MLS2LoD3: Refining low LoDs building models with MLS point clouds to reconstruct semantic LoD3 building models
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Abstract (arXiv)
Although highly-detailed LoD3 building models reveal great potential in various applications, they have yet to be available. The primary challenges in creating such models concern not only automatic detection and reconstruction but also standard-consistent modeling. In this paper, we introduce a novel refinement strategy enabling LoD3 reconstruction by leveraging the ubiquity of lower LoD building models and the accuracy of MLS point clouds. Such a strategy promises at-scale LoD3 reconstruction and unlocks LoD3 applications, which we also describe and illustrate in this paper. Additionally, we present guidelines for reconstructing LoD3 facade elements and their embedding into the CityGML standard model, disseminating gained knowledge to academics and professionals. We believe that our method can foster development of LoD3 reconstruction algorithms and subsequently enable their wider adoption.
Key facts. Cited by 4 papers in the map (data through 7 Oct 2026). Builds on 2 of its 39 references that are in the map. First posted on arXiv 9 Feb 2024.
Builds on
2 of 39 references.
References · 2
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Citing papers per year: 2024: 1; 2025: 3.
4 papers.
- 2025TUM2TWIN: Introducing the Large-Scale Multimodal Urban Digital Twin Benchmark Datasetcited by 5
- 2024ZAHA: Introducing the Level of Facade Generalization and the Large-Scale Point Cloud Facade Semantic Segmentation Benchmark Datasetcited by 3
- 2025FacaDiffy: Inpainting Unseen Facade Parts Using Diffusion Modelscited by 1
- 2025GeoTexBuild: 3D Building Model Generation from Map Footprintscited by 0
- 2025TUM2TWIN: Introducing the Large-Scale Multimodal Urban Digital Twin Benchmark Dataset12 May 2025
- 2025GeoTexBuild: 3D Building Model Generation from Map Footprints11 Apr 2025
- 2025FacaDiffy: Inpainting Unseen Facade Parts Using Diffusion Models20 Feb 2025
- 2024ZAHA: Introducing the Level of Facade Generalization and the Large-Scale Point Cloud Facade Semantic Segmentation Benchmark Dataset7 Nov 2024