English(EN) BIMStruct3D: A Fully Automated Hybrid Learning Scan-to-BIM Pipeline with Integrated Topology Refinement

BIMStruct3D管道从3D扫描中自动生成建筑信息模型

作者 PulseAugur 编辑部 · [2 个来源] · 2026-04-27 11:01

研究人员开发了BIMStruct3D，一种从3D点云数据自动创建建筑信息模型（BIM）的新型管道。这种混合方法将基于学习的语义分割与几何重建相结合，以准确地建模结构组件。该系统还引入了vIoU，一种用于评估Scan-to-BIM重建的新指标，并发布了德国医院数据集（DeKH）以供研究之用。 AI

影响从3D扫描中自动生成BIM，可能简化建筑和施工工作流程。

排序理由这是一篇研究论文，详细介绍了一个用于特定计算机视觉任务的新管道和数据集。

AI 生成摘要 · Google Gemini · 来自 2 个来源。我们如何撰写摘要 →

报道来源 [2]

arXiv cs.CV TIER_1 English(EN) · Mahdi Chamseddine, Fabian Kaufmann, Marius Schellen, Christian Glock, Didier Stricker, Jason Rambach · 2026-04-28 04:00

BIMStruct3D: A Fully Automated Hybrid Learning Scan-to-BIM Pipeline with Integrated Topology Refinement

arXiv:2604.24311v1 Announce Type: new Abstract: Automatic generation of Building Information Models (BIM) from building scans is a key challenge in architecture and construction. We present a modular pipeline for generating IFC-compliant BIM from 3D point clouds. The hybrid appro…
arXiv cs.CV TIER_1 English(EN) · Jason Rambach · 2026-04-27 11:01

BIMStruct3D: A Fully Automated Hybrid Learning Scan-to-BIM Pipeline with Integrated Topology Refinement

Automatic generation of Building Information Models (BIM) from building scans is a key challenge in architecture and construction. We present a modular pipeline for generating IFC-compliant BIM from 3D point clouds. The hybrid approach combines learning-based semantic segmentatio…