Title :
Differential evolution with Powell´s direction set method in medical image registration
Author :
Xu, Xiaoyan ; Dony, Robert D.
Author_Institution :
Sch. of Eng., Guelph Univ., Ont., Canada
Abstract :
Powell´s direction set method (PDSM) is widely used in image registration. However, its performance is found to be strongly dependent on the initial solution. In this paper we propose a novel combination of PDSM with initialization by the differential evolution genetic algorithm. To further improve the convergence, a multi-resolution approach is taken. Mutual information is chosen as the error metric for this investigation. The results presented show that this proposed method does significantly improve the performance of PDSM and it is efficient and robust.
Keywords :
biomedical MRI; computerised tomography; genetic algorithms; image registration; medical image processing; Powell direction set method; differential evolution genetic algorithm; medical image registration; mutual information; Alzheimer´s disease; Biomedical imaging; Breast neoplasms; Cancer; Cardiac disease; Cardiovascular diseases; Cost function; Image registration; Medical diagnostic imaging; Mutual information;
Conference_Titel :
Biomedical Imaging: Nano to Macro, 2004. IEEE International Symposium on
Print_ISBN :
0-7803-8388-5
DOI :
10.1109/ISBI.2004.1398642