Abstract
In present work we have introduced nonlinear affine registration method to incorporate the anatomic body deformation. The present technique has been developed for registration of section of human brain using CT and MR modalities. Present study related to image registration of different modality imaging is based on 2-D/2-D affine registration technique. Automatic registration has been achieved by maximization of a similarity measure and which is the correlation function of two images. The proposed method has been implemented by choosing a realistic, practical transformation and optimization techniques. Since similarity metric is a non-covex function and contains many local optima, choice of search strategy for optimization is important in registration problem. There exist many optimization schemes, most of which are local and require a starting point. Presently, we have implemented multiresolution based particle swarm optimization technique to overcome this problem.
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Pluim J. P. W., Antoine Maintz J. B., Viergever M. A.: Mutual information based registration of medical images: a survey, IEEE Trans. Medical Imaging 22, 986–1004 (2003)
Bhattacharya M., Dutta Majumder D.: Registration of CT and MR images of Alzheimer’s Patient: A Shape Theoretic Approach. Pattern Recognition Letters 21(6–7), 531–548 (2000)
Roche A., Pennec X., Malandain G., Ayache N.: Rigid Registration of 3-D Ultrasound With MR Images: A New Approach Combining Intensity and Gradient Information. IEEE Trans. on Medical Imaging, 20 (10), 1038–1049 (2001)
Comeau R. M., Sadikot A. F., Fenster A., Peters T. M.: Intraoperative ultrasound for guidance and tissue shift correction in image-guided surgery. Med. Phys 27 (4), 787–800 (2000)
van den Elsen P. A., Maintz J. B. A., Pol E. J. D., Viergever M. A.: Automatic registration of CT and MR brain images using correlation of geometrical features, IEEE Transactions on medical images 14(2):384–398 (1995)
Ritter N., Owens R., Cooper J., Eikelboom R. H., van Saarloos P. P.: Registration of stereo and temporal images of the retina. IEEE Trans. on Medical Imaging. 18(5), 404–418 (1999)
Wachowiak M. P., Smolíková R., Zheng Y., Zurada J.M., Elmaghraby A.S.: An Approach to Multimodal Biomedical Image Registration Utilizing Particle Swarm Optimization. IEEE Trans. On Evolutionary Computation 8(3), 289–301 (2004)
Taibi H., Batouche M.: Hybrid Particle Swam with Differential Evolution for Multimodal Image Registration IEEE Int. Conference on Industrial Technology (ICIT), pp. 1567–1572 (2004)
Clerc M., Kennedy J.: The Particle Swarm—Explosion, Stability, and Convergence in a Multidimensional Complex Space IEEE Trans Evolutionary Computation 6(1), 58–73 (2002)
McGuire M., Stone H. S.: Techniques for Multiresolution Image Registration in the Presence of Occlusions, IEEE Trans Geoscience and Remote Sensing. 38(3), 1476–1479 (2000)
Maes F., Vandermeulen D., Suetens P.: Comparative evaluation of multiresolution optimization strategies for multimodality image registration by maximization of mutual information Medical Image Analysis. 3(4), 373–386 (1999)
Phan H. V., Lech M., Nguyen T. D.: Registration of 3D Range Images Using Particle Swarm Optimization ASIAN 2004, LNCS 3321, pp 223–235 (2004)
Bhattacharya M., Das A.: “Multi-Resolution Medical Image Registration Using Maximization of Mutual Information & Optimization by Genetic Algorithm”, Proc. of IEEE Nuclear Science Symposium/Medical Imaging Conference (IEEE NSS/MIC-07) Hawaii, USA by IEEE Nuclear Science Society, pp 2961–2964 (2007)
Bhattacharya M., Das A.: Affine Registrati on by Intensity and Fuzzy Gradient Based Correlation Maximization, accepted in proceedings of IEEE 7th International Symposium on Bioinformatics & Bioengi neering (IEEE BIBE-07), 14–17 Oct. 2007, Boston, Massachusetts, USA (2007)
Kennedy J., Eberhart R.: Particle Swarm Optimization, Proceedings of IEEE International Conference on Neural Networks, 4, 1942–1948 (1995)
Kor S., Tiwary U. S., Feature level Fusion of Multimodal Medical Images in lifting Wavelet Transform Domain, Proc. of 26th Annual International conference of IEEE EMBS, pp. 1479–1482
Bhattacharya M., Dutta Majumder D.: Knowledge Based Approach to Medical Image Processing. In Pattern Directed Information Analysis (Algorithms, Architecture & Applications), publisher: New Age International Wiley, pp 454–486 (2008)
Ritter N., Owens R., Cooper J., Eikelboom R. H., van Saarloos P. P.: Registration of stereo and temporal images of the retina. IEEE Trans. on Medical Imaging, 18(5), 404–418 (1999)
Chelouah R., Siarry P., Tabu Search Applied to Global Optimization, European Journal of Operational Research (123), 256–270
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© 2009 Indian Institute of Information Technology, India
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Bhattacharya, M., Das, A. (2009). Registration of Multimodality Medical Imaging of Brain using Particle Swarm Optimization. In: Tiwary, U.S., Siddiqui, T.J., Radhakrishna, M., Tiwari, M.D. (eds) Proceedings of the First International Conference on Intelligent Human Computer Interaction. Springer, New Delhi. https://doi.org/10.1007/978-81-8489-203-1_11
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DOI: https://doi.org/10.1007/978-81-8489-203-1_11
Publisher Name: Springer, New Delhi
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