Multicore-based parallelized differential evolution for image registration

doi:10.3778/j.issn.1002-8331.1604-0398

Computer Engineering and Applications ›› 2017, Vol. 53 ›› Issue (20): 166-172.DOI: 10.3778/j.issn.1002-8331.1604-0398

Previous Articles Next Articles

Multicore-based parallelized differential evolution for image registration

CAO Guogang, ZHANG Qing, ZHANG Peijun, WANG Zhimin

School of Computer Science & Information Engineering, Shanghai Institute of Technology, Shanghai 201418, China

Online:2017-10-15 Published:2017-10-31

基于多核并行化差异进化算法的图像配准方法

曹国刚，张晴，张培君，王志敏

上海应用技术大学计算机科学与信息工程学院，上海 201418

Abstract

Abstract: With the popularization of multicore CPU, it will be the trend of CPU and be used to different applications. A multicore-based parallelized differential evolution algorithm is proposed, which takes advantage of parallel computing capabilities of multicore CPU on graphic workstation. It accomplishes the parallel evolution algorithm and realizes the multicore-based parallelized fast medical image registration. The experimental results show that, it not only has no difference in precision and stability with traditional image registration based on differential evolution, but also exhibits fast convergence and almost has an ideal speedup.

Key words: differential evolution, multicore Central Processing Unit（CPU）, parallelization, image registration

摘要： 随着多核处理器的逐渐普及，它将成为未来处理器发展的必然趋势，各种应用都将采用多核架构。在基于差异进化算法的基础上，在图形工作站上充分利用多核处理器的并行计算能力，实现多核并行化差异进化算法，并将其应用于三维医学图像配准，实现快速配准算法。实验数据表明，与传统方法相比，多核并行化方法在保证精度和稳定性的前提下，配准速度提升接近于理想加速比。

关键词: 差异进化, 多核处理器, 并行化, 图像配准

CAO Guogang, ZHANG Qing, ZHANG Peijun, WANG Zhimin. Multicore-based parallelized differential evolution for image registration[J]. Computer Engineering and Applications, 2017, 53(20): 166-172.

曹国刚，张晴，张培君，王志敏. 基于多核并行化差异进化算法的图像配准方法[J]. 计算机工程与应用, 2017, 53(20): 166-172.

[1]	ZOU Jie, LI Jun. Multi-strategy Covariance Matrix Learning Differential Evolution Algorithm [J]. Computer Engineering and Applications, 2021, 57(7): 78-87.
[2]	SHI Jieyuan, YUAN Zhiyong, LIAO Xiangyun, ZHAO Jianhui. Multirate Systematic Framework for Magnetic Levitation Visuo-Haptic Interaction [J]. Computer Engineering and Applications, 2021, 57(5): 197-203.
[3]	HU Xiaomin, WANG Mingfeng, ZHANG Shourong, LI Min. New Differential Evolution with Particle Swarm Optimization Algorithm for Text Clustering [J]. Computer Engineering and Applications, 2021, 57(4): 61-67.
[4]	QIAN Zhengyuan, ZENG Guosun. Differential Evolution Algorithm Guided by Elite Island Population [J]. Computer Engineering and Applications, 2021, 57(20): 73-81.
[5]	XIA Dan, ZHOU Rui. Survey of Parallax Image Registration Technology [J]. Computer Engineering and Applications, 2021, 57(2): 18-27.
[6]	GUO Yanfen, CUI Zhe, YANG Zhipeng, PENG Jing, HU Jinrong. Research Progress of Medical Image Registration Technology Based on Deep Learning [J]. Computer Engineering and Applications, 2021, 57(15): 1-8.
[7]	CUI Caixia, BI Chaochao, FAN Qinqin. Self-Adaptive MODE Based on Hidden Markov Chain and Application [J]. Computer Engineering and Applications, 2021, 57(14): 83-94.
[8]	LI Rong, HE Xingshi, YANG Xinshe. Application of Moth Algorithm Based on Differential Evolution in Power Dispatch [J]. Computer Engineering and Applications, 2021, 57(13): 258-268.
[9]	LI Jian, ZHANG Dawei, JIANG Xiaoming, XIANG Liyun. Review on Parallelized Flood Inundation Models [J]. Computer Engineering and Applications, 2021, 57(13): 1-7.
[10]	SHEN Xin, ZOU Dexuan, ZHANG Qiang. Adaptive Differential Evolution Algorithm Using Double Mutation Strategies and Its Application [J]. Computer Engineering and Applications, 2020, 56(4): 146-157.
[11]	LIU Tian, ZENG Liang. Illumination Uneven Image Registration Algorithm Research Using Surround Suppression [J]. Computer Engineering and Applications, 2020, 56(23): 180-188.
[12]	MIN Chaobo. Image Registration via Adaptive Polynomial Mixture Transformation [J]. Computer Engineering and Applications, 2020, 56(23): 194-201.
[13]	ZHANG Menglin, JIANG Feibo, DONG Li, GAO Ying. Joint Optimization of Intelligent UAV Trajectory and Task Offload [J]. Computer Engineering and Applications, 2020, 56(21): 38-46.
[14]	ZENG An, WANG Lieji, PAN Dan, HUANG Yin. Research on Medical Image Registration Technology Based on FCN and Mutual Information Algorithm [J]. Computer Engineering and Applications, 2020, 56(18): 202-208.
[15]	WANG Hao, LI Jun, ZHOU Rong. Adaptive Combine and Split Multi-population Differential Evolution Algorithm [J]. Computer Engineering and Applications, 2020, 56(15): 162-171.

Multicore-based parallelized differential evolution for image registration

基于多核并行化差异进化算法的图像配准方法

PDF

Knowledge

Abstract

Cite this article

share this article

References

Related Articles 15

Recommended Articles

Metrics