# Automated detection and segmentation of concrete air voids using zero-angle light source and deep learning

> Research article (Automation in Construction, 2021) · cited 24× · AI/ML

**Wikidata**: [openalex:W3194442515](https://www.wikidata.org/wiki/openalex:W3194442515)  
**Source**: https://4ort.xyz/entity/automated-detection-and-segmentation-of-concrete-air-voids-using-zero-angle-light-source-and-deep-learning