Deep learning models map rapid plant species changes from citizen science and remote sensing data

LE Gillespie, M Ruffley, M Exposito-Alonso - Proceedings of the National …, 2024 - pnas.org
Anthropogenic habitat destruction and climate change are resha** the geographic
distribution of plants worldwide. However, we are still unable to map species shifts at high …

Improving rapid flood impact assessment: An enhanced multi-sensor approach including a new flood map** method based on Sentinel-2 data

F Cian, JMD Blasco, C Ivanescu - Journal of Environmental Management, 2024 - Elsevier
Rapid flood impact assessment methods need complete and accurate flood maps to provide
reliable information for disaster risk management, in particular for emergency response and …

Rapid Adaptation of Earth Observation Foundation Models for Segmentation

KP Selvam, R Ramos-Pollan, F Kalaitzis - ar** using Vision Transformer-based Deep Ensembles with uncertainty estimates
NK Sharma, M Saharia - Science of Remote Sensing, 2025 - Elsevier
Rapid and automated flood inundation map** is critical for disaster management. While
optical satellites provide valuable data on flood extent and impact, their real-time usage is …

Global flood extent segmentation in optical satellite images

E Portalés-Julià, G Mateo-García, C Purcell… - Scientific reports, 2023 - nature.com
Floods are among the most destructive extreme events that exist, being the main cause of
people affected by natural disasters. In the near future, estimated flood intensity and …

STURM-Flood: a curated dataset for deep learning-based flood extent map** leveraging Sentinel-1 and Sentinel-2 imagery

N Notarangelo, C Wirion, F van Winsen - Big Earth Data, 2025 - Taylor & Francis
Flooding is a major global natural disaster exacerbated by climate change and urbanization.
Timely assessment and map** of inundations are crucial for preventive and emergency …

A robust change detection methodology for flood events using SAR images

M Al-Saad, N Aburaed, MS Zitouni… - IGARSS 2023-2023 …, 2023 - ieeexplore.ieee.org
Accurate flood map** plays a critical role in disaster management, allowing for effective
response and mitigation efforts. Thus, researchers seek to boost the accuracy of flood …