Image-based detection of corpus callosum variability for more accurate discrimination between autistic and normal brains

Proceedings - International Conference on Image Processing, ICIP

Volumn , Issue , 2010, Pages 4337-4340

  Elnakib, Ahmed ^a   El Baz, Ayman ^a   Casanova, Manuel F ^b   Gimel'farb, Georgy ^c   Switala, Andrew E ^b  

^a University of Louisville   (United States)

^b University of Louisville School of Medicine   (United States)

^c UNIVERSITY OF AUCKLAND   (New Zealand)

Author keywords

Autism; Corpus callosum; Modeling; Segmentation

Indexed keywords

AUTISM; CENTERLINES; COMMUNICATION SKILLS; COMPARATIVE ANALYSIS; CONFIDENCE LEVELS; CORPUS CALLOSUM; CYLINDRICAL MAPPING; IMAGE-BASED; MAGNETIC RESONANCE IMAGES; MODELING; NEW APPROACHES; PERSONAL BEHAVIOR; PROCESSING STEPS; QUANTITATIVE ANALYSIS; SEGMENTATION; THREE-DIMENSIONAL (3D); VISUAL APPEARANCE;

IMAGE PROCESSING; IMAGING SYSTEMS; MAGNETIC RESONANCE; MAGNETIC RESONANCE IMAGING; VISUALIZATION;

THREE DIMENSIONAL;

EID: 78651065981     PISSN: 15224880     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICIP.2010.5652409     Document Type: Conference Paper

References (23)

1. P. Brambilla, A. Hardan, S. Nemi, "Brain anatomy and development in autism: review of MRI studies," Brain Research Bulletin, vol. 61, pp. 557-569, 2003.
2. M. Stevens, D. Fein, M. Dunn, et al., "Subgroups of children with autism by cluster analysis: a longitudinal examination," J Am Acad Child Adolesc Psychiatry, vol. 39, pp. 346-352, 2000.
3. E. Courchesne et al., "nusual brain growth patterns in early life in patients with autistic disorder: an mri study," Neurology, vol. 57, no. 2, pp. 245-254, 2001.
4. R. A. Carper, P. Moses, Z. D. Tigue, and E. Courchesne, "Cerebral lobes in autism: early hyperplasia and abnormal age effects," Neuroimage, vol. 16, pp. 1038-1051, 2002.
5. B. Egaas, E. Courchesne, and O. Saitoh, "Reduced size of corpus callosum in autism," Arch. Neurology, vol. 52, no. 8, pp. 794-801, 1995.
6. J. Piven, J. Bailey, B.J. Ranson, and S. Arndt, "An MRI study of the corpus callosum in autism," Am. J. Psychiatry, vol. 154, no. 8, pp. 1051-1056, 1997.
7. F. Manes, J. Piven, D. Vrancic, V. Nanclares, C. Plebst, and S. Starkstein, "An MRI study of the corpus callosum and cerebellum in mentally retarded autistic individuals," J. Neuropsychiatry Clin Neurosci, vol. 11, no. 4, pp. 470-474, 1999.
8. A.Y. Hardan, N.J. Minshew, and M.S. Keshavan, "Corpus callosum size in autism," Neurology, vol. 55, pp. 1033-1036, 2000.
9. M. K. Chung, K. M. Dalton, A. L. Alexander, and R. J. Davidson, "Less white matter concentration in autism: 2D voxel-based morphometry," Neuroimage, vol. 23, pp. 242-251, 2004.
10. Q. He, Y. Duan, J. Miles, and N. Takahashi, "Statistical Shape Analysis of the CorpusCallosum in Subtypes of Autism," Proc. 7th IEEE Int. Conf. BIBE, 14-17 Oct. 2007, pp. 1087-1091.
11. Q. He, K. Karsch, and Y. Duan, "Abnormalities in MRI traits of Corpus Callosum in Autism Subtype," Proc. 30th IEEE Int. Conf. EMBS, 20-25 Aug. 2008, pp. 3900-3903.
12. C. N. Vidal, R. Nicolson, T. J. DeVito, K. M. Hayashi, J. A. Geaga, D.J. Drost, P. C.Williamson, N. Rajakumar, Y. Sui, R.A. Dutton, A.W. Toga, and P. M. Thompson, "Mapping corpus callosum deficits in autism: An index of aberrant cortical connectivity," Biol Psychiatry, vol. 60, no. 3, pp. 218-225, 2006.
13. Statistical Parametric Mapping (SPM) Software, Available: http://www.fil.ion.ucl.ac.uk/spm/.
14. R. Schinzinger, Conformal Mapping: Methods and Applications, Courier Dover Publications, 2003.
15. S. Wang, Y. Wang, M. Jin, X. Gu, and D. Samaras, "Conformal geometry and its applications on 3D shape matching, recognition and stitching," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 7, pp. 1029-1220, 2007.
16. W. Hong, X.Gu, F. Qiu, M. Jin, and A. Kaufman, "Conformal virtual colon flattening," Proc. ACM Symp. Solid and Physical Modeling, Wales, UK, 2006, pp. 85-93.
17. A. El-Baz and A. Farag, "Image Segmentation Using GMRF Models: Parameters Estimation and Applications," Proc. of IEEE International Conference on Image Processing (ICIP'03), Barcelona, Spain, September 1417, 2003, vol. II, pp. 177180.
18. A. El-Baz and G. Gimel'farb, "EMBased Approximation of Empirical Distributions with Linear Combinations of Discrete Gaussians," Proc. IEEE Int. Conf. Image Processing, San Antonio, Texas, USA, Sept. 16-19, 2007, vol. 4, pp. 373-376.
19. P. Viola and W. M. Wells, "Alignment by maximization of mutual information," Proc. 5th Int. Conf. Comp. Vision, 1995, pp. 16-23.
20. L. Cohen and R. Kimmel, "Global minimum for active contour models: A minimal path approach," Int. J. Computer Vision, vol. 24, no. 1, pp. 57-78, 1997.
21. D. Adalsteinsson and J. Sethian, "A fast level set method for propagating interfaces," J. Computational Physics, vol. 118, no. 2, pp. 269-277, 1995.
22. A. Tsai, A. Yezzi, W. Wells, et al., "A shape based approach to the segmentation of medical imagery using level sets," IEEE Trans. Medical Imaging, vol. 22, pp. 137-154, 2003.
23. T. Cootes and C. Taylor, "A mixture model for representing shape variation," Image Vision Computing, pp. 567-574, 1999.