An approach to multimodal biomedical image registration utilizing particle swarm optimization

IEEE Transactions on Evolutionary Computation

Volumn 8, Issue 3, 2004, Pages 289-301

  Wachowiak, Mark ^a,b   Smolíková, Renata ^a,b   Zheng, Yufeng ^b   Zurada, Jacek M ^a,c   Elmaghraby, Adel S ^a,b  

^a IEEE   (United States)

^b UNIVERSITY OF LOUISVILLE   (United States)

^c University of Louisville   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMEDICAL IMAGE REGISTRATION; MULTIMODAL REGISTRATION; PARTICLE SWARM OPTIMIZATION;

BIOMEDICAL ENGINEERING; CONVERGENCE OF NUMERICAL METHODS; FUNCTIONS; GLOBAL OPTIMIZATION; IMAGE PROCESSING; MEDICAL IMAGING; MODAL ANALYSIS; TOMOGRAPHY;

EVOLUTIONARY ALGORITHMS;

EID: 3142674350     PISSN: 1089778X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TEVC.2004.826068     Document Type: Article

References (42)

1. J. V. Hajnal, D. L. G. Hill, and D. J. Hawkes, "View of the future," in Medical Image Registration, J. V. Hajnal, D. L. G. Hill, and D. J. Hawkes, Eds. Boca Raton, FL: CRC, 2001.
2. D. L. G. Hill, P. G. Batchelor, M. Holden, and D. J. Hawkes, "Medical image registration," Phys. Med. Biol., vol. 46, pp. R1-R45, 2001.
3. J. B. A. Maintz and M. A. Viergever, "A survey of medical image registration," Med. Image Anal., vol. 2, pp. 1-37, 1998.
4. U. Pietrzyk, "Registration of MRI and PET images for clinical applications," in Medical Image Registration, J. V. Hajnal, D. L. G. Hill, and D. J. Hawkes, Eds. Boca Raton, FL: CRC, 2001.
5. M. Jenkinson and S. Smith, "The role of registration in functional magnetic resonance imaging," in Medical Image Registration, J. V. Hajnal, D. L. G. Hill, and D. J. Hawkes, Eds. Boca Raton, FL: CRC, 2001.
6. L. Brown, "A survey of image registration techniques," ACM Comput. Surv., vol. 24, pp. 325-376, 1992.
7. D. L. G. Hill and P. Batchelor, "Registration methodology: concepts and algorithms," in Medical Image Registration, J. V. Hajnal, D. L. G. Hill, and D. J. Hawkes, Eds. Boca Raton, FL: CRC, 2001.
8. A. Roche, X. Pennec, G. Malandain, and N. Ayache, "Rigid registration of 3-D ultrasound with MR images: A new approach combining intensity and gradient information," IEEE Trans. Med. Imag., vol. 20, pp. 1038-1049, Oct. 2001.
9. F. Maes, A. Collignon, D. Vandermeulen, G. Marchal, and P. Suetens, "Multimodality image registration by maximization of mutual information," IEEE Trans. Med. Imag., vol. 16, pp. 187-198, Apr. 1997.
10. 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, pp. 35-51, 1996.
11. C. Studholme, D. L. G. Hill, and D. Hawkes, "An overlap invariant entropy measure of 3D medical image alignment," Pattern Recognit., vol. 32, pp. 71-86, 1999.
12. K. McLeish, D. L. G. Hill, D. Atkinson, J. M. Blackall, and R. Razavi, "A study of the motion and deformation of the heart due to respiration," IEEE Trans. Med. Imag., vol. 21, pp. 1142-1150, Sept. 2002.
13. B. Likar and F. Pernuš, "A hierarchical approach to elastic registration based on mutual information," Image Vis. Comput., vol. 19, pp. 33-44, 2001.
14. M. Wierzbicki and T. M. Peters, "Determining epicardial surface motion using elastic registration: Toward virtual reality guidance of minimally invasive cardiac interventions," in Lecture Notes in Computer Science, Proc. MICCAI - 2978, pp. 697-704.
15. J. P. W. Pluim, J. B. A. Maintz, and M. A. Viergever, "Image registration by maximization of combined mutual information and gradient information," IEEE Trans. Med. Imag., vol. 19, pp. 809-814, Aug. 2000.
16. J. L. Bernon, V. Boudousq, J. F. Rohmer, M. Fourcade, M. Zanca, M. Rossi, and D. Mariano-Goulart, "A comparative study of Powell's and downhill simplex algorithms for a fast multimodal surface matching in brain imaging," Comput. Med. Imaging Graph., vol. 25, pp. 287-297, 2001.
17. F. Maes, D. Vandermeulen, and P. Suetens, "Comparative evaluation of multiresolution optimization strategies for multimodality image registration by maximization of mutual information," Med. Image Anal., vol. 3, pp. 373-386, 1999.
18. J. P. W. Pluim, J. B. A. Maintz, and M. A. Viergever, "Mutual information matching in multiresolution contexts," Image Vis. Comput., vol. 19, no. 1-2, pp. 45-52, 2001.
19. M. Jenkinson and S. Smith, "A global optimization method for robust affine registration of brain images," Med. Image Anal., vol. 5, pp. 143-156, 2001.
20. G. K. Matsopoulos, N. A. Mouravliansky, K. K. Delibasis, and K. S. Nikita, "Automatic retinal image registration scheme using global optimization techniques," IEEE Trans. Inform. Technol. Biomed., vol. 3, pp. 47-60, Mar. 1999.
21. J. M. Rouet, J. J. Jacq, and C. Roux, "Genetic algorithms for a robust 3-D MR-CT registration," IEEE Trans. Inform. Technol. Biomed., vol. 4, pp. 126-136, June 2000.
22. R. He and P. A. Narayana, "Global optimization of mutual information: application to three-dimensional retrospective registration of magnetic resonance images," Comput. Med. Imaging Graph., vol. 26, no. 4, pp. 277-292, 2002.
23. M. P. Wachowiak and A. S. Elmaghraby, "The continuous tabu search as an optimizer for 2D-to-3D biomedical image registration," in Lecture Notes in Computer Science, W. Niessen and M. Viergever, Eds. New York: Springer-Verlag, 2001, Proc. MICCAI 2001 - 2208, pp. 1273-1274.
24. J. Kennedy and R. C. Eberhart, "Particle swarm optimization," in Proc. IEEE Int. Conf. Neural Networks, vol. 4, Perth, Australia, Dec. 1995, pp. 1942-1948.
25. J. Kennedy and R. C. Eberhart, Swarm Intelligence. San Mateo, Ca: Morgan Kaufman, 2001.
26. M. Clerc and J. Kennedy, "The particle swarm - explosion, stability, and convergence in a multidimensional complex space," IEEE Trans. Evol. Comput., vol. 6, pp. 58-73, Feb. 2002.
27. Particle Swarm Central. [Online]. Available: http://www.particleswarm. net/papers.html.
28. V. Tandon, H. El-Mounayri, and H. Kishawy, "NC end milling optimization using evolutionary computation," Int. J. Mach. Tools Manuf., vol. 42, pp. 595-605, 2002.
29. A. R. Cockshott and B. E. Hartman, "Improving the fermentation medium for echinocandin B production Part II: Particle swarm optimization," Process Biochem., vol. 36, pp. 661-669, 2001.
30. M.A. Abido, "Optimal power flow using particle swarm optimization," Elec. Power, Energy Syst., vol. 2, pp. 563-571, 2002.
31. P. N. Suganthan, "Particle swarm optimizer with neighborhood operator," in Proc. 1999 Congr. Evolutionary Computation, Washington, DC, July 1999, pp. 1958-1962.
32. M. Lovbjerg, T. K. Rasmussen, and T. Krink, "Hybrid particles swarm optimizer with breeding and subpopulations," in Proc. 3rd Genetic Evolutionary Computation Conf., San Francisco, CA, 2001, pp. 469-476.
33. V. M. Narayanan and P. M. Shankar, "Non-Rayleigh statistics of ultrasonic backscattered signals," IEEE Trans. Ultrason., Ferroelect., Freq. Contr., vol. 41, pp. 845-852, Nov. 1994.
34. R. K.-S. Kwan, A. C. Evans, and G. B. Pike, "MRI simulation-based evaluation of image-processing and classification methods," IEEE Trans. Med. Imag., vol. 18, pp. 1085-1097, Nov. 1999.
35. 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 Trans. Med. Imag., vol. 17, pp. 463-468, June 1998.
36. J. P. W. Pluim, J. B. A. Maintz, and M. A. Viergever, "Interpolation artefacts in mutual information-based image registration," Comput. Vis. Image Understand., vol. 77, pp. 211-232, 2000.
37. P. Schroeter, J. M. Vesin, T. Lanenberger, and R. Meuli, "Robust parameter estimation of intensity distributions for brain magnetic resonance images," IEEE Trans. Med. Imag., vol. 17, no. 2, pp. 172-186, 1998.
38. A. E. Eiben, R. Hinterding, and Z. Michalewicz, "Parameter control in evolutionary algorithms," IEEE Trans. Evol. Comput., vol. 3, pp. 124-141, July 1999.
39. A. E. Eiben and A. Schippers, "On evolutionary exploration and exploitation," Fundamenta Informaticae, vol. 35, pp. 35-50, 1998.
40. A. Carlisle and G. Dozier, "An off-the-shelf PSO," in Proc. PSO Workshop, IUPUI, Indianapolis, IN, Apr. 2001.
41. K. E. Parsopoulos and M. N. Vrahatis, "Initializing the particle swarm optimizer using the nonlinear simplex method," in Advances in Intelligent Systems, Fuzzy Systems, Evolutionary Computation, A. Grmela and N. E. Mastorakis, Eds. Athens, Greece: WSEAS Press, 2002, pp. 216-221.
42. M. P. Wachowiak, R. Smolíková, G. D. Tourassi, and A. S. Elmaghraby, "Similarity metrics based on nonadditive entropies for 2D-3D multimodal biomedical image registration," Proc. SPIE, pp. 1090-1100, 2003.