When it comes to Earth observations in AI for disaster risk reduction, is it feast or famine? A topical review.

MM Kuglitsch, A Albayrak, J Luterbacher… - Environmental …, 2023 - iopscience.iop.org
Background: Despite an abundance of Earth observations (EO), the adoption of artificial
intelligence (AI) in disaster risk reduction (DRR) is lagging. Methods: To understand this lag …

On transfer learning for building damage assessment from satellite imagery in emergency contexts

I Bouchard, MÈ Rancourt, D Aloise, F Kalaitzis - Remote Sensing, 2022 - mdpi.com
When a natural disaster occurs, humanitarian organizations need to be prompt, effective,
and efficient to support people whose security is threatened. Satellite imagery offers rich and …

Aerial view localization with reinforcement learning: Towards emulating search-and-rescue

A Pirinen, A Samuelsson, J Backsund… - arXiv preprint arXiv …, 2022 - arxiv.org
With an increased amount and availability of unmanned aerial vehicles (UAVs) and other
remote sensing devices (eg satellites), we have recently seen a vast increase in computer …

Aligning Geospatial AI for Disaster Relief with The Sphere Handbook

S Verma, S Gupta, K Gupta - 2022 - hal.science
The Sphere handbook and its core premise of right to life with dignity have been broadly
adopted, establishing a standard operating procedure for global humanitarian intervention …

Disaster, Infrastructure and Participatory Knowledge: The Planetary Response Network

BD Simmons, C Lintott, S Reece, C Allen… - … Science: Theory and …, 2022 - ora.ox.ac.uk
There are many challenges involved in online participatory humanitarian response. We
evaluate the Planetary Response Network (PRN), a collaboration between researchers …

Exploring MapSwipe as a Crowdsourcing Tool for (Rapid) Damage Assessment: The Case of the 2021 Haiti Earthquake

S Groß, B Herfort, S Marx, A Zipf - AGILE: GIScience …, 2023 - agile-giss.copernicus.org
Fast and reliable geographic information is vital in disaster management. In the late 2000s,
crowdsourcing emerged as a powerful method to provide this information. Base mapping …