A FAST AND ROBUST METHOD FOR VOLUMETRIC MRI BRAIN EXTRACTION
Sami Bourouis, Kamel Hamrouni
2008
Abstract
This paper presents a method for magnetic resonance imaging (MRI) segmentation and the extraction of main brain tissues. The method uses an image processing technique based on level-set approach and EM-algorithm. The paper describes the main features of the method, and presents experimental results with real volumetric images in order to evaluate the performance of the method.
References
- Davatzikos, C. and Bryan, R. (1996). Using a deformable surface model to obtain a shape representation of the cortex. IEEE Trans. Med. Imag, 15:785-795.
- Dempster, A., Laird, N., and Rubin, D. (1977). Maximum likelihood from in complete data via the em algorithm. Journal of the Royal Statistical Society, 1:1-38.
- Kass, M., Witkin, A., and Terzopoulos, D. (1987). Snakes: Active contour models. Int. J. Comput. Vis., 1:321- 331.
- Lorensen, W. and Cline, H. (1987). Marching cubes: A high-resolution 3-d surface construction algorithm. ACM Comput. Graph, 21:163-170.
- Osher, S. and Sethian, J. (1988). Fronts propagating with curvature-dependent speed: Algorithms based on Hamilton-Jacobi formulations. Journal of Computational Physics, 79:12-49.
- Perona, P. and Malik, J. (1990). Ieee transactions on pattern analysis machine intelligence. IEEE Trans. Med. Imaging, 12:629-639.
- Pham, D., Xu, C., and Prince, J. (1998). A survey of current methods in medical image segmentation. Technical report, Johns Hopkins University, Baltimore.
- Sandor, S. and Leahy, R. (1997). Surface-based labeling of cortical anatomy using a deformable atlas. IEEE Trans. Med. Imaging, 16:41-54.
- Sarang, L. (2000). 3D segmentation techniques for medical volumes. Technical report, State University of New York at Stony Brook.
- Sethian, J. (1996). Level set methods and fast marching methods. Cambridge University Press.
- Shattuck, D., Leahy, S. S., Schaper, K., Rottenberg, D., and Leahy, R. (2001). Magnetic resonance image tissue classification using a partial volume model. Neuroimage, 13:856-876.
- Smith, S. (2002). Robust automated brain extraction. Human Brain Mapping, 17:143-155.
- Suri, J., Singh, S., and Reden, L. (2002). Computer vision and pattern recognition techniques for 2-d and 3-d mr cerebral cortical segmentation (part i): A state-of-theart review. Pattern Analysis and Applications, 5:46- 76.
- Whitaker, R. (2000). Reducing aliasing artifacts in isosurfaces of binary volumes. IEEE Volume Visualization and Graphics Symposium, 21:23-32.
- Xu, C., Pham, D., Rettmann, M., Yu, D., and Prince, J. (1999). Reconstruction of the human cerebral cortex from magnetic resonance images. IEEE Transactions on Medical Imaging, 18:467-480.
Paper Citation
in Harvard Style
Bourouis S. and Hamrouni K. (2008). A FAST AND ROBUST METHOD FOR VOLUMETRIC MRI BRAIN EXTRACTION . In Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008) ISBN 978-989-8111-21-0, pages 461-466. DOI: 10.5220/0001078604610466
in Bibtex Style
@conference{visapp08,
author={Sami Bourouis and Kamel Hamrouni},
title={A FAST AND ROBUST METHOD FOR VOLUMETRIC MRI BRAIN EXTRACTION},
booktitle={Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)},
year={2008},
pages={461-466},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001078604610466},
isbn={978-989-8111-21-0},
}
in EndNote Style
TY - CONF
JO - Proceedings of the Third International Conference on Computer Vision Theory and Applications - Volume 1: VISAPP, (VISIGRAPP 2008)
TI - A FAST AND ROBUST METHOD FOR VOLUMETRIC MRI BRAIN EXTRACTION
SN - 978-989-8111-21-0
AU - Bourouis S.
AU - Hamrouni K.
PY - 2008
SP - 461
EP - 466
DO - 10.5220/0001078604610466