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. 2018 Feb 7;8:2575. doi: 10.1038/s41598-018-19426-7

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© The Author(s) 2018

Open Access This 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.

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Image transformation model of CNN. “Conv” is the abbreviation of convolution kernel. “DeConv” is the abbreviation of deconvolution kernel. The numbers before the “Conv” or “DeConv” are the numbers of kernels. “FC” is the abbreviation of fully connected layer. All the convolutional and deconvolutional layers use 3 × 3 kernels. All the layers use Relu as the activation functions⁴³.