Intelligent imaging under extreme conditions (Conference Presentation)

Guohai Situ

doi:10.1117/12.2557511

30 March 2020 Intelligent imaging under extreme conditions (Conference Presentation)

Guohai Situ

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Proceedings Volume 11351, Unconventional Optical Imaging II; 113510R (2020) https://doi.org/10.1117/12.2557511
Event: SPIE Photonics Europe, 2020, Online Only

Abstract

Recently artificial intelligent techniques such as deep learning (DL) have shown great potential in solving various inverse problems in computational imaging. In this presentation we will focus on the use of DL for computational imaging under certain extreme conditions. Three use cases will be discussed. Two out of the three are about the environment conditions such as imaging with extremely low light, and through very thick scattering media. The third one is about the neural network itself. We demonstrate that a neural network does not need to train at all before it can be used for some specific computational imaging tasks.

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Guohai Situ "Intelligent imaging under extreme conditions (Conference Presentation)", Proc. SPIE 11351, Unconventional Optical Imaging II, 113510R (30 March 2020); https://doi.org/10.1117/12.2557511

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