{"schema_version":"onlylabs.public_signal.v1","title":"Microsoft Repo: microsoft/building-damage-assessment","description":"Microsoft repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0e3a9061-9e7b-4bc6-abc0-70b3f2d3e358","json_url":"https://onlylabs.fyi/signals/0e3a9061-9e7b-4bc6-abc0-70b3f2d3e358/signal.json","generated_at":"2026-06-11T03:55:24.222339+00:00","org":{"slug":"microsoft","name":"Microsoft","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/microsoft","dossier_json_url":"https://onlylabs.fyi/labs/microsoft/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/0e3a9061-9e7b-4bc6-abc0-70b3f2d3e358","signal_json":"https://onlylabs.fyi/signals/0e3a9061-9e7b-4bc6-abc0-70b3f2d3e358/signal.json","source":"https://github.com/microsoft/building-damage-assessment","lab_dossier":"https://onlylabs.fyi/labs/microsoft","lab_dossier_json":"https://onlylabs.fyi/labs/microsoft/dossier.json","analysis":"https://onlylabs.fyi/analysis/microsoft","analysis_json":"https://onlylabs.fyi/analysis/microsoft/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/microsoft/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Microsoft published microsoft/building-damage-assessment (Python). 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This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Language: Python License: MIT Stars: 150 Forks: 30 Open issues: 5 Created: 2024-09-30T22:37:19Z Pushed: 2026-06-09T05:00:16Z Default branch: main Fork: no Archived: no README: A building damage assessment toolkit **Jump to: [Setup](#setup) | [Satellite imagery assessment workflow](#satellite-imagery-damage-assessment-workflow) | [Damage proxy map workflow](#damage-proxy-map-analysis-workflow) | [Results](#results)** Remotely sensed data (e.g. satellite imagery, aerial imagery, or synthetic apeture radar data) can be used to assess the extent of damage to buildings and infrastructure after a natural disaster. First responders and humanitarian organizations use assessments of damage to buildings and infrastructure to prioritize their response efforts -- both in terms of where to send resources and how many resources to send. This repository is designed to act as a well documented \"toolkit\" that a data or research scientist can use to help perform building damage assessments from remotely sensed data in several ways. First, we provide a workflow to..."},"evidence_pages":[{"url":"https://github.com/microsoft/building-damage-assessment","final_url":"https://github.com/microsoft/building-damage-assessment","title":"microsoft/building-damage-assessment repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:55:24.222339+00:00","bytes":13768,"raw_path":"86a4012cebbde2083f9a4c1ec73673073e66eed2802517a70434b8c90e0a9410.json","content_hash":"528bf499a37d8af3093b27b58d058320023c3b4787338bb6f63698b5c69f9d3c","excerpt_chars":1200,"truncated":true,"excerpt":"microsoft/building-damage-assessment Description: A toolkit that enables building damage assessments from remotely sensed imagery. 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