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3D CHANGE DETECTION FOR SEMI-AUTOMATIC UPDATE OF BUILDINGS IN 3D CITY MODELS

كشف التغيير ثلاثي الأبعاد للتحديث شبه التلقائي للمباني في نماذج المدينة ثلاثية الأبعاد
Authors: A. Tamort; Abderrazzaq Kharroubi; Rafika Hajji; Roland Billen;

3D CHANGE DETECTION FOR SEMI-AUTOMATIC UPDATE OF BUILDINGS IN 3D CITY MODELS

Abstract

Abstract. Automatic update of 3D city models has become a crucial operation in the context of urban digital twins. It commonly relies on a reconstruction from ALS point clouds. However, frequent reconstructions due to a dynamic urban environment are resource-intensive and lack change information about the scene. In this paper, we present a novel framework which aims to combine an instance change detection approach based on a distance-computing algorithm, geometric features and thresholding with a building reconstruction algorithm to ensure an efficient geometric, semantic and thematic (change labeling) update of an existing 3D city model. This approach comprises three stages spanning from data preparation to the integration of change results in the updated model. First, we prepare our input data. Next, we assess the changes between the two epochs. This process involves two stages. New and lost buildings are extracted in the first, and the changed and unchanged in the other. The results of the change detection are evaluated using standard evaluation metrics. The evaluation results are encouraging considering the various sources of errors. Finally, unchanged buildings are kept in the model, while the changed and new ones are reconstructed using Geoflow3D. The final model is semantically augmented using a change attribute. Since the 3D city model undergoes an update rather than complete reconstruction, the tracking of both geometric and semantic changes of some buildings can be made possible through a versioning system. The change information can be leveraged in multiple applications like 3D cadastre, urban inventory, urban planning…

Keywords

Sciences informatiques, Technology, Artificial intelligence, Environmental Engineering, Physique, chimie, mathématiques & sciences de la terre, Ocean Engineering, GIS Update, Motion Detection, Update, 3D city models, Ingénierie, informatique & technologie, Visual Object Tracking and Person Re-identification, Engineering, Physical, chemical, mathematical & earth Sciences, 3D City Model, Applied optics. Photonics, Buildings, Automatic Road Extraction from Remote Sensing Images, Visualization, T, Change Detection, FOS: Environmental engineering, Engineering (General). Civil engineering (General), Computer science, Engineering, computing & technology, Sciences de la terre & géographie physique, TA1501-1820, CityJSON, Object Tracking, Environmental Science, Physical Sciences, Computer Science, Multiple Object Tracking, Earth sciences & physical geography, Change detection, Mapping Forests with Lidar Remote Sensing, Computer Vision and Pattern Recognition, Reconstruction, TA1-2040

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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