Digital image processing (2nd ed.)
Digital image processing (2nd ed.)
A Method for Registration of 3-D Shapes
IEEE Transactions on Pattern Analysis and Machine Intelligence - Special issue on interpretation of 3-D scenes—part II
Alignment by Maximization of Mutual Information
International Journal of Computer Vision
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This paper presents a new 3-D image registration method based on the equivalent meridian plane and mutual information,named as EMP-MI algorithm. Compared with MI based registration method using the whole volume intensity information, our approach utilizes the equivalent meridian plane information. First, principal component analysis (PCA) is applied to determine the equivalent meridian plane. The volume is roughly aligned by taking advantage of the EMP. Second, registration is refined via maximizing the MI of the EMP. We evaluate the effectiveness of the EMP-MI approach by applying it to the simulated and real brain image data (CT, MR, PET, and SPECT). The experimental results indicate that the algorithm is effective in reducing computation time as well as in helping to avoid local minima.