Ribana Roscher

University of Bonn — Germany

Environmental Science · Physical Sciences

24h-index3.5kcitations144works3.02yr avg
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Research Topics

Remote Sensing in Agriculture(32), Remote-Sensing Image Classification(29), Smart Agriculture and AI(27), Horticultural and Viticultural Research(14), Oceanographic and Atmospheric Processes(12)

Publications144 total

How to enrich training data for machine learning-based landslide hazard prediction with spatio-temporal precipitation information?
Georisk Assessment and Management of Risk for Engineered Systems and Geohazards·2026Open Access
Core-Set Selection for Data-Efficient Land Cover Segmentation
IEEE Access·2026Open Access
NaT-ReX: Naturalness Assessment with Transformer-Based Reliable Explainability
Lecture notes in computer science·2026Open Access
How to enrich training data for machine learning-based landslide hazard prediction with spatio-temporal precipitation information?
RWTH Publications (RWTH Aachen)·2026Open Access
A Computer Vision Dataset for Pollinator Detection under Real Field Conditions
2025Open Access
Better, Not Just More: Data-centric machine learning for Earth observation
IEEE Geoscience and Remote Sensing Magazine·2025· 1 citedOpen Access
BuzzSet v1.0: A Dataset for Pollinator Detection in Field Conditions
arXiv (Cornell University)·2025Open Access
Mapping Plant Functional Traits with Convolutional Neural Networks Trained on Spectral Images of Discrete Anisotropic Radiative Transfer Model
2025
Confidence-Filtered Relevance (CFR): An Interpretable and Uncertainty-Aware Machine Learning Framework for Naturalness Assessment in Satellite Imagery
arXiv (Cornell University)·2025· 1 citedOpen Access
Enhancing decision support in crop production: Analyzing conformal prediction for uncertainty quantification
Computers and Electronics in Agriculture·2025· 4 citedOpen Access
ClimSat – A diffusion autoencoder model for climate-conditional satellite image editing
Science of Remote Sensing·2025Open Access
Building consistency in explanations: Harmonizing CNN attributions for satellite-based land cover classification
Machine Learning with Applications·2025Open Access
Core-Set Selection for Data-efficient Land Cover Segmentation
arXiv (Cornell University)·2025Open Access
Microplastic incorporation into soil aggregates: Insights from two-year field experiments in European agricultural topsoils
2025Open Access
Graph Neural Networks for Crop Cover Mapping
2025Open Access
Explainability of Subfield Level Crop Yield Prediction Using Remote Sensing
IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing·2025· 16 citedOpen Access
Increased synchronization of Antarctic and global climate across the Mid-Pleistocene Transition – implications for the carbon cycle
2025
A Framework for Enhanced Decision Support in Digital Agriculture Using Explainable Machine Learning
Lecture notes in computer science·2025· 3 cited
Building consistency in explanations: Harmonizing CNN attributions for satellite-based land cover classification
JuSER Publikationsportal·2025Open Access
Better, Not Just More: Data-centric machine learning for Earth observation
IEEE Geoscience and Remote Sensing Magazine·2024· 11 citedOpen Access
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Frequent Co-authors

Anna Kicherer(9), Björn Waske(8), Laura Zabawa(6), Reinhard Töpfer(6), Heiner Kuhlmann(6), Timo T. Stomberg(6), Jana Kierdorf(5), Immanuel Weber(5), Lukas Drees(5), Jochen Garcke(4), Lasse Klingbeil(4), Wolfgang Förstner(4), Uwe Rascher(4), Clara Betancourt(4), Scarlet Stadtler(4), Katja Herzog(3), Jürgen Kusche(3), Jan Behmann(3), Anne‐Katrin Mahlein(3), Martin G. Schultz(3)