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Damage Assessment Visualizer
novembre 2022
The Damage Assessment Visualizer leverages satellite imagery from a disaster region to visualize conditions of building and structures before and after a disaster. It includes a visual layer on top of the satellite images which predicts the extent of damage…
Land Cover Orinoquia
septembre 2020
This AI for Earth project, in collaboration with the Wildlife Conservation Society Colombia (WCS Colombia) was developed to create up-to-date land cover maps of the Orinoquía region in Colombia. We used a land use and land cover (LULC) map that…
Building Damage Assessment CNN Siamese
décembre 2021
A Microsoft AI for Humanitarian Action study in collaboration with the NLRC 510 global initiative. In this study, we leverage high-resolution satellite imagery to conduct building footprint segmentation and train a classifier to assign each building’s damage severity level via…
Turkana camp roof mapping
avril 2024
This project automates the identification of buildings and solar panels in aerial imagery, aiding humanitarian mapping. In many developing regions, maps are often outdated or missing, hindering development planning and disaster response. Our work accelerates the creation of up-to-date maps,…
Solar Farms Mapping
janvier 2022
The Solar Farms Mapping release is an artificial intelligence dataset for solar energy locations in India – a spatially explicit machine learning model to map utility-scale solar projects across India using freely available satellite imagery.
Poultry Barn Mapping
janvier 2022
A repository for training models from high-resolution aerial imagery and a dataset of predicted poultry barns across the United States.
Temporal Cluster Matching
décembre 2021
An implementation of the temporal cluster matching method for detecting change in structure footprints from time series of remotely sensed imagery.
Satellite Imagery Labeling Tool
novembre 2022
This is a lightweight web-interface for creating and sharing vector annotations over satellite/aerial imagery scenes.
Land Cover Mapping
juillet 2020
Part of the AI for Earth Land Cover Mapping project, this repository holds both the frontend web-application and backend server that make up our «Land Cover Mapping» tool.