Geographical random forests: a spatial extension of the random forest algorithm to address spatial heterogeneity in remote sensing and population modelling

Stefanos Georganos, Taïs Grippa, Assane Gadiaga, +6

Geocarto International

Very High Resolution Object-Based Land Use–Land Cover Urban Classification Using Extreme Gradient Boosting

Stefanos Georganos, Taïs Grippa, Sabine Vanhuysse, +3

IEEE Geoscience and Remote Sensing Letters

High ResolutionEngineeringMachine LearningFeature SelectionLand Cover +16

Less is more: optimizing classification performance through feature selection in a very-high-resolution remote sensing object-based urban application

Stefanos Georganos, Taïs Grippa, Sabine Vanhuysse, +4

GIScience & Remote Sensing

EngineeringMachine LearningFeature DetectionObject-based Urban ApplicationFeature Selection +15

Mapping Urban Land Use at Street Block Level Using OpenStreetMap, Remote Sensing Data, and Spatial Metrics

Taïs Grippa, Stefanos Georganos, Soukaina Zarougui, +7

ISPRS International Journal of Geo-Information

EngineeringLand UseLand CoverEarth ScienceSocial Sciences +20

Using Local Climate Zones in Sub-Saharan Africa to tackle urban health issues

Oscar Brousse, Stefanos Georganos, Matthias Demuzere, +6

Urban Climate

Urban GeographyLocal Climate ZonesUrban HealthUrban Health IssuesGlobal Health +8

An Open-Source Semi-Automated Processing Chain for Urban Object-Based Classification

Taïs Grippa, Moritz Lennert, Benjamin Beaumont, +3

Remote Sensing

Precision AgricultureEngineeringObject CategorizationLand UseSemi-automated Processing Chain +20

The Role of Earth Observation in an Integrated Deprived Area Mapping “System” for Low-to-Middle Income Countries

Monika Kuffer, Dana R. Thomson, Gianluca Boo, +9

Remote Sensing

Earth ObservationEngineeringGeovisualizationLand UseGeographic Analytics +23

Fully Convolutional Networks and Geographic Object-Based Image Analysis for the Classification of VHR Imagery

Nicholus Mboga, Stefanos Georganos, Taïs Grippa, +3

Remote Sensing

Convolutional Neural NetworkEngineeringImage ClassificationImage AnalysisData Science +16

Fully convolutional networks for land cover classification from historical panchromatic aerial photographs

Nicholus Mboga, Taïs Grippa, Stefanos Georganos, +5

ISPRS Journal of Photogrammetry and Remote Sensing

Land Cover ClassificationConvolutional Neural NetworkImage ClassificationImage AnalysisMachine Vision +11

Towards user-driven earth observation-based slum mapping

Maxwell Owusu, Monika Kuffer, Mariana Belgiu, +4

Computers Environment and Urban Systems

Earth ObservationCartographyGeospatial MappingEngineeringData Science +12