# A deep learning-based approach for refined crack evaluation from shield tunnel lining images

> Research article (Automation in Construction, 2021) · cited 120× · AI/ML

**Wikidata**: [openalex:W3196589184](https://www.wikidata.org/wiki/openalex:W3196589184)  
**Source**: https://4ort.xyz/entity/a-deep-learning-based-approach-for-refined-crack-evaluation-from-shield-tunnel-lining-images