# Image enhancement method for low-light pipeline weld X-ray radiographs based on weakly supervised deep learning

> Research article (NDT & E International, 2024) · cited 24× · AI/ML

**Wikidata**: [openalex:W4390777151](https://www.wikidata.org/wiki/openalex:W4390777151)  
**Source**: https://4ort.xyz/entity/image-enhancement-method-for-low-light-pipeline-weld-x-ray-radiographs-based-on-weakly-supervised-deep-learning