Multimodality image registration by maximization of mutual information

IEEE Transactions on Medical Imaging

Volumn 16, Issue 2, 1997, Pages 187-198

  Maes, Frederik ^a   Collignon, André ^a   Vandermeulen, Dirk ^a   Marchal, Guy ^a   Suetens, Paul ^a  

^a UNIVERSITY OF LEUVEN   (Belgium)

Author keywords

Matching criterion; Multimodality images; Mutual information; Registration

Indexed keywords

COMPUTERIZED TOMOGRAPHY; FEATURE EXTRACTION; INFORMATION THEORY; MAGNETIC RESONANCE IMAGING; POSITRON EMISSION TOMOGRAPHY; ROBUSTNESS (CONTROL SYSTEMS); STATISTICAL METHODS;

MULTIMODALITY IMAGE REGISTRATION;

MEDICAL IMAGING;

ALGORITHM; ARTICLE; BRAIN; COMPARATIVE STUDY; DIAGNOSTIC IMAGING; HISTOLOGY; HUMAN; IMAGE PROCESSING; METHODOLOGY;

ALGORITHMS; BRAIN; DIAGNOSTIC IMAGING; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED;

EID: 0031106962     PISSN: 02780062     EISSN: None     Source Type: Journal    
DOI: 10.1109/42.563664     Document Type: Article

References (30)

1. J. Astola and I. Virtanen Entropy correlation coefficient a measure of statistical dependence for categorized data in Proc. Univ. Vaasa Discussion Papers Finland 1982 no. 44.
2. J. A. Baddeley An error metric for binary images in Proc. IEEE Workshop on Robust Computer Vision Bonn 1992 pp. 59-78.
3. L. G. Brown A survey of image registration techniques ACM Computing Surveys vol. 24 no. 4 pp. 325-376 Dec. 1992.
4. C-H. Chen Statistical Pattern Recognition. Rochelle Park N.J.: Spartan Hayden 1973.
5. J. Y. Chiang and B. J. Sullivan Coincident bit counting-A new criterion for image registration IEEE Trans. Med. Imag. vol. 12 no. 1 pp. 30-38 Mar. 1993.
6. A. Collignon D. Vandermeulen P. Suetens and G. Marchai 3D multimodality medical image registration using feature space clustering in Proc. 1st Int. Conf. Computer Vision Virtual Reality and Robotics in Medicine; Lecture Notes in Computer Science 905 N. Ayache Ed. New York: Springer-Verlag Apr. 1995 pp. 195-204.
7. A. Collignon F. Maes D. Delaere D. Vandermeulen P. Suetens and G. Marchai Automated multimodality medical image registration using information theory in Proc. 14th Int. Conf. Information Processing in Medical Imaging; Computational Imaging and Vision 3 Y. Bizais C. Barillot and R. Di Paola Eds. Boston: Kluwer June 1995 pp. 263-274.
8. T. M. Cover and J. A. Thomas Elements of Information Theory. New York: Wiley 1991.
9. R. O. Duda and P. E. Hart Pattern Classification and Scene Analysis. New York: Wiley 1973.
10. J. M. Fitzpatrick Evaluation of retrospective image registration Vanderbilt Univ. Nashville TN National Institutes of Health Project Number 1 ROI NS33926-01 1994.
11. P. Gerlot-Chiron and Y. Bizais Registration of multimodality medical images using region overlap criterion CVGIP: Graphical Models and Image Processing vol. 54 no. 5 pp. 396-406 Sept. 1992.
12. D. L. G. Hill D. J. Hawkes N. A. Harrison and C. F. Ruff A strategy for automated multimodality image registration incorporating anatomical knowledge and imager characteristics in Proc. 13th Int. Conf. Information Processing in Medical Imaging' Lecture Notes in Computer Science 687 H. H. Barren and A. F. Gmitro Eds. New York: Springer-Verlag June 1993 pp. 182-196.
13. D. L. G. Hill C. Studholme and D. J. Hawkes Voxel similarity measures for automated image registration in Proc. Visualization in Biomédical Computing 1994 SPIE 1994 vol. 2359 pp. 205-216.
14. F. Maes A. Collignon D. Vandermeulen G. Marchai and P. Suetens Multi-modality image registration by maximization of mutual information in Proc. IEEE Workshop Mathematical Methods in Biomédical Image Analysis June 1996 pp. 14-22.
15. J. B. A. Maintz P. A. van den Elsen and M. A. Viergever Comparison of feature-based matching of CT and MR brain images in Proc. 1st Int. Conf. Computer Vision Virtual Reality and Robotics in Medicine; Lecture Notes in Computer Science 905 N. Ayache Ed. New York: Springer-Verlag Apr. 1995 pp. 219-228.
16. C. R. Maurer and J. M. Fitzpatrick A review of medical image registration in Interactive Image-Guided Neurosurgery R. J. Maciunas Ed. Park Ridge IL: Amer. Association of Neurological Surgeons 1993 pp. 17-44.
17. J. Michiels P. Pelgrims H. Bosnians D. Vandermeulen J. Gybels G. Marchai and P. Suetens On the problem of geometric distortion in magnetic resonance images for stereotactic neurosurgery Magn. Reson. Imag. vol. 12 no. 5 pp. 749-765 1994.
18. W. H. Press B. P. Flannery S. A. Teukolsky and W. T. Vetterling Numerical Recipes in C 2nd ed. Cambridge U. K.: Cambridge Univ. Press 1992 ch. 10 pp. 412-419.
19. T. Radcliffe R. Rajapakshe and S. Shalev Pseudocorrelation: A fast robust absolute grey-level image alignment algorithm Med. Phys. vol. 21 no. 6 pp. 761-769 June 1994.
20. C. Studholme D. L. G. Hill and D. J. Hawkes Multiresolution voxel similarity measures for MR-PET registration in Proc. 14th Int. Conf. Information Processing in Medical Imaging ; Computational Imaging and Vision 3 Y. Bizais C. Barillot and R. Di Paola Eds. Boston: Kluwer June 1995 pp. 287-298.
21. C. Studholme D. L. G. Hill and D. J. Hawkes Automated 3D registration of truncated MR and CT images of the head in Proc. British Machine Vision Conf. 1995 pp. 27-36.
22. I. Vajda Theory of Statistical Inference and Information. Dordrecht The Netherlands: Kluwer 1989.
23. P. A. van den Elsen E-J. D. Pol and M. A. Viergever Medical image matching-A review with classification IEEE Eng. Med. Biol pp. 26-38 Mar. 1993.
24. P. A. van den Elsen J. B. A. Maintz E-J. D. Pol and M. A. Viergever Automatic registration of CT and MR brain images using correlation of geometrical features IEEE Trans. Med. Imag. vol. 14 no. 2 June 1995.
25. P. A. van den Elsen E-J. D. Pol T. S. Sumanaweera P. F. Hemler S. Napel and J. Adler Grey value correlation techniques used for automatic matching of CT and MR brain and spine images in Proc. Visualization in Biomédical Computing Oct. 1994 vol. 2359 pp. 227-237.
26. A. Venot J. F. Lebruchec and J. C. Roucayrol A new class of similarity measures for robust image registration Comput. Vision Graphics Image Processing vol. 28 no. 2 pp. 176-184 Nov. 1984.
27. P. Viola and W. M. Wells III Alignment by maximization of mutual information in Proc. 5th Int. Conf. Computer Vision June 1995 pp. 16-23.
28. W. M. Wells III P. Viola H. Atsumi S. Nakajima and R. Kikinis Multi-modal volume registration by maximization of mutual information Med. Image Anal. vol. 1 no. 1 pp. 35-51 Mar. 1996.
29. J. West J. M. Fitzpatrick M. Y. Wang B. M. Dawant C. R. Maurer Jr. R. M. Kessler and R. J. Maciunas et al. Comparison and evaluation of retrospective intermodality image registration techniques in Proc. Image Processing Feb. 1996 vol. 2710 pp. 332-347.
30. R. P. Woods J. C. Mazziotta and S. R. Cherry MRI-PET registration with automated algorithm J. Comput. Assist. Tomogr. vol. 17 no. 4 pp. 536-546 July/Aug. 1993.