Building morphologies of the USA structures database; a gauntlet feature set

In recent years there has been a proliferation of methods and data to extract building footprints from satellite imagery. However there has been very little effort to provide additional insight about these buildings beyond their spatial location and shape. Features derived from their geometries can be used to better characterize these buildings which are critical for further research and development. In this work a set of 65 unique features for every building for more than 131 million buildings covering the US has been developed. This rich feature dataset will enable researchers, policymakers and various agencies to derive additional building characteristics like height, occupancy type, and help to gain valuable and new insights of the built environment.

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Publication Details

Journal
Scientific Data
Published
2025-11-07
DOI
https://doi.org/10.1038/s41597-025-05925-6
Primary Topic
Urban Design and Spatial Analysis
Type
article
Field-Weighted Citation Impact
0.00

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article

Building morphologies of the USA structures database; a gauntlet feature set

Nagendra Singh, Taylor Hauser, Jessica Moehl, Clinton Stipek
Scientific Data
Urban Design and Spatial Analysis
article

Building morphologies of the USA structures database; a gauntlet feature set

Nagendra Singh, Taylor Hauser, Jessica Moehl, Clinton Stipek
article en

Abstract

In recent years there has been a proliferation of methods and data to extract building footprints from satellite imagery. However there has been very little effort to provide additional insight about these buildings beyond their spatial location and shape. Features derived from their geometries can be used to better characterize these buildings which are critical for further research and development. In this work a set of 65 unique features for every building for more than 131 million buildings covering the US has been developed. This rich feature dataset will enable researchers, policymakers and various agencies to derive additional building characteristics like height, occupancy type, and help to gain valuable and new insights of the built environment.

Scientific DataVol. 12(1)
Oak Ridge National Laboratory (US)
U.S. Department of Energy, Battelle, UT-Battelle, Federal Emergency Management Agency
Openalex Percentile: Top 64%
Urban Design and Spatial Analysis
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Building morphologies of the USA structures database; a gauntlet feature set — Nagendra Singh, Taylor Hauser, et al. · Scientific Data (2025) | TGRS Research Map | TGRS