Segmentation of dual modality brain PET/CT images using the MAP-MRF model

Proceedings of the 2008 IEEE 10th Workshop on Multimedia Signal Processing, MMSP 2008

Volumn , Issue , 2008, Pages 107-110

  Xia, Yong ^a,c   Wen, Lingfeng ^a,b,c   Eberl, Stefan ^a,b   Fulham, Michael ^a,b,d   Feng, Dagan ^a,c  

^a UNIVERSITY OF SYDNEY   (Australia)

^b ROYAL PRINCE ALFRED HOSPITAL   (Australia)

^c HONG KONG POLYTECHNIC UNIVERSITY   (Hong Kong)

^d University of Sydney   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

CONFORMAL MAPPING; HIDDEN MARKOV MODELS; HOSPITAL DATA PROCESSING; IMAGE ENHANCEMENT; IMAGE PROCESSING; IMAGE SEGMENTATION; POSITRON EMISSION TOMOGRAPHY; SIGNAL PROCESSING; STRUCTURAL FRAMES; TECHNICAL PRESENTATIONS;

A POSTERIORI; AUTOMATED SEGMENTATIONS; BRAIN STRUCTURES; CLINICAL PRACTICES; CT DATUMS; DUAL MODALITIES; EXPECTATION MAXIMIZATIONS; FULL INFORMATIONS; HIGH RESOLUTIONS; IMAGE PAIRS; LOWER NOISES; MRF MODELS; NOVEL ALGORITHMS; PATIENT DATUMS; RANDOM FIELDS; RESEARCH EFFORTS; SEGMENTATION METHODS; SEGMENTATION RESULTS; WHITE MATTERS;

SIMULATED ANNEALING;

EID: 58049100304     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MMSP.2008.4665057     Document Type: Conference Paper

References (17)

1. J.R. Petrella, R.E. Coleman, and P. M. Doraiswamy, "Neuroimaging and early diagnosis of Alzheimer Disease: A look to the Future," Radiology, vol. 226, no. 2, pp. 315-336, Feb. 2003.
2. D.W. Townsend, J.P.J. Carney, J.T. Yap, and N.C. Hall, "PET/CT today and tomorrow", J. Nucl. Med., vol. 45, pp. 4S-14S, 2004.
3. J. Mykkänen, M. Juhola, and U. Ruotsalainen, "Extracting VOIs from brain PET images," International Journal of Medical Informatics, vol. 58-59, pp. 51-57, Sep. 2000.
4. W. Zhu, T. Jiang, "Automation segmentation of PET image for brain tumors," in Conf. Rec. 2003 IEEE Conf. Nuclear Science Symp., vol. 4, pp. 2627-2629.
5. J. Ashburner, and K.J. Friston, "Multimodal Image Coregistration and Partitioning - a Unified Framework," NeuroImage, vol. 6, pp. 209-217, 1997.
6. J. Ashburner, and K.J. Friston, "Unified segmentation," Neuroimage, vol. 26, no. 3, pp. 839-851, 2005.
7. Y. Xia, L. Wen, S. Eberl, M. Fulham, and D. Feng, "Segmentation of brain structures using PET-CT images," in Proc. of the 5th International Conference on Information Technology and Applications in Biomedicine (ITAB 2008), Shenzhen, China, May 30-31, 2008.
8. S. Geman, and D. Geman, "Stochastic relaxation, Gibbs distributions and the Bayesian restoration of images," IEEE Trans. Pattern Anal. Machine Intell., vol. MPAI-6, no. 6, pp. 721-741, Nov. 1984.
9. S.Z. Li, "Modeling image analysis problems using Markov random fields," in C. R. Rao and D. N. Shanbhag (ed), Stochastic Processes: Modeling and simulation, vol. 20 of Handbook of Statistics. Elsevier Science, 2000, pp. 1-43.
10. H. Deng, and D.A. Clausi, "Unsupervised image segmentation using a simple MRF model with a new implementation scheme," Pattern Recognit., vol. 37, no. 12, pp. 2323-2335, 2004.
11. Y. Xia, D. Feng, and R. Zhao, "Adaptive Segmentation of Textured Images by Using the Coupled Markov Random Field Model," IEEE Trans. Image Processing, vol. 15, pp. 3559-3566, Nov. 2006.
12. I. G. Zubal, C. R. Harrell, E. O. Smith, Z. Rattner, G. Gindi, and P.B. Hoffer, "Computerized 3-dimensional segmented human anatomy," Med. Phys., vol. 21, pp. 299-302, Feb. 1994.
13. A. Reilhac, G. Batan, C. Michel, C. Grova, J. Tohka, N. costes, and A.C. Evans, "PET-SORTEO: Validation and Development of database of simulated PET volumes," IEEE Trans. on Nucl. Sci., vol. 52, no. 5, pp. 46-52, 2005.
14. R. S. J. Frackowiak, K. J. Friston, C. D. Frith, et al., Human Brain Function. Amsterdam; Boston: Elsevier Academic Press, 2004.
15. J.M. Hammersley, and P. Clifford, "Markov field on finite graphs and lattices", unpublished, 1971.
16. S. Kirkpatrick, C. D. Gelatt Jr, and M. P. Vecchi, "Optimization by simulated annealing," Science, vol. 220, no. 4598, pp. 671-680, 1983.
17. A.P. Zijdenbos, B.M. Dawant, R.A. Margolin, and A.C. Palmer, "Morphometric analysis of white matter lesions in MR images: Methods and validation," IEEE Trans. on Med. Imag., vol. 13, no. 4, pp. 716-724, Dec. 1994.