cootes, J. C. Waterton, and C. J. Taylor, "A minimum description length approach to statistical shape modeling," IEEE Trans. Medical Imaging 21(5), pp. 525-537, 2002.
16. W. Hong, B. Georgescu, X. S. Zhou, S. Krishnan, Y. Ma, and D. Comaniciu, "Database-guided simultaneous multi-slice 3D segmentation for volumetric data," in Proc. European Conf. Computer Vision, pp. 397-409, 2006.
17. M.-P. Jolly, "Automatic segmentation of the left ventricle in cardiac MR and CT images," Int. J. Computer Vision 70(2), pp. 151-163, 2006.
18. G. I. Sanchez-Ortiz, G. J. T. Wright, N. Clarke, J. Declerck, A. P. Banning, and J. A. Noble, "Automated 3-D echocardiography analysis compared with manual delineations and SPECT MUGA," IEEE Trans. Medical Imaging 21(9), pp. 1069-1076, 2002.
19. I. Wolf, M. Hastenteufel, R. D. Simone, M. Vetter, G. Glombitza, S. Mottl-Link, C. F. Vahl, and H.-P. Meinzer, "ROPES: A semiautomated segmentation method for accelerated analysis of three-dimensional echocardiographic data," IEEE Trans. Medical Imaging 21(9), pp. 1091-1104, 2002.
20. M. Lorenzo-Valdés, G. I. Sanchez-Ortiz, R. Mohiaddin, and D. Rueckert, "Atlas-based segmentation and tracking of 3D cardiac MR images using non-rigid registration," in Proc. Int'l Conf. Medical Image Computing and Computer Assisted Intervention, pp. 642-650, 2002.
21. P. Viola and M. Jones, "Rapid object detection using a boosted cascade of simple features," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 511-518, 2001.
22. H. Schramm, O. Ecabert, J. Peters, V. Philomin, and J. Weese, "Towards fully automatic object detection and segmentation," in Proc. of SPIE Medical Imaging, pp. 11-20, 2006.
23. Y. Zheng, A. Barbu, B. Georgescu, M. Scheuering, and D. Comaniciu, "Fast automatic heart chamber segmentation from 3D CT data using marginal space learning and steerable features," in Proc. Int'l Conf. Computer Vision, 2007.
24. Z. Tu, X. S. Zhou, A. Barbu, L. Bogoni, and D. Comaniciu, "Probabilistic 3D polyp detection in CT images: The role of sample alignment," in Proc. IEEE Conf. Computer Vision and Pattern Recognition, pp. 1544-1551, 2006.
25. T. F. Cootes, C. J. Taylor, D. H. Cooper, and J. Graham, "Active shape models-their training and application," Computer Vision and Image Understanding 61(1), pp. 38-59, 1995.
26. B. van Ginneken, A. F. Frangi, J. J. Staal, B. M. ter Haar Romeny, and M. A. Viergever, "Active shape model segmentation with optimal features," IEEE Trans. Medical Imaging 21(8), pp. 924-933, 2002.
27. F. L. Bookstein, "Principal warps: Thin-plate splines and the decomposition of deformation," IEEE Trans. Pattern Anal. Machine Intell. 11(6), pp. 567-585, 1989.