The scope for AI-augmented interpretation of building blueprints in commercial and industrial property insurance
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Abstract (arXiv)
This report, commissioned by the WTW research network, investigates the use of AI in property risk assessment. It (i) reviews existing work on risk assessment in commercial and industrial properties and automated information extraction from building blueprints; and (ii) presents an exploratory 'proof-of concept-solution' exploring the feasibility of using machine learning for the automated extraction of information from building blueprints to support insurance risk assessment.
Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 5 of its 25 references that are in the map. First posted on arXiv 29 Apr 2022.
Builds on
5 of 25 references.
References · 5
- 2015Deep Residual Learning for Image Recognitioncited by 51,809
- 2016Human pose estimation via Convolutional Part Heatmap Regressioncited by 51
- 2019CubiCasa5K: A Dataset and an Improved Multi-Task Model for Floorplan Image Analysiscited by 49
- 2019Deep Floor Plan Recognition Using a Multi-Task Network with Room-Boundary-Guided Attentioncited by 27
- 2021Room Classification on Floor Plan Graphs using Graph Neural Networkscited by 4
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