# Automatic tunnel lining crack detection via deep learning with generative adversarial network-based data augmentation

> Research article (Underground Space, 2022) · cited 93× · AI/ML

**Wikidata**: [openalex:W4308151341](https://www.wikidata.org/wiki/openalex:W4308151341)  
**Source**: https://4ort.xyz/entity/automatic-tunnel-lining-crack-detection-via-deep-learning-with-generative-adversarial-network-based-data-augmentation