A SVM-based Approach to Extract Building Footprints from Pléiades Satellite Imagery

Type Working Paper - GeoTech Rwanda
Title A SVM-based Approach to Extract Building Footprints from Pléiades Satellite Imagery
Author(s)
Publication (Day/Month/Year) 2015
URL https://www.geotechrwanda2015.com/wp-content/uploads/2015/12/61_Felix-Bachofer.pdf
Abstract
Quantitative and qualitative information
about land-use and buildings are important for spatial
planning decision processes. The presented study
determines the suitability of multispectral information
and stereo-derived heights of Pléiades tri-stereoscopic
satellite imagery to identify building footprints. The
study area is the Nyarugenge sector of the City of Kigali.
A Pléiades satellite scene was used to process a digital
surface model. An object-based image analysis provided
the basic geometries and respective variables, which
served as input features for a Support Vector Machine
based classification. The comparison of the building
footprints with ground reference information indicates a
high accuracy.

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