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 |
推荐引用方式 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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