GPU accelerated parallel FFT processing for Fourier transform hyperspectral imaging

被引:2
|
作者
Li, Jianping [1 ,2 ]
Xiao, Yi [3 ]
机构
[1] Hong Kong Baptist Univ, Dept Phys, Kowloon Tong, Hong Kong, Peoples R China
[2] Hong Kong Baptist Univ Shenzhen, Adv Photon Res Ctr, Inst Res & Continuing Educ, Shenzhen 518057, Peoples R China
[3] Hunan Univ, Coll Comp Sci & Elect Engn, Changsha 410082, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
HIGH-THROUGHPUT; NANOPARTICLES; CELLS;
D O I
10.1364/AO.54.000D91
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Sequentially processing massive 1D fast Fourier transformations (FFT) on raw interferograms using a CPU has limited the speed of conventional Fourier transform imaging spectrometers (FTIS). This paper reports the implementation of highly paralleled FFT computation using a low-end graphics processing unit (GPU) device for acceleration of this process. Comparison experiment results have demonstrated similar to 10-30 times acceleration improvement using GPU-based parallel processing over conventional CPU-based serial processing upon the input data with same sizes: GPU processing time of only 630 and 173 ms of datacubes with 512 x 512 x 1024 and 64 x 64 x 16 k pixels, respectively, has presented its potential for online and even real-time FTIS raw data processing. The addition of a cheap GPU device into any FTIS system involves no optical modifications, so it is a highly cost-effective technique for temporal resolution enhancement of FTIS-based hyperspectral imaging applications. (C) 2015 Optical Society of America
引用
收藏
页码:D91 / D98
页数:8
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