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Operational Pipeline for Large-scale 3D Reconstruction of Buildings from Satellite Images
- Source :
- IGARSS 2020-IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020-IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Big Island/Virtuel, United States, IGARSS
- Publication Year :
- 2020
- Publisher :
- HAL CCSD, 2020.
-
Abstract
- International audience; Automatic 3D reconstruction of urban scenes from stereo pairs of satellite images remains a popular yet challenging research topic, driven by numerous applications such as telecommunications and defense. The quality of reconstruction results depends particularly on the quality of the available stereo pair. In this paper, we propose an operational pipeline for large-scale 3D reconstruction of buildings from stereo satellite images. The proposed chain uses U-net to extract contour polygons of buildings, and the combination of optimization and computational geometry techniques to reconstruct a digital terrain model and a digital height model, and to correctly estimate the position of building footprints. The pipeline has proven to be efficient for 3D building reconstruction , even if the close-to-nadir image is not available.
- Subjects :
- 010504 meteorology & atmospheric sciences
Scale (ratio)
[INFO.INFO-TS] Computer Science [cs]/Signal and Image Processing
Computer science
0211 other engineering and technologies
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
02 engineering and technology
Iterative reconstruction
Solid modeling
01 natural sciences
building footprint
[INFO.INFO-TS]Computer Science [cs]/Signal and Image Processing
Computer vision
3D reconstruction
Digital elevation model
0105 earth and related environmental sciences
ComputingMethodologies_COMPUTERGRAPHICS
021110 strategic, defence & security studies
business.industry
deep learning
Computational geometry
Pipeline (software)
Polygon
Artificial intelligence
digital surface model
business
satellite images
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Journal :
- IGARSS 2020-IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2020-IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Big Island/Virtuel, United States, IGARSS
- Accession number :
- edsair.doi.dedup.....28bb7ab7d12006c24e3ec390be09e21e