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. 2020 Nov 10;10:19427. doi: 10.1038/s41598-020-76400-y

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© The Author(s) 2020

Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Illustration of gap-plasmon based HM. (a) A data sample composed of 2D cross sectional image of structural design of Al-nanoantennae and corresponding conversion efficiency as optical response. (b) Examples from structural design classes used for training of DL-NNs: cGAN and SNN. The pixel intensity of structural designs represents the thickness of the ${SiO}_{2}$ dielectric spacer.