# Extracting Weld Bead Shapes from Radiographic Testing Images with U-Net

> Research article (Applied Sciences, 2021) · cited 16× · AI/ML

**Wikidata**: [openalex:W4200352144](https://www.wikidata.org/wiki/openalex:W4200352144)  
**Source**: https://4ort.xyz/entity/extracting-weld-bead-shapes-from-radiographic-testing-images-with-u-net