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. 2019 Mar 13;9:4377. doi: 10.1038/s41598-019-40066-y

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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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The system architecture of proposed OR-AC-GAN model and its application for early TSWV detection. MLP 1 and MLP 2 are two multi-layer perceptrons. TSWV (diseased) pixel ratio is defined as the ratio of the number of predicted TSWV pixels to the sum of predicted TSWV and healthy pixels. TD means a threshold to determine the plant is diseased or not based on the TSWV pixel ratio.