Title :
Accelerated Diffeomorphic Non-Rigid Image Registration with CUDA Based on Demons Algorithm
Author :
Huang, Yufeng ; Tong, Tong ; Liu, Wei ; Fan, Ya ; Feng, Huanqing ; Li, Chuanfu
Author_Institution :
Dept. of Electron. Sci. & Technol., Univ. of Sci. & Technol. of China, Hefei, China
Abstract :
Image registration is an indispensable process in the detection of brain structural and anatomical abnormities. Inverse-consistency, topology preserving and real time application are essential to provide accurate deformation fields for statistical analysis of brain variability. Unfortunately, the previous algorithms lacked of these features. We present a registration method by adapting the optimization procedure on a Lie pseudo-group so that the generated deformations are smooth with low energy of the deformation. In order to speed up the performance of registration method, we have implemented it on Nvidia 8800GTX GPU with Computer Unified Device Architecture (CUDA) platform. Experimental results indicate that large deformation compatible and topology preserving demonstrated through experiments on synthetic data and real brain CT images. Additionally, a faster runtime among the available GPU-based registration implementations against straight forward CPU version was achieved.
Keywords :
Lie groups; brain; computer graphics; computerised tomography; image registration; medical image processing; neurophysiology; optimisation; statistical analysis; CPU version; CUDA; GPU-based registration implementations; Lie pseudogroup; Nvidia 8800GTX GPU; accelerated diffeomorphic nonrigid image registration; anatomical abnormities; brain CT images; brain structural detection; brain variability; computer unified device architecture; deformation fields; demons algorithm; indispensable process; inverse-consistency; optimization procedure; real time application; statistical analysis; topology preserving; Acceleration; Anatomy; Biomedical imaging; Computed tomography; Computer architecture; Graphics; Image registration; Medical diagnostic imaging; Surgery; Topology;
Conference_Titel :
Bioinformatics and Biomedical Engineering (iCBBE), 2010 4th International Conference on
Conference_Location :
Chengdu
Print_ISBN :
978-1-4244-4712-1
Electronic_ISBN :
2151-7614
DOI :
10.1109/ICBBE.2010.5517074