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. 2019 May 7;9:7024. doi: 10.1038/s41598-019-43171-0

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© The Author(s) 2019

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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Architecture of ZF and RPN. The top part shows the adopted structure of ZF, which consists of four convolutional layers, conv1 to conv4, and a maxpool layer. The bottom part shows the adopted structure of RPN, which contains a convolutional layer and two output layers, reg and cls.