Point Spread Function Estimation Using Principal Component Analysis for a Double Diffractive Optical Element System

被引:0
|
作者
Campo, Sebastian [1 ]
Fonseca, Karen [1 ]
Garcia, Hans [1 ]
Arguello, Henry [2 ]
机构
[1] Univ Ind Santander, Dept Elect Engn, Bucaramanga, Colombia
[2] Univ Ind Santander, Dept Comp Sci, Bucaramanga, Colombia
关键词
Calibration patterns; diffractive optical elements; optical systems; point-spread-function; principal component analysis;
D O I
10.1109/STSIVA63281.2024.10637882
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Spectral image (SI) acquisition relies on optical systems implementation; some systems as the shift-variant, require a calibration process where the point spread function (PSF) is acquired at each spatial point. Acquiring the complete PSF of an optical system is a complex and time-consuming process as it requires several snapshots, each one with a high acquisition time. For these reasons, this paper proposes a method to obtain an approximation of the PSF for a double diffractive optical element (DOE) system by capturing a set of calibration patterns designed using principal component analysis (PCA). Simulation results showed that by using 84% fewer snapshots, it is possible to obtain a PSF with an average peak signal-to-noise ratio (PSNR) of 40 dB and an average structural similarity index measure (SSIM) of 90%. Implementation results showed an average PSNR of 40 dB and an average SSIM of 71% with 97.7% fewer snapshots.
引用
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页数:5
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