Redundancy computation analysis and implementation of phase diversity based on GPU
Zhang, Quan1,2,3,4; Bao, Hua1,3; Rao, Changhui1,3; Peng, Zhenming2
刊名OPTICAL REVIEW
2015-10-01
卷号22期号:5页码:741-752
关键词Phase diversity Adaptive optics Wavefront sensing Image restoration Parallel computing
ISSN号1340-6000
英文摘要Phase diversity method is not only used as an image restoration technique, but also as a wavefront sensor. However, its computations have been perceived as being too burdensome to achieve its real-time applications on a desktop computer platform. In this paper, the implementation of the phase diversity algorithm based on graphic processing unit (GPU) is presented. The redundancy computations for the pupil function, point spread function, and optical transfer function are analyzed. Two kinds of implementation methods based on GPU are compared: one is the general method which is accomplished by GPU library CUFFT without precision loss (method-1) and the other one performed by our own custom FFT with little damage of precision considering the redundant calculations (method-2). The results show the cost and gradient functions can be speeded up by method-2 in contrast with the method-1 and the overhead of global memory access by kernel fusion can be reduced. For the image of 256 x 256 with the sampling factor of 3, the results reveal that method-2 achieves speedup of 1.83x compared with method-1 when the central 128 x 128 pixels of the point spread function are used.
WOS标题词Science & Technology ; Physical Sciences
类目[WOS]Optics
研究领域[WOS]Optics
关键词[WOS]IMAGE-RESTORATION ; PROPAGATION ; TRANSFORM ; SPECKLE
收录类别SCI
语种英语
WOS记录号WOS:000362491100010
公开日期2015-12-24
内容类型期刊论文
源URL[http://ir.ioe.ac.cn/handle/181551/3714]  
专题光电技术研究所_光电技术研究所被WoS收录文章
作者单位1.Chinese Acad Sci, Key Lab Adapt Opt, Chengdu 610209, Peoples R China
2.Univ Elect Sci & Technol China, Sch Optoelect Informat, Chengdu 610054, Peoples R China
3.Chinese Acad Sci, Inst Opt & Elect, Chengdu 610209, Peoples R China
4.Univ Chinese Acad Sci, Beijing 100039, Peoples R China
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GB/T 7714
Zhang, Quan,Bao, Hua,Rao, Changhui,et al. Redundancy computation analysis and implementation of phase diversity based on GPU[J]. OPTICAL REVIEW,2015,22(5):741-752.
APA Zhang, Quan,Bao, Hua,Rao, Changhui,&Peng, Zhenming.(2015).Redundancy computation analysis and implementation of phase diversity based on GPU.OPTICAL REVIEW,22(5),741-752.
MLA Zhang, Quan,et al."Redundancy computation analysis and implementation of phase diversity based on GPU".OPTICAL REVIEW 22.5(2015):741-752.
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