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Satellite images and road-reference data for AI-based road mapping in Equatorial Asia

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DataONE2023-09-18 更新2024-06-08 收录
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1.      INTRODUCTION For the purposes of training AI-based models to identify (map) road features in rural/remote tropical regions on the basis of true-colour satellite imagery, and subsequently testing the accuracy of these AI-derived road maps, we produced a dataset of 8904 satellite image ‘tiles’ and their corresponding known road features across Equatorial Asia (Indonesia, Malaysia, Papua New Guinea).  2.      FURTHER INFORMATION The following is a summary of our data.  Fuller details on these data and their underlying methodology are given in the corresponding article, under consideration by the journal Remote Sensing as of September 2023:  Sloan, S., Talkhani, R.R., Huang, T., Engert, J., Laurance, W.F. (2023) Mapping remote roads using artificial intelligence and satellite imagery. Under consideration by Remote Sensing. Correspondence regarding these data can be directed to: Sean Sloan Department of Geography, Vancouver Island University, Nanaimo, B.C, Canada sean.sloan@viu.ca;  ...
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2023-11-03
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