# Intelligent recognition of tunnel lining defects based on deep learning: Methods, challenges and prospects

> Research article (Engineering Failure Analysis, 2025) · cited 20× · AI/ML

**Wikidata**: [openalex:W4406730749](https://www.wikidata.org/wiki/openalex:W4406730749)  
**Source**: https://4ort.xyz/entity/intelligent-recognition-of-tunnel-lining-defects-based-on-deep-learning-methods-challenges-and-prospects