Title :
Multi-modal diffeomorphic demons registration based on point-wise mutual information
Author :
H. Lu;M. Reyes;A. Serifovic;A. Šerifović;S. Weber;Y. Sakurai;H. Yamagata;Ph. C. Cattin
Author_Institution :
Institute for Surgical Technology and Biomechanics, University of Bern, Switzerland
Abstract :
In this paper we propose a variational approach for multimodal image registration based on the diffeomorphic demons algorithm. Diffeomorphic demons has proven to be a robust and efficient way for intensity-based image registration. However, the main drawback is that it cannot deal with multiple modalities. We propose to replace the standard demons similarity metric (image intensity differences) by point-wise mutual information (PMI) in the energy function. By comparing the accuracy between our PMI based diffeomorphic demons and the B-Spline based free-form deformation approach (FFD) on simulated deformations, we show the proposed algorithm performs significantly better.
Keywords :
"Mutual information","Image registration","Biomedical imaging","Optical imaging","Deformable models","Pixel","Robustness","Random variables","Surgery","Biomechanics"
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-8452
DOI :
10.1109/ISBI.2010.5490333