Edge detection based on single-pixel imaging

被引:70
|
作者
Ren, Hongdou [1 ]
Zhao, Shengmei [1 ,2 ]
Gruska, Jozef [3 ]
机构
[1] NUPT, Inst Signal Proc & Transmiss, Nanjing 210003, Jiangsu, Peoples R China
[2] Minist Educ, Key Lab Broadband Wireless Commun & Sensor Networ, Nanjing, Jiangsu, Peoples R China
[3] Masaryk Univ, Fac Informat, Bot 68a, Brno 60200, Czech Republic
来源
OPTICS EXPRESS | 2018年 / 26卷 / 05期
基金
中国国家自然科学基金;
关键词
GHOST; TURBULENCE;
D O I
10.1364/OE.26.005501
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
In the paper, we propose a new edge detection schemes, based on a single-pixel imaging in the frequency domain. In SCHEME-I, special sinusoidal patterns for the x-direction edge and also y-direction edge of the unknown object are first designed. The frequency spectrum for the edge is then obtained using the a four-step phase-shifting technique with the designed sinusoidal patterns in a single-pixel imaging system. In SCHEME-II, the frequency spectrum of the unknown object is first obtained, then the frequency spectrum for the edge is obtained by calculations. The resulting edges are finally obtained by the inverse Fourier transform on their frequency spectrum. We have also verified the proposed schemes by experiments and numerical simulations. The results show that the proposed schemes can produce higher quality edges of character and also image objects. Comparing with SCHEME-II, the application of SCHEME-I to high frequency components has greatly improved signal-to-noise ratio of the received data in the bucket detector, resulting in better experimental results. Comparing with the edge detection scheme by speckle-shifting in ghost imaging systems, the proposed SCHEME-I shows an improvement in the signal-to-noise ratio. Since a single-pixel imaging system is used, the proposed schemes are capable of reconstructing edges from indirect measurements. The number of measurements required can be effectively reduced due to the sparsity of natural images in the Fourier domain and the conjugate symmetry of real-valued signals' Fourier spectrum. (C) 2018 Optical Society of America under the terms of the OSA Open Access Publishing Agreement.
引用
收藏
页码:5501 / 5511
页数:11
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