# Automated Categorization of Multiclass Welding Defects Using the X-ray Image Augmentation and Convolutional Neural Network

> Research article (Sensors, 2023) · cited 50× · AI/ML

**Wikidata**: [openalex:W4384525894](https://www.wikidata.org/wiki/openalex:W4384525894)  
**Source**: https://4ort.xyz/entity/automated-categorization-of-multiclass-welding-defects-using-the-x-ray-image-augmentation-and-convolutional-neural-netwo