296 citations · 1.4k across the 42 of their papers we have counts for
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Deep Learning and Earth Observation to Support the Sustainable Development Goals
Claudio Persello, Jan Dirk Wegner, Ronny Hänsch +4
The synergistic combination of deep learning models and Earth observation promises significant advances to support the sustainable development goals (SDGs). New developments and a…
Country-wide Retrieval of Forest Structure From Optical and SAR Satellite Imagery With Deep Ensembles
Alexander Becker, Stefania Russo, Stefano Puliti +3
Monitoring and managing Earth's forests in an informed manner is an important requirement for addressing challenges like biodiversity loss and climate change. While traditional in…
High carbon stock mapping at large scale with optical satellite imagery and spaceborne LIDAR
Nico Lang, Konrad Schindler, Jan Dirk Wegner
The increasing demand for commodities is leading to changes in land use worldwide. In the tropics, deforestation, which causes high carbon emissions and threatens biodiversity, is…
Digital Taxonomist: Identifying Plant Species in Community Scientists' Photographs
Riccardo de Lutio, Yihang She, Stefano D'Aronco +4
Automatic identification of plant specimens from amateur photographs could improve species range maps, thus supporting ecosystems research as well as conservation efforts. However,…
Mapping oil palm density at country scale: An active learning approach
Andrés C. Rodríguez, Stefano D'Aronco, Konrad Schindler +1
Accurate mapping of oil palm is important for understanding its past and future impact on the environment. We propose to map and count oil palms by estimating tree densities per pi…
Towards a Collective Agenda on AI for Earth Science Data Analysis
Devis Tuia, Ribana Roscher, Jan Dirk Wegner +3
In the last years we have witnessed the fields of geosciences and remote sensing and artificial intelligence to become closer. Thanks to both the massive availability of observatio…