Mutual Information Based Image Registration: Approach Using Wavelet Decomposition

Asmita A. Moghe; Jyoti Singhai

doi:10.65301/dias.2007.4.1.379

Articles 7th Edition of DTR Apr 2007 – Sep 2007

DOI 10.65301/dias.2007.4.1.379

Mutual Information Based Image Registration: Approach Using Wavelet Decomposition

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Published 2007-04-30

Pages 36-45

Abstract

Image registration is mapping positions in one image with the corresponding positions in the other image. Rigid registration o f images using hierarchical decomposition is useful because a coarse to fin e strategy helps in correctly estimating the mapping function parameters as we move to a finer resolution at each level. This also reduces search space and computational time. Multi resolution nature o f wavelets is employed for image decomposition. The decom posed images are then registered using maximization of Mutual Information (MI). In this paper variation o f MI and signal to noise ratio (SNR) with increase in
level o f decomposition and with use o f Sub-sampling/filtering an d wavelet decomposition has been analyzed. Results with wavelet decomposition have been found to be better than those with subsampling! filtering as with each reduced search space finer details are being analyzed rather than the entire image content and this is the inherent feature of wavelet decomposition.

References

Brown, L. G. (1992). A survey of image registration techniques, ACM Computing Surveys, 24(4), 325–376.
Chen, Hua-mei and Varshney, Pramod K. (2000). A Pyramid Approach for Multimodality Image Registration Based on Mutual Information, Proceedings of the 3rd International Conference on Image Fusion (ISIF), MoD3–9.
Chen, Hua-mei and Varshney, Pramod K. (2003). Mutual Information–Based CT–MR Brain Image Registration Using Generalized Partial Volume Joint Histogram Estimation, IEEE Transactions on Medical Imaging, 22(9), 1111–1119.
Crum, W. R. et al. (2004). Non-rigid image registration: theory and practice, The British Journal of Radiology, 77, S140–S153.
Hill, Derek L. G., Batchelor, G. Phillip, Holden, Mark and Hawkes, David J. (2001). Medical Image Registration, Physics in Medicine and Biology, 46, R1–R45.
Li, Qi, Sato, Isao and Murakami, Yukata (2006). Interpolation Effects on Accuracy of Mutual Information Based Image Registration, IEEE Conference on Geoscience and Remote Sensing Symposium (IGARSS).
Maintz, J. B. A. and Viergever, M. A. (1998). A Survey of Medical Image Registration, Medical Image Analysis, 2(1), 1–36.
Pluim, P. W. Josien, Maintz, J. B. Antoine and Viergever, A. Max (2000). Interpolation Artifacts in Mutual Information–Based Image Registration, Computer Vision and Image Understanding, 77, 211–232.
Sonka, Milan, Hlavac, Vaclav and Boyle, Roger (1998). Image Processing, Analysis and Machine Vision, PWS Publishing, Second Edition, pp. 44–45.
Thevenaz, Philippe and Unser, Michael (2000). Optimization of Mutual Information for Multiresolution Image Registration, IEEE Transactions on Image Processing, 9(12).

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Asmita A. Moghe, Jyoti Singhai . (2007). Mutual Information Based Image Registration: Approach Using Wavelet Decomposition. DIAS Technology Review, 4(1), 36-45.

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[1] Brown, L. G. (1992). A survey of image registration techniques, ACM Computing Surveys, 24(4), 325–376.

[2] Chen, Hua-mei and Varshney, Pramod K. (2000). A Pyramid Approach for Multimodality Image Registration Based on Mutual Information, Proceedings of the 3rd International Conference on Image Fusion (ISIF), MoD3–9.

[3] Chen, Hua-mei and Varshney, Pramod K. (2003). Mutual Information–Based CT–MR Brain Image Registration Using Generalized Partial Volume Joint Histogram Estimation, IEEE Transactions on Medical Imaging, 22(9), 1111–1119.

[4] Crum, W. R. et al. (2004). Non-rigid image registration: theory and practice, The British Journal of Radiology, 77, S140–S153.

[5] Hill, Derek L. G., Batchelor, G. Phillip, Holden, Mark and Hawkes, David J. (2001). Medical Image Registration, Physics in Medicine and Biology, 46, R1–R45.

[6] Li, Qi, Sato, Isao and Murakami, Yukata (2006). Interpolation Effects on Accuracy of Mutual Information Based Image Registration, IEEE Conference on Geoscience and Remote Sensing Symposium (IGARSS).

[7] Maintz, J. B. A. and Viergever, M. A. (1998). A Survey of Medical Image Registration, Medical Image Analysis, 2(1), 1–36.

[8] Pluim, P. W. Josien, Maintz, J. B. Antoine and Viergever, A. Max (2000). Interpolation Artifacts in Mutual Information–Based Image Registration, Computer Vision and Image Understanding, 77, 211–232.

[9] Sonka, Milan, Hlavac, Vaclav and Boyle, Roger (1998). Image Processing, Analysis and Machine Vision, PWS Publishing, Second Edition, pp. 44–45.

[10] Thevenaz, Philippe and Unser, Michael (2000). Optimization of Mutual Information for Multiresolution Image Registration, IEEE Transactions on Image Processing, 9(12).