Researching | Single-pixel imaging using physics enhanced deep learning

Photonics Research, Volume. 10, Issue 1, 104(2022)

Single-pixel imaging using physics enhanced deep learning

Fei Wang^1,2, Chenglong Wang^1,2, Chenjin Deng^1,2, Shensheng Han^1,2,3, and Guohai Situ^1,2,3、*

Author Affiliations

¹Shanghai Institute of Optics and Fine Mechanics, Chinese Academy of Sciences, Shanghai 201800, China

²Center of Materials Science and Optoelectronics Engineering, University of Chinese Academy of Sciences, Beijing 100049, China

³Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou 310024, China

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Supplementary Materials

Visualization 1 | Comparison of different SPI algorithms in terms of the robustness to noise.

Visualization 2 | Enhancing the output of the neural network using the Fine tune method.

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Fei Wang, Chenglong Wang, Chenjin Deng, Shensheng Han, Guohai Situ. Single-pixel imaging using physics enhanced deep learning[J]. Photonics Research, 2022, 10(1): 104

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Paper Information

Category: Imaging Systems, Microscopy, and Displays

Received: Aug. 16, 2021

Accepted: Nov. 3, 2021

Published Online: Dec. 13, 2021

The Author Email: Guohai Situ (ghsitu@siom.ac.cn)

DOI:10.1364/PRJ.440123

Topics

laser devices and laser physics

Lasers and Laser Optics

laser manufacturing

Instrumentation, Measurement and Metrology