液晶与显示, 2014, 29 (3): 455, 网络出版: 2014-05-04
基于FPGA实现CT图像重建加速的设计
Design of CT image reconstruction acceleration based on FPGA
摘要
为满足CT图像重建系统的实时处理要求,提出了一种基于FPGA实现CT图像重建的加速方法。首先将滤波反投影算法进行并行性分解,然后采用并行流水线设计思想,给出了算法在FPGA上实现的总体结构,并且分别给出滤波、反投影、循环累加等主要功能单元的电路设计,最后在FPGA上实现了12条并行流水线重建系统。实验结果表明,与基于CPU的图像重建相比较,基于FPGA的重建系统重建出的图像绝对误差小于04%,加速比在100倍以上,且重建图像的规模越大,加速效果越明显。
Abstract
To fulfill the real-time processing requirement of computerized tomography image reconstruction, a FPGA-based accelerated CT image reconstruction method was proposed. Firstly, filtering projection algorithm was broken down by parallelism.Then the FPGA-based processing structure was proposed by using the parallel pipeline technology, and the designs of the main units of the method were discussed, including the designs of the filter, back-projection, and accumulation.Lastly, the system which includes 12 parallel processing pipelines was implemented on FPGA. The simulation results showed that,compared with the CPU reconstruction, the FPGA-based reconstruction achieved that reconstruction absolute error is less than 04% and the speedup ratio is more than 100, its speedup effect is more obvious when it is applied to larger amount of reconstructed image.
张晓梦, 张涛. 基于FPGA实现CT图像重建加速的设计[J]. 液晶与显示, 2014, 29(3): 455. ZHANG Xiao-meng, ZHANG Tao. Design of CT image reconstruction acceleration based on FPGA[J]. Chinese Journal of Liquid Crystals and Displays, 2014, 29(3): 455.