2D, 3D Rigid Registration Algorithm Base on CUDA
10.3969/j.issn.1005-202X.2010.02.006
- VernacularTitle:基于CUDA的2D、3D刚性配准方法
- Author:
Jian XU
;
An QIN
;
Xiaolin MENG
;
Wufan CHEN
;
Qianjin FENG
- Publication Type:Journal Article
- Keywords:
medical image registration;
GPU (graphic processing unit);
CUDA (compute unified device architecture)
- From:
Chinese Journal of Medical Physics
2010;27(2):1721-1725,1730
- CountryChina
- Language:Chinese
-
Abstract:
Objective: Real time medical image registration technique is one of the key techniques in image based surgery navi-gation system. While in medical image analysis, image registration is usually a very time-cousuming operation, and this is not conducive to clinical real-time requirements. This paper studies and realizes the acceleration of the process of image registra-tion. Methods: In order to improve the regisWation rate, in this paper, we propose a new technology which is based on CUDA (Compute Unified Device Architecture) programming model to accelerate the process of registration in hardware, using paral-lel methods to achieve pixel coordinate transformation, linear interpolation, and calculate the corresponding pixel gray value residuals. Results: The registration is up to the sub-pixel level and the GPU-based registration is dozens or even hundreds of times faster than CPU-based registration. Conclusions: This method greatly enhances the speed of rigid registration without changing the alignment accuracy.