Patrick Hostert
16 papers 15 citations h-index 2 2008–2026
Responsible AI for Earth Observation
The convergence of artificial intelligence (AI) and Earth observation (EO) technologies has brought geoscience and remote sensing into an era of unparalleled capabilities. AI's transformative...
Leveraging AI multimodal geospatial foundation models for improved near-real-time flood mapping at a global scale
Floods are among the most damaging weather-related hazards, and in 2024, the warmest year on record, extreme flood events affected communities across five continents. Earth observation (EO)...
Mapping savannah woody vegetation at the species level with multispecral drone and hyperspectral EnMAP data
Savannahs are vital ecosystems whose sustainability is endangered by the spread of woody plants. This research targets the accurate mapping of fractional woody cover (FWC) at the species level in...
Classifying Land Cover from Satellite Images Using Time Series Analytics
Impact of different morphological profiles on the classification accuracy of urban hyperspectral data
Simplifying Support Vector Machines for classification of hyperspectral imagery and selection of relevant features
Simplifying Support Vector Machines for Regression analysis of hyperspectral imagery
FORCE on Nextflow: Scalable Analysis of Earth Observation Data on Commodity Clusters
Mapping Savannah Woody Vegetation at the Species Level with Multispectral Drone and Hyperspectral EnMAP Data
Using MODIS time series and random forests classification for mapping land use in South-East Asia
Comparing Phenometrics Extracted From Dense Landsat-Like Image Time Series for Crop Classification
Applying A Phenological Object-Based Image Analysis (Phenobia) for Agricultural Land Classification: A Study Case in the Brazilian Cerrado
The role of spatial context and multitask learning in the detection of organic and conventional farming systems based on Sentinel-2 time series
Organic farming is a key element in achieving more sustainable agriculture. For a better understanding of the development and impact of organic farming, comprehensive, spatially explicit...
National level satellite-based crop field inventories in smallholder landscapes
The design of science-based policies to improve the sustainability of smallholder agriculture is challenged by a limited understanding of fundamental system properties, such as the spatial...