# Deep learning-based pipe segmentation and geometric reconstruction from poorly scanned point clouds using BIM-driven data alignment

> Research article (Automation in Construction, 2025) · cited 24× · AI/ML

**Wikidata**: [openalex:W4407898186](https://www.wikidata.org/wiki/openalex:W4407898186)  
**Source**: https://4ort.xyz/entity/deep-learning-based-pipe-segmentation-and-geometric-reconstruction-from-poorly-scanned-point-clouds-using-bim-driven-dat