Complex Noise-Based Phase Retrieval Using Total Variation and Wavelet Transform Regularization

被引:3
作者
Qin, Xing [1 ,2 ]
Gao, Xin [3 ]
Yang, Xiaoxu [1 ]
Xie, Meilin [1 ]
机构
[1] Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Beijing Inst Tracking & Telecommun Technol, Beijing 100094, Peoples R China
关键词
phase retrieval; incomplete magnitudes; wavelet decomposition; alternative directional multiplier method; AFFINE SYSTEMS; ALGORITHM; IMAGE; MAGNITUDE; L-2(R-D); RECOVERY;
D O I
10.3390/photonics11010071
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
This paper presents a phase retrieval algorithm that incorporates sparsity priors into total variation and framelet regularization. The proposed algorithm exploits the sparsity priors in both the gradient domain and the spatial distribution domain to impose desirable characteristics on the reconstructed image. We utilize structured illuminated patterns in holography, consisting of three light fields. The theoretical and numerical analyses demonstrate that when the illumination pattern parameters are non-integers, the three diffracted data sets are sufficient for image restoration. The proposed model is solved using the alternating direction multiplier method. The numerical experiments confirm the theoretical findings of the lighting mode settings, and the algorithm effectively recovers the object from Gaussian and salt-pepper noise.
引用
收藏
页数:20
相关论文
共 50 条
[21]   Noise Reduction Based on Partial-Reference, Dual-Tree Complex Wavelet Transform Shrinkage [J].
Fierro, Massimo ;
Ha, Ho-Gun ;
Ha, Yeong-Ho .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (05) :1859-1872
[22]   A robust electrical conductivity imaging method with total variation and wavelet regularization [J].
Sun, Xiangdong ;
Lu, Lijun ;
Qi, Li ;
Mei, Yingjie ;
Liu, Xiaoyun ;
Chen, Wufan .
MAGNETIC RESONANCE IMAGING, 2020, 69 :28-39
[23]   Noise reduction of image based on wavelet transform [J].
Wu, Jun-Qiang ;
He, Kun ;
Zhou, Ji-Liu ;
Lang, Fang-Nian .
WAVELET ACTIVE MEDIA TECHNOLOGY AND INFORMATION PROCESSING, VOL 1 AND 2, 2006, :947-+
[24]   Variational regularization of complex deautoconvolution and phase retrieval in ultrashort laser pulse characterization [J].
Anzengruber, Stephan W. ;
Buerger, Steven ;
Hofmann, Bernd ;
Steinmeyer, Guenter .
INVERSE PROBLEMS, 2016, 32 (03)
[25]   Determination of Gabor wavelet shaping factor for accurate phase retrieval with wavelet-transform [J].
Y. Deng ;
C. Wang ;
L. Chai ;
Z. Zhang .
Applied Physics B, 2005, 81 :1107-1111
[26]   Low-dose CT noise reduction based on local total variation and improved wavelet residual CNN [J].
Liu, Yi ;
Kang, Jiaqi ;
Li, Zhiyuan ;
Zhang, Quan ;
Gui, Zhiguo .
JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY, 2022, 30 (06) :1229-1242
[27]   Phase retrieval of speckle fringe pattern with carriers using 2D wavelet transform [J].
Niu, H. ;
Quan, C. ;
Tay, C. J. .
OPTICS AND LASERS IN ENGINEERING, 2009, 47 (12) :1334-1339
[28]   A sharpening median filter for Cauchy noise with wavelet based regularization [J].
Ai, Xiao ;
Ni, Guoxi ;
Zeng, Tieyong .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2025, 467
[29]   ISAR Autofocus Imaging Algorithm for Maneuvering Targets Based on Phase Retrieval and Gabor Wavelet Transform [J].
Shi, Hongyin ;
Yang, Ting ;
Qiao, Zhijun .
REMOTE SENSING, 2018, 10 (11)
[30]   MRI RESOLUTION ENHANCEMENT USING TOTAL VARIATION REGULARIZATION [J].
Joshi, Shantanu H. ;
Marquina, Antonio ;
Osher, Stanley J. ;
Dinov, Ivo ;
Van Horn, John D. ;
Toga, Arthur W. .
2009 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1 AND 2, 2009, :161-+