Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/94365
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Title: Deep learning assisted optical wavefront shaping in disordered medium
Authors: Luo, Y
Li, H 
Zhang, R
Lai, P 
Zheng, Y
Issue Date: Feb-2019
Source: Proceedings of SPIE : the International Society for Optical Engineering, 2019, v. 10886, 1088612
Abstract: Wavefront shaping (WFS) has been put forward several years ago to break the limitation caused by optical scattering in inhomogeneous medium, and realize optical focusing in disordered medium like biological tissues. However, usually, with traditional methods, WFS is time consuming and not cost efficient since it requires long time to obtain the information of the scattering medium. Here we propose the deep learning assisted wavefront shaping, which uses deep neural networks to predict the desired input optical modes that are needed to realize focusing after light passes through a scattering medium. Simulation results show that the pre-trained neural network is able to map output optical modes to input modes. Compared with previous methods which use iterative optimization, our method realizes a focused speckle pattern with the help of deep learning, which will definitely reduce complexity and time spent in optimization. Experiments will be conducted soon.
Keywords: Convolutional neural network
Deep learning
Focusing
Wavefront shaping
Publisher: SPIE-International Society for Optical Engineering
Journal: Proceedings of SPIE : the International Society for Optical Engineering 
ISSN: 0277-786X
EISSN: 1996-756X
DOI: 10.1117/12.2504425
Description: SPIE BIOS, 2-7 February 2019, San Francisco, California, United States
Rights: Copyright 2019 Society of Photo‑Optical Instrumentation Engineers (SPIE). One print or electronic copy may be made for personal use only. Systematic reproduction and distribution, duplication of any material in this publication for a fee or for commercial purposes, and modification of the contents of the publication are prohibited.
The following publication Luo, Y., Li, H., Zhang, R., Lai, P., & Zheng, Y. (2019). Deep learning assisted optical wavefront shaping in disordered medium. Adaptive Optics and Wavefront Control for Biological Systems V, Proceedings, 10886, 1088612 is available at https://doi.org/10.1117/12.2504425
Appears in Collections:Conference Paper

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