Medical Image Registration Algorithm with Generalized Mutual Information and PSO-Powell Hybrid Algorithm

The medical image registration algorithm uses the mutual information measure function that has many local extremes Therefore, we propose our medical image registration algorithm that combines generalized mutual information with PSO-Powell hybrid algorithm and uses the objective measure function based on Renyi entropy The Renyi entropy can remove the local extremes We use the particle swarm optimization (PSO) algorithm to locate the measure function near the local extremes Then we take the local extremes as initial point and use the Powell optimization algorithm to search for the global optimal solution Section 2.2 of the paper presents the six-step procedure of our registration algorithm We simulate medical image data with the registration algorithm; the simulation results, given in Table 2 and 3, show preliminarily that the registration algorithm can eliminate the local extremes of objective measure function and accelerate the convergence rate, thus obtaining accurate and better registration results.

[1]  Ron Kikinis,et al.  Real-Time Non-rigid Registration of Medical Images on a Cooperative Parallel Architecture , 2009, 2009 IEEE International Conference on Bioinformatics and Biomedicine.

[2]  Jan Flusser,et al.  Image registration methods: a survey , 2003, Image Vis. Comput..

[3]  Yen-Wei Chen,et al.  Multimodal Medical Image Registration Using Particle Swarm Optimization , 2008, 2008 Eighth International Conference on Intelligent Systems Design and Applications.

[4]  Philippe C. Cattin,et al.  Non-rigid registration of multi-modal images using both mutual information and cross-correlation , 2008, Medical Image Anal..

[5]  Sun Ji-zhou Medical image registration method based on mixed mutual information , 2006 .

[6]  Edoardo Ardizzone,et al.  Multi-modal non-rigid registration of medical images based on mutual information maximization , 2007, 14th International Conference on Image Analysis and Processing (ICIAP 2007).

[7]  Feng Lin A Study of PSO and Powell Hybrid Algorithm Applied in Medical Image Registration , 2005 .