Title :
Registration of Multimodal Medical Images by Particle Filter: Evaluation and New Results
Author :
Reducindo, Isnardo ; Santana, E.R.A. ; Delgado, D.U.C. ; Alba, A.
Author_Institution :
Univ. Autonoma de San Luis Potosi, San Luis Potosi, Mexico
Abstract :
This paper presents a study of parametric multimodal image registration based on particle filtering. We show that this methodology offers high performance over traditional approaches based on mutual information and gradient descendent optimization. The evaluation was performed with a set of medical images, and the tests include evaluations under different noise conditions and partial data, and a comparison with a state of the art technique. Additionally, the proposed methodology was improved by using an extended model in the stochastic search. Finally, a multithreads implementation by multi-core processing was developed that reduced the computational time in the registration task. According to the evaluation, the parametric registration based on particle filtering shows accuracy, robustness and high computational speed in the parameters estimation of multimodal image registration, and it could be considered as an efficient tool in medical imaging applications.
Keywords :
biomedical MRI; filtering theory; gradient methods; image denoising; image registration; medical image processing; optimisation; parameter estimation; stochastic processes; extended model; gradient descendent optimization; magnetic resonance imaging; medical imaging applications; multicore processing; multithreads implementation; mutual information; noise conditions; parameters estimation; parametric multimodal image registration method; partial data; particle filtering; registration task; stochastic search; Biomedical imaging; Computed tomography; Filtering; Image registration; Media; Medical image processing; Robustness; Image registration; multicore processing; mutual information; optimization; particle filter;
Journal_Title :
Latin America Transactions, IEEE (Revista IEEE America Latina)
DOI :
10.1109/TLA.2014.6749529