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Machine learning assisted quantum super-resolution microscopy

delete2023-08-10
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OA
AI
Z
Zhaxylyk A. Kudyshev
D
Demid Sychev
Z
Zachariah O. Martin
Ö
Ömer Yeşilyurt
S
Simeon Bogdanov
X
Xiaohui Xu
P
Peigang Chen
A
Alexander V. Kildishev
A
Alexandra Boltasseva *
V
Vladimir M. Shalaev
DOI:10.1038/s41467-023-40506-4delete
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摘要

摘要

En 中文
One of the main characteristics of optical imaging systems is spatial resolution, which is restricted by the diffraction limit to approximately half the wavelength of the incident light. Along with the recently developed classical super resolution techniques, which aim at breaking the diffraction limit in classical systems, there is a class of quantum super-resolution techniques which leverage the non-classical nature of the optical signals radiated by quantum emitters, the so-called antibunching super-resolution microscopy. This approach can ensure a factor of vn improvement in the spatial resolution by measuring the n-th order autocorrelation function. The main bottleneck of the antibunching super-resolution microscopy is the time-consuming acquisition of multi-photon event histograms. We present a machine learning-assisted approach for the realization of rapid antibunching super-resolution imaging and demonstrate 12 times speed-up compared to conventional, fitting-based autocorrelation measurements. The developed framework paves the way to the practical realization of scalable quantum super-resolution imaging devices that can be compatible with various types of quantum emitters.
Keyword:
RESOLUTION LIMIT
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Nature Communications 封面图
Nature Communications
IF:
15.7
论文数:
9.4W
被引数:
91.2W

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Purdue University System 封面图
Purdue University System
学者数:
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论文数: 3.6W
被引数: 66
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Purdue University
学者数:
2.7W
论文数: 2.1W
被引数: 147
引用论文

引用论文

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Super-Resolution without Evanescent Waves
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Superresolution Microscopy with Quantum Emitters
err2013-11-11
err135
PREAI
errSchwartz, Osip; Levitt, Jonathan M.; Tenne, Ron; Itzhakov, Stella; Deutsch, Zvicka; Oron, Dan
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