Search Results for author: Lukas Kondmann

Found 3 papers, 0 papers with code

Spatial Context Awareness for Unsupervised Change Detection in Optical Satellite Images

no code implementations5 Oct 2021 Lukas Kondmann, Aysim Toker, Sudipan Saha, Bernhard Schölkopf, Laura Leal-Taixé, Xiao Xiang Zhu

It uses this model to analyze differences in the pixel and its spatial context-based predictions in subsequent time periods for change detection.

Change Detection Earth Observation

Under the Radar -- Auditing Fairness in ML for Humanitarian Mapping

no code implementations4 Aug 2021 Lukas Kondmann, Xiao Xiang Zhu

Our findings indicate that poverty is systematically overestimated and electricity systematically underestimated for scheduled tribes in comparison to a synthetic counterfactual group of villages.

counterfactual Decision Making +2

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