Multi-modal medical image registration: From information theory to optimization objective

International Conference on Digital Signal Processing, DSP

Volumn 1, Issue , 2002, Pages 407-414

  Butz, Torsten ^a   Cuisenaire, Olivier ^a   Thiran, Jean Philippe ^a  

^a EPFL   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

DIGITAL SIGNAL PROCESSING; FUNCTIONS; IMAGE REGISTRATION; INFORMATION THEORY; SIGNAL PROCESSING;

IMAGE FEATURES; IMAGE INTENSITIES; MATHEMATICAL FOUNDATIONS; MATHEMATICAL FRAMEWORKS; MUTUAL INFORMATIONS; OBJECTIVE FUNCTIONS; THEORETICAL APPROACH; THEORETICAL FRAMEWORK;

MEDICAL IMAGING;

EID: 11244325240     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDSP.2002.1027909     Document Type: Conference Paper

References (22)

1. P. Viola and W.M. Wells III, "Alignment by maximization of mutual information," in Fifth Int. Conf. on Computer Vision, 1995, pp. 16-23.
2. F. Maes, A. Collignon, D. Vandermeulen, G. Marchai, and P. Suetens, "Multimodality image registration by maximization of mutual information," IEEE Transactions on Medical Imaging, vol. 16, no. 2, pp. 187-198, April 1997.
3. Trevor Darrell, John W. Fisher III, Paul Viola, and William Freeman, "Audio-visual segmentation and the "cocktail party effect"," in International Conference on Multimodal Interfaces, 2001.
4. J.W. Fisher III and J.C. Principe, "A methodology for information theoretic feature extraction," in World Congress on Computational Intelligence, March 1998.
5. Robert M. Fano, Transmission of Information: A Statistical Theory of Communication, MIT Press and John Wiley & Sons, 1961.
6. T.M. Cover and J. A. Thomas, Elements of Information Theory, John Wiley & Sons, Inc., 1991.
7. C. Studholme, D.J. Hawkes, and D.L.G. Hill, "An overlap invariant entropy measure of 3D medical image alignment," Pattern Recognition, vol. 32, pp. 71-86, 1999.
8. C.E. Shannon, "A mathematical theory of communication," Bell Sys. Tech. Journal, vol. 27, pp. 379-423, 623-656, 1948.
9. Deniz Erdogmus and José C. Principe, "Information transfer through classifiers and its relation to probability of error," in Proceedings of the International Joint Conference on Neural Networks, Washington D.C., USA, July 2001.
10. M. Unser, A. Aldroubi, andM. Eden, "B-spline signal processing: Part I - Theory," IEEE Transactions on Signal Processing, vol. 41, no. 2, pp. 821-833, February 1993.
11. M. Unser, A. Aldroubi, and M. Eden, "B-spline signal processing: Part II - Efficient design and applications," IEEE Transactions on Signal Processing, vol. 41, no. 2, pp. 834-848, February 1993.
12. L. Devroye and L. Györfi, Non-parametric Density Estimation, John Wiley & Sons, 1985.
13. Torsten Butz and Jean-Philippe Thiran, "Multimodal signal processing: An information theoretical framework," Tech. Rep. 02.01, Signal Processing Institute (ITS), Swiss Federal Institute of Technology (EPFL), 2002, http://ltswww.epfl.ch/~brain/.
14. J.N. Kapur and H.K. Kesavan, Entropy Optimization Principles with Applications, Academic Press, Inc., 1992.
15. Mark Holden, Derek L.G. Hill, Erika R.E. Denton, Jo M. Jarosz, Tim C.S. Cox, and David J. Hawkes, "Voxel similarity measures for 3D serial MR brain image registration," in Information Processing in Medical Imaging (IPMI), 1999, vol. 1613, pp. 466-471.
16. A. Roche, G. Malandin, X. Pennec, and N. Ay-ache, "The correlation ratio as a new similarity measure for mulimodal image registration," in Medical Image Computing and Computer-Assisted Intervention. 1999, vol. 1496 of Lecture Notes in Computer Science, pp. 1115-1124, Springer-Verlag.
17. A. Roche, G. Malandain, and N. Ayache, "Unifying maximum likelihood approaches in medical image registration," Tech. Rep., Inst. National de Recherche en Informatique et en Automatique, Sophia Antipolis, July 1999, Report No. 3741.
18. Torsten Butz and Jean-Philippe Thiran, "Affine registration with feature space mutual information," in Medical Image Computing and Computer-Assisted Intervention. October 2001, vol. 2208 of Lecture Notes in Computer Science, pp. 549-556, Springer-Verlag.
19. Alexis Roche, Xavier Pennec, Grgoire Malandin, and Nicholas Ayache, "Rigid registration of 3-D ultrasound with MR images: A new approach combining intensity and gradient information," IEEE Transactions on Medical Imaging, vol. 20, no. 10, pp. 1038-1049, October 2001.
20. Torsten Butz, Victor Rodriguez Gil, and Jean-Philippe Thiran, "A general information theoretical framework for multi-modal medical image processing," Submitted to Medical Image Computing and Computer-Assisted Intervention (MICCAI 2002).
21. R.K.-S. Kwan, A.C. Evans, and G.B. Pike, "MRI simulation-based evaluation of image-processing and classification methods," IEEE Transactions on Medical Imaging, vol. 18, no. 11, pp. 1085-1097, November 1999.
22. D.L. Collins, A.P. Zijdenbos, V. Kollokian, J.G. Sled, N.J. Kabani, C.J. Holmes, and A.C. Evans, "Design and construction of a realistic digital brain phantom," IEEE Transactions on Medical Imaging, vol. 17, no. 3, pp. 463-468, June 1998.