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. 2024 Aug 15;15:7036. doi: 10.1038/s41467-024-50334-9

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© The Author(s) 2024

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 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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Fig. 6 — a The deployment region was tiled into smaller images, b each of which were input to the well pad detection model which produced bounding boxes indicating the location of potential well pads. c Images around the candidate well pads were verified if they matched reported data or if they were confirmed by the verification model. d Finally, images around the verified well pads were input to the storage tank detection model to identify the locations of any storage tanks on the pads.