There is no data like more data – current status of machine learning datasets in remote sensing

05/25/2021

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by   Michael Schmitt, et al.

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Annotated datasets have become one of the most crucial preconditions for the development and evaluation of machine learning-based methods designed for the automated interpretation of remote sensing data. In this paper, we review the historic development of such datasets, discuss their features based on a few selected examples, and address open issues for future developments.