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A new divergence measure for medical image registration

Martin, S. and Durrani, T.S. (2007) A new divergence measure for medical image registration. IEEE Transactions on Image Processing, 16 (4). pp. 957-966. ISSN 1057-7149

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Abstract

A new type of divergence measure for the registration of medical images is introduced that exploits the properties of the modified Bessel functions of the second kind. The properties of the proposed divergence coefficient are analysed and compared with those of the classic measures, including Kullback-Leibler, Renyi, and Ialpha divergences. To ensure its effectiveness and widespread applicability to any arbitrary set of data types, the performance of the new measure is analysed for Gaussian, exponential, and other advanced probability density functions. The results verify its robustness. Finally, the new divergence measure is used in the registration of CT to MR medical images to validate the improvement in registration accuracy