JOURNAL ARTICLE

Towards automatic indoor reconstruction of cluttered building rooms from point clouds

M. PrevitaliLuigi BarazzettiRaffaella BrumanaMarco Scaioni

Year: 2014 Journal:   ISPRS annals of the photogrammetry, remote sensing and spatial information sciences Vol: II-5 Pages: 281-288   Publisher: Copernicus Publications

Abstract

Abstract. Terrestrial laser scanning is increasingly used in architecture and building engineering for as-built modelling of large and medium size civil structures. However, raw point clouds derived from laser scanning survey are generally not directly ready for generation of such models. A manual modelling phase has to be undertaken to edit and complete 3D models, which may cover indoor or outdoor environments. This paper presents an automated procedure to turn raw point clouds into semantically-enriched models of building interiors. The developed method mainly copes with a geometric complexity typical of indoor scenes with prevalence of planar surfaces, such as walls, floors and ceilings. A characteristic aspect of indoor modelling is the large amount of clutter and occlusion that may characterize any point clouds. For this reason the developed reconstruction pipeline was designed to recover and complete missing parts in a plausible way. The accuracy of the presented method was evaluated against traditional manual modelling and showed comparable results.

Keywords:
Point cloud Computer science Laser scanning Pipeline (software) Clutter Point (geometry) Computer vision Artificial intelligence Computer graphics (images) Laser Radar Geometry Mathematics

Metrics

60
Cited By
10.66
FWCI (Field Weighted Citation Impact)
40
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

3D Surveying and Cultural Heritage
Physical Sciences →  Earth and Planetary Sciences →  Geology
Remote Sensing and LiDAR Applications
Physical Sciences →  Environmental Science →  Environmental Engineering
3D Modeling in Geospatial Applications
Physical Sciences →  Engineering →  Building and Construction

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