mlsanityData to 14 Oct 2026

Outlining where humans live -- The World Settlement Footprint 2015

arXiv 1910.12707 ↗First posted 28 Oct 2019eess.IV cs.CVcited by 5

Not on the map. Why?

Abstract (arXiv)

Human settlements are the cause and consequence of most environmental and societal changes on Earth; however, their location and extent is still under debate. We provide here a new 10m resolution (0.32 arc sec) global map of human settlements on Earth for the year 2015, namely the World Settlement Footprint 2015 (WSF2015). The raster dataset has been generated by means of an advanced classification system which, for the first time, jointly exploits open-and-free optical and radar satellite imagery. The WSF2015 has been validated against 900,000 samples labelled by crowdsourcing photointerpretation of very high resolution Google Earth imagery and outperforms all other similar existing layers; in particular, it considerably improves the detection of very small settlements in rural regions and better outlines scattered suburban areas. The dataset can be used at any scale of observation in support to all applications requiring detailed and accurate information on human presence (e.g., socioeconomic development, population distribution, risks assessment, etc.).

Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). First posted on arXiv 28 Oct 2019.

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Citing papers per year: 2023: 1; 2024: 2; 2025: 0; 2026: 2.

5 papers.