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Author

César Aybar

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Open access Sep 2026

Evaluating Sentinel-2 Super-Resolution for Geospatial Information Extraction: A Spectral and Thematic Assessment

Super-resolution (SR) of remote-sensing imagery is commonly assessed through spatial fidelity or visual sharpness, although index-based geomatics requires preservation of cross-band spectral relationships. We compare five Sentinel-2 full-band SR configurations (LDSR-S2, SRGAN, SPAN, Mamba, and SWIN) in two hazard-mappi...

Simon Donike, Enrique Portalés-Julià, César Aybar et al. · 0 citations
Jul 2026

From Machine Learning to Large-Scale EO Products: Best Practices for Making Maps

This paper presents a concise, end-to-end account of the recommended practices spanning the pipeline from satellite data to an operational map product, organized around six interconnected themes: the EO data infrastructure landscape, data selection and preprocessing, ML dataset construction and model training, uncertai...

Ghjulia Sialelli, Robin Young, Yu-Chang Jiang et al. · 1 citation

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