Genetic algorithms for Voxel-based medical image registration

Proceedings of the 2013 4th International Workshop on Computational Intelligence in Medical Imaging, CIMI 2013 - 2013 IEEE Symposium Series on Computational Intelligence, SSCI 2013

Volumn , Issue , 2013, Pages 22-29

  Valsecchi, Andrea ^a   Damas, Sergio ^a   Santamaria, Jose ^b   Marrakchi Kacem, Linda ^c,d  

^a EUROPEAN CENTRE FOR SOFT COMPUTING   (Spain)

^b UNIVERSITY OF JAÉN   (Spain)

^c DIF   (France)

^d SORBONNE UNIVERSITÉ   (France)

Author keywords

[No Author keywords available]

Indexed keywords

APPROPRIATE DESIGNS; COMPUTER AIDED THERAPY; COMPUTER ASSISTED DIAGNOSIS; CONTINUOUS OPTIMIZATION; GRADIENT BASED; META HEURISTICS; OPTIMIZATION PROBLEMS; REAL-CODED GENETIC ALGORITHM;

ARTIFICIAL INTELLIGENCE; MEDICAL IMAGING; MEDICAL PROBLEMS; OPTIMIZATION;

IMAGE REGISTRATION;

EID: 84883730446     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CIMI.2013.6583853     Document Type: Conference Paper

References (35)

1. B. Zitová and J. Flusser, "Image registration methods: a survey, " Image Vision Comput., vol. 21, pp. 977-1000, 2003.
2. C. K. Chow, H. T. Tsui, and T. Lee, "Surface registration using a dynamic genetic algorithm, " Pattern Recogn., vol. 37, pp. 105-117, 2004.
3. O. Cordón, S. Damas, and J. Santamará, "A Fast and Accurate Approach for 3D Image Registration using the Scatter Search Evolutionary Algorithm, " Pattern Recogn. Lett., vol. 27, no. 11, pp. 1191-1200, 2006.
4. O. Cordón, S. Damas, and J. Santamará, "Feature-based image registration by means of the CHC evolutionary algorithm, " Image Vision Comput., vol. 22, pp. 525-533, 2006.
5. E. Lomonosov, D. Chetverikov, and A. Ekart, "Pre-registration of arbitrarily oriented 3D surfaces using a genetic algorithm, " Pattern Recogn. Lett., vol. 27, no. 11, pp. 1201-1208, 2006.
6. L. Silva, O. R. P. Bellon, and K. L. Boyer, Robust range image registration using genetic algorithms and the surface interpetenetration measure. World Scientific, 2005.
7. S. Damas, O. Cordón, and J. Santamará, "Medical image registration using evolutionary computation: An experimental survey, " IEEE Computational Intelligence Magazine, vol. 6, no. 4, pp. 26-42, nov. 2011.
8. A. Valsecchi, S. Damas, and J. Santamará, "An image registration approach using genetic algorithms, " in Proceedings of the IEEE World Congress On Computational Intelligence-Congress on Evolutionary Computation 2012, 2012, pp. 1-8.
9. M. Svedlow, C. D. Mc-Gillem, and P. E. Anuta, "Experimental examination of similarity measures and preprocessing methods used for image registration, " in Symposium on Machine Processing of Remotely Sensed Data, vol. 4(A), Indiana, USA, 1976, pp. 9-17.
10. M. A. Audette, F. P. Ferrie, and T. M. Peters, "An algorithmic overview of surface registration techniques for medical imaging, " Med. Image Anal., vol. 4, no. 3, pp. 201-217, 2000.
11. J. P. W. Pluim, J. B. A. Maintz, and M. A. Viergever, "Mutualinformation-based registration of medical images: a survey, " IEEE T. Med. Imaging, vol. 22, no. 8, pp. 986-1004, 2003.
12. F. Maes, D. Vandermeulen, and P. Suetens, "Comparative evaluation of multiresolution optimization strategies for image registration by maximization of mutual information, " Med. Image Anal., vol. 3, no. 4, pp. 373-386, 1999.
13. J. M. Rouet, J. J. Jacq, and C. Roux, "Genetic algorithms for a robust 3-D MR-CT registration, " IEEE T. Inf. Technol. B., vol. 4, no. 2, pp. 126-136, 2000.
14. R. He and P. A. Narayana, "Global optimization of mutual information: application to three-dimensional retrospective registration of magnetic resonance images, " Comput. Med. Imag. Grap., vol. 26, pp. 277-292, 2002.
15. P. Chalermwat, T. El-Ghazawi, and J. LeMoigne, "2-phase GA-based image registration on parallel clusters, " Future Gener. Comp. Sy., vol. 17, pp. 467-476, 2001.
16. L. J. Eshelman, "Real-coded genetic algorithms and interval schemata, " in Foundations of Genetic Algorithms 2, L. D. Whitley, Ed. San Mateo, USA: Morgan Kaufmann, 1993, pp. 187-202.
17. T. Bäck, D. B. Fogel, and Z. Michalewicz, Handbook of Evolutionary Computation. IOP Publishing Ltd and Oxford University Press, 1997.
18. Y. Liu, "Improving ICP with easy implementation for free form surface matching, " Pattern Recogn., vol. 37, no. 2, pp. 211-226, 2004.
19. O. Cordón, S. Damas, J. Santamará, and R. Mart́?, "Scatter search for the point-matching problem in 3D image registration, " INFORMS Journal on Computing, vol. 20, no. 1, pp. 55-68, 2008.
20. S. Klein, J. Pluim, M. Staring, and M. Viergever, "Adaptive stochastic gradient descent optimisation for image registration, " International Journal of Computer Vision, vol. 81, pp. 227-239, 2009.
21. J. Demsar, "Statistical comparisons of classifiers over multiple data sets, " Journal of Machine Learning Research, vol. 7, pp. 1-30, 2006.
22. P. Nemenyi, "Distribution-free multiple comparisons, " Ph. D. dissertation, Princeton University, 1963.
23. M. Friedman, "A comparison of alternative tests of significance for the problem of m rankings, " The Annals of Mathematical Statistics, vol. 11, no. 1, pp. 86-92, 1940. [Online]. Available: http://dx. doi. org/10. 2307/2235971
24. S. Holm, "A simple sequentially rejective multiple test procedure, " Scandinavian Journal of Statistics, vol. 6, no. 2, pp. 65-70, 1979.
25. Available: http://dx. doi. org/10. 2307/4615733
26. S. Klein, M. Staring, K. Murphy, M. A. Viergever, and J. P. W. Pluim, "elastix: A toolbox for intensity-based medical image registration, " IEEE Trans. Med. Imaging, vol. 29, no. 1, pp. 196-205, 2010.
27. "Elastix webpage, " http://elastix. bigr. nl, 2012.
28. L. Ibanez, W. Schroeder, L. Ng, and J. Cates, The ITK Software Guide, 2nd ed., Kitware, Inc. ISBN 1-930934-15-7, 2005.
29. D. L. Collins, A. P. Zijdenbos, V. Kollkian, J. G. Sled, N. J. Kabani, C. J. Holmes, and A. C. Evans, "Design and construction of a realistic digital brain phantom, " IEEE T. Med. Imaging, vol. 17, pp. 463-468, 1998.
30. P. Rogelj and S. Kovacic, "Validation of a Non-Rigid Registration Algorithm for Multimodal Data, " in SPIE in Medical Imaging, M. Sonka and J. M. Fitzpatrick, Eds., 2002, pp. 299-307.
31. O. Monga, S. Benayoun, and O. Faugeras, "From partial derivatives of 3D density images to ridges lines, " in Computer Vision and Pattern Recognition. Champaign, Illinois, USA: IEEE, 1992, pp. 354-389.
32. B. C. Vemuri, J. Ye, Y. Chen, and C. M. Leonard, "Image registration via level-set motion: Applications to atlas-based segmentation, " Medical Image Analysis, vol. 7, no. 1, pp. 1-20, 2003.
33. C. Poupon, F. Poupon, L. Allirol, and J.-F. Mangin, "A database dedicated to anatomo-functional study of human brain connectivity, " in Proceedings of the 12th Annual Meeting of the Organization for Human Brain Mapping, no. 646, Florence, Italy, 2006.
34. D. Rueckert and J. A. Schnabel, "Medical image registration, " in Biomedical Image Processing, ser. Biological and Medical Physics, Biomedical Engineering, T. M. Deserno, Ed. Springer Berlin Heidelberg, 2011, pp. 131-154.
35. L. R. Dice, "Measures of the amount of ecologic association between species, " Ecology, vol. 26, no. 3, pp. 297-302, 1945.