# Automatic recognition of tunnel lining elements from GPR images using deep convolutional networks with data augmentation

> Research article (Automation in Construction, 2021) · cited 180× · AI/ML

**Wikidata**: [openalex:W3192673362](https://www.wikidata.org/wiki/openalex:W3192673362)  
**Source**: https://4ort.xyz/entity/automatic-recognition-of-tunnel-lining-elements-from-gpr-images-using-deep-convolutional-networks-with-data-augmentation