Image-enhanced single-pixel imaging using fractional calculus

被引:11
作者
Zhang, Xiao [1 ]
Li, Rui [1 ]
Hong, Jiaying [1 ]
Zhou, Xi [1 ]
Xin, Nian [1 ]
Li, Qin [1 ]
机构
[1] Beijing Inst Technol, Sch Life Sci, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
EDGE-DETECTION; RECONSTRUCTION; QUANTUM;
D O I
10.1364/OE.444739
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Recent years, image enhancement for single-pixel imaging has developed rapidly and provides an image-free way for extracting image information. However, the conventional image enhancement approaches for single-pixel imaging are still based on the discontinuously adjustable operations such as integer-order derivatives, which are frequently used in edge detection but sensitive to the image noise. Therefore, how to balance between two conflicting demands, i.e. edge detection and noise suppression, is a new challenge. To address this issue, we introduce arbitrary-order fractional operations into single-pixel imaging. In experiment, the proposed technique has the capacity to detect image edges with high quality. Compared with integer-order derivative method which amplifies noise significantly while extracting edges, it offers a nice tradeoff between image SNR and performance of edge enhancement. In addition, it also shows good performance of image smoothing and improvement of image quality, if fractional order is negative. The proposed technique provides the adjustable fractional order as a new degree of freedom for edge extraction and image de-noising and therefore makes up for the shortcomings of traditional method for image enhancement. (c) 2021 Optica Publishing Group under the terms of the Optica Open Access Publishing Agreement
引用
收藏
页码:81 / 91
页数:11
相关论文
共 73 条
[61]   Edge detection based on computational ghost imaging with structured illuminations [J].
Yuan, Sheng ;
Xiang, Dong ;
Liu, Xuemei ;
Zhou, Xin ;
Bing, Pibin .
OPTICS COMMUNICATIONS, 2018, 410 :350-355
[62]   Tabletop x-ray ghost imaging with ultra-low radiation [J].
Zhang, Ai-Xin ;
He, Yu-Hang ;
Wu, Ling-An ;
Chen, Li-Ming ;
Wang, Bing-Bing .
OPTICA, 2018, 5 (04) :374-377
[63]   Edge detection by scale multiplication in wavelet domain [J].
Zhang, L ;
Bao, P .
PATTERN RECOGNITION LETTERS, 2002, 23 (14) :1771-1784
[64]   High-speed all-optical processing for spectrum [J].
Zhang, Xiao ;
Wang, Chengming ;
Zhang, Wenxin ;
Ai, Shengnan ;
Liao, Wenchao ;
Hsieh, Jui-Cheng ;
He, Bin ;
Chen, Zhengyu ;
Hu, Zhangwei ;
Zhang, Ning ;
Xue, Ping .
OPTICS EXPRESS, 2021, 29 (01) :305-314
[65]   Distortion-free frequency response measurements [J].
Zhang, Xiao ;
Yin, He ;
Li, Rui ;
Hong, Jiaying ;
Wang, Chengming ;
Ai, Shengnan ;
Hsieh, Juicheng ;
He, Bin ;
Chen, Zhengyu ;
Li, Qin ;
Xue, Ping .
JOURNAL OF PHYSICS D-APPLIED PHYSICS, 2020, 53 (39)
[66]   Adaptive ghost imaging [J].
Zhang, Xiao ;
Yin, He ;
Li, Rui ;
Hong, Jiaying ;
Ai, Shengnan ;
Zhang, Wenxin ;
Wang, Chengming ;
Hsieh, Juicheng ;
Li, Qin ;
Xue, Ping .
OPTICS EXPRESS, 2020, 28 (12) :17232-17240
[67]   Ghost network analyzer [J].
Zhang, Xiao ;
Yin, He ;
Li, Rui ;
Hong, Jiaying ;
Li, Qin ;
Xue, Ping .
NEW JOURNAL OF PHYSICS, 2020, 22 (01)
[68]   Statistical iterative reconstruction using adaptive fractional order regularization [J].
Zhang, Yi ;
Wang, Yan ;
Zhang, Weihua ;
Lin, Feng ;
Pu, Yifei ;
Zhou, Jiliu .
BIOMEDICAL OPTICS EXPRESS, 2016, 7 (03) :1015-1029
[69]   Few-view image reconstruction with fractional-order total variation [J].
Zhang, Yi ;
Zhang, Weihua ;
Lei, Yinjie ;
Zhou, Jiliu .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2014, 31 (05) :981-995
[70]   Hadamard single-pixel imaging versus Fourier single-pixel imaging [J].
Zhang, Zibang ;
Wang, Xueying ;
Zheng, Guoan ;
Zhong, Jingang .
OPTICS EXPRESS, 2017, 25 (16) :19619-19639