Report
Published 2025
mwBTFreddy: A Dataset for Flash Flood Damage Assessment in Urban Malawi
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Dr. Amelia Taylor
Co-author
Computer Science & Information Systems (CSIS)
30 total publications
Amelia Taylor is a lecturer in Artificial Intelligence at the Malawi University of Business and Applied Sciences, former the University of Malawi, the Polytechnic. She teaches Artificial Intelligence, Computational Intelligence and programming module...
UN Sustainable Development Goals
Global Impact
Research Fields & Tags
Primary Author
Evelyn Chapuma
Co-Authors
Dr. Amelia Taylor
Abstract
This paper describes the mwBTFreddy dataset, a resource developed to support flash flood damage assessment in urban Malawi, specifically focusing on the impacts of Cyclone Freddy in 2023. The dataset comprises paired pre- and post-disaster satellite images sourced from Google Earth Pro, accompanied by JSON files containing labelled building annotations with geographic coordinates and damage levels (no damage, minor, major, or destroyed). Developed by the Kuyesera AI Lab at the Malawi University of Business and Applied Sciences, this dataset is intended to facilitate the development of machine learning models tailored to building detection and damage classification in African urban contexts. It also supports flood damage visualisation and spatial analysis to inform decisions on relocation, infrastructure planning, and emergency response in climate-vulnerable regions.
Year of Publication
2025
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Place of Publication
arxiv.org
Publisher
arxiv.org
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