Title :
Evaluation of multimodal medical image registration based on Particle Filter
Author :
Reducindo, Isnardo ; Santana, Edgar R Arce ; Delgado, Daniel U Campos ; Alba, Alfonso
Author_Institution :
Fac. de Cienc., Univ. Autonoma de San Luis Potosi, San Luis Potosi, Mexico
Abstract :
This paper presents a performance evaluation of a new multimodal image registration algorithm which is based on Bayesian estimation theory, specifically on Particle Filters. The results point to an efficient, easy to implement and robust to noise algorithm. The registration method showed good performance when using partial data, and it was compared with an algorithm based on maximization of mutual information and a Hyperplanes optimization method. Finally, we showed that the algorithm may be parallelizable, so that it is possible to reduce the computation time for image registration.
Keywords :
Bayes methods; image registration; medical image processing; optimisation; particle filtering (numerical methods); Bayesian estimation theory; hyperplanes optimization method; maximization; multimodal medical image registration; mutual information; noise algorithm; particle filter; Biomedical imaging; Image registration; Noise; Optimization; Particle filters; Pixel; Robustness; Bayesian estimation; image registration; multimodal images; particle filters;
Conference_Titel :
Electrical Engineering Computing Science and Automatic Control (CCE), 2010 7th International Conference on
Conference_Location :
Tuxtla Gutierrez
Print_ISBN :
978-1-4244-7312-0
DOI :
10.1109/ICEEE.2010.5608648