Publication | Open Access
Can Human Development be Measured with Satellite Imagery?
84
Citations
17
References
2017
Year
Unknown Venue
Earth ObservationDevelopment TheoryEconomic DevelopmentDevelopment EconomicsLand UseDevelopment GeographySocial SciencesData ScienceCognitive DevelopmentHuman DevelopmentPovertyNational DevelopmentSatellite ImagingAfrican DevelopmentEconomicsGeographyEarth Observation DataChild DevelopmentDeep Neural NetworksBusinessRemote SensingLow Income Developing CountryDevelopment PolicySatellite Imagery
In many developing country environments, it is difficult or impossible to obtain recent, reliable estimates of human development. Nationally representative household surveys, which are the standard instrument for determining development policy and priorities, are typically too expensive to collect with any regularity. Recently, however, researchers have shown the potential for remote sensing technologies to provide a possible solution to this data constraint. In particular, recent work indicates that satellite imagery can be processed with deep neural networks to accurately estimate the sub-regional distribution of wealth in sub-Saharan Africa.
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