Optics and Precision Engineering, Volume. 30, Issue 18, 2280(2022)
Lens-less imaging via score-based generative model
[1] SAHOO S K, TANG D L, DANG C. Single-shot multispectral imaging with a monochromatic camera[J]. Optica, 4, 1209-1213(2017).
[2] BOOMINATHAN V, ADAMS J K, ROBINSON J T et al. PhlatCam: designed phase-mask based thin lensless camera[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 42, 1618-1629(2020).
[3] [3] 3王雪, 刘虹遥, 路鑫超, 等. 无透镜全息显微细胞成像[J]. 光学 精密工程, 2020, 28(8): 1644-1650.WANGX, LIUH Y, LUX C, et al. Cell imaging by holographic lens-free microscopy[J]. Opt. Precision Eng., 2020, 28(8): 1644-1650.(in Chinese)
[4] CHAPMAN H N, NUGENT K A. Coherent lensless X-ray imaging[J]. Nature Photonics, 4, 833-839(2010).
[5] WITTE S, TENNER V T, NOOM D W et al. Lensless diffractive imaging with ultra-broadband table-top sources: from infrared to extreme-ultraviolet wavelengths[J]. Light: Science & Applications, 3(2014).
[6] BISHARA W, SU T W, COSKUN A F et al. Lensfree on-chip microscopy over a wide field-of-view using pixel super-resolution[J]. Optics Express, 18, 11181-11191(2010).
[7] GREENBAUM A, LUO W, SU T W et al. Imaging without lenses: achievements and remaining challenges of wide-field on-chip microscopy[J]. Nature Methods, 9, 889-895(2012).
[8] MERTZ L, YOUNG N O. Fresnel transformations of images[J]. SPIE milestone series ms, 128, 44-49(1996).
[9] [9] 9万玉红,刘超,满天龙,等.非相干全息术成像特性及研究进展[J]. 激光与光电子学进展,2021,58(18):1-24.WANY H, LIUC, MANT L, et al. Incoherent correlation digital holography: principle, development, and applications [J]. Laster & Optoelectronics Progress, 2021, 58(18): 1-24. (in Chinese)
[10] LATYCHEVSKAIA T, FINK H W. Solution to the twin image problem in holography[J]. Physical Review Letters, 98, 233901(2007).
[11] HENNELLY B, KELLY D, PANDEY N et al. Review of twin reduction and twin removal techniques in holography[J]. in Procoodings of CIICT, 241-245(2009).
[12] DENIS L, FOURNIER C, FOURNEL T et al. Twin-image noise reduction by phase retrieval in in-line digital holography[C], 5914, 148-161(2005).
[13] SHIMANO T, NAKAMURA Y, TAJIMA K et al. Lensless light-field imaging with Fresnel zone aperture: quasi-coherent coding[J]. Applied Optics, 57, 2841-2850(2018).
[14] NAKAMURA Y, TAJIMA K et al. Lensless close-up imaging with Fresnel zone aperture[J]. Japanese Journal of Applied Physics, 57(2018).
[15] BRADY D J, CHOI K, MARKS D L et al. Compressive holography[J]. Optics Express, 17, 13040-13049(2009).
[16] WU J, ZHANG H, ZHANG W H et al. Single-shot lensless imaging with Fresnel zone aperture and incoherent illumination[J]. Light: Science & Applications, 9, 53(2020).
[17] HYVARINEN A, DAYAN P. Estimation of non-normalized statistical models by score matching[J]. Journal of Machine Learning Research, 6(2005).
[18] SONG Y, ERMON S. Generative modeling by estimating gradients of the data distribution[J]. Advances in Neural Information Processing Systems, 32(2019).
[19] SONG Y, GARG S, SHI J et al. Sliced score matching: a scalable approach to density and score estimation[C], 574-584(2020).
[20] SOHL-DICKSTEIN J, WWISS E, MAHESWARANATHAN N et al. Deep unsupervised learning using nonequilibrium thermodynamics[C], 2256-2265(2015).
[21] JAIN A, ABBEEL P. Denoising diffusion probabilistic models[J]. Advances in Neural Information Processing Systems, 33, 6840-6851(2020).
[23] NICHOL A Q, DHARIWAL P. Improved denoising diffusion probabilistic models[C], 8162-8171(2021).
[24] DHARIWAL P, NICHOL A. Diffusion models beat GANs on image synthesis[J]. Advances in Neural Information Processing Systems, 34, 8780-8794(2021).
[25] ANDERSON B D O. Reverse-time diffusion equation models[J]. Stochastic Processes and Their Applications, 12, 313-326(1982).
[26] VINCENT P. A connection between score matching and denoising autoencoders[J]. Neural Computation, 23, 1661-1674(2011).
[27] BOYD S, PARIKH N, CHU E et al. Distributed optimization and statistical learning via the alternating direction method of multipliers[J]. Foundations and Trends® in Machine learning, 3, 1-122(2011).
[28] SAMSONOV A A, KHOLMOVSKI E G, PARKER D L et al. POCSENSE: POCS-based reconstruction for sensitivity encoded magnetic resonance imaging[J]. Magnetic Resonance in Medicine, 52, 1397-1406(2004).
[29] PARISI G. Correlation functions and computer simulations[J]. Nuclear Physics B, 180, 378-384(1981).
[30] QUAN C, ZHOU J J, ZHU Y Z et al. Homotopic gradients of generative density priors for MR image reconstruction[J]. IEEE Transactions on Medical Imaging, 40, 3265-3278(2021).
[31] HE Z N, ZHANG Y K, GUAN Y et al. Iterative reconstruction for low-dose CT using deep gradient priors of generative model[J]. IEEE Transactions on Radiation and Plasma Medical Sciences, 6, 741-754(2022).
[32] SONG J, MENG C, ERMON S. Denoising diffusion implicit models[J]. arXiv preprint arXiv, 2020.
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Chunhua WU, Hong PENG, Qiegen LIU, Wenbo WAN, Yuhao WANG. Lens-less imaging via score-based generative model[J]. Optics and Precision Engineering, 2022, 30(18): 2280
Category: Information Sciences
Received: Mar. 25, 2022
Accepted: --
Published Online: Oct. 27, 2022
The Author Email: Wenbo WAN (wanwenbo@ncu.edu.cn)