Fourier Ptychography Reconstruction Based on Reweighted Amplitude Flow With Regularization by Denoising and Deep Decoder
文献类型:期刊论文
作者 | Li, Baopeng3,4,5; Ma, Caiwen2; Ersoy, Okan K.1; Pan, Zhibin4; Wen, Wansha2; Sun, Zhonghan2; Gao, Wei2 |
刊名 | IEEE PHOTONICS JOURNAL |
出版日期 | 2023-02 |
卷号 | 15期号:1 |
ISSN号 | 1943-0655;1943-0647 |
关键词 | Coherent imaging imaging systems technologies for computing |
DOI | 10.1109/JPHOT.2022.3230422 |
产权排序 | 1 |
英文摘要 | Fourier ptychography (FP) is a computational imaging technique with the advantage that it can obtain large field-of-view (FOV) and high-resolution (HR) imaging. We propose an algorithm for Fourier ptychography based on reweighted amplitude flow (RAF) with regularization by denoising (RED) and deep decoder (DD), which is an untrained deep generative model. The proposed method includes two loops, using reweighted amplitude flow with regularization by denoising as an inner loop for phase retrieval and deep decoder for further denoising as an outer loop in the Fourier ptychography recovery system. The proposed method does not need any training dataset, just adds a little computer time during the image recovery process. The proposed method has no bias due to training images, which is different from other deep learning methods. The experimental results show that the proposed method can improve the reconstruction quality in both PSNR and SSIM. |
语种 | 英语 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
WOS记录号 | WOS:000908041900004 |
源URL | [http://ir.opt.ac.cn/handle/181661/96312] |
专题 | 西安光学精密机械研究所_瞬态光学技术国家重点实验室 |
通讯作者 | Li, Baopeng |
作者单位 | 1.Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA 2.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Beijing 100045, Peoples R China 3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 4.Xi An Jiao Tong Univ, Fac Elect & Informat Engn, Xian 710049, Peoples R China 5.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Xian 710119, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Baopeng,Ma, Caiwen,Ersoy, Okan K.,et al. Fourier Ptychography Reconstruction Based on Reweighted Amplitude Flow With Regularization by Denoising and Deep Decoder[J]. IEEE PHOTONICS JOURNAL,2023,15(1). |
APA | Li, Baopeng.,Ma, Caiwen.,Ersoy, Okan K..,Pan, Zhibin.,Wen, Wansha.,...&Gao, Wei.(2023).Fourier Ptychography Reconstruction Based on Reweighted Amplitude Flow With Regularization by Denoising and Deep Decoder.IEEE PHOTONICS JOURNAL,15(1). |
MLA | Li, Baopeng,et al."Fourier Ptychography Reconstruction Based on Reweighted Amplitude Flow With Regularization by Denoising and Deep Decoder".IEEE PHOTONICS JOURNAL 15.1(2023). |
入库方式: OAI收割
来源:西安光学精密机械研究所
其他版本
除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。