# Arbitrarily-oriented tunnel lining defects detection from Ground Penetrating Radar images using deep Convolutional Neural networks

> Research article (Automation in Construction, 2021) · cited 55× · AI/ML

**Wikidata**: [openalex:W3212073014](https://www.wikidata.org/wiki/openalex:W3212073014)  
**Source**: https://4ort.xyz/entity/arbitrarily-oriented-tunnel-lining-defects-detection-from-ground-penetrating-radar-images-using-deep-convolutional-neura