# Surface Illumination as a Factor Influencing the Efficacy of Defect Recognition on a Rolled Metal Surface Using a Deep Neural Network

> Research article (Applied Sciences, 2024) · cited 27× · AI/ML

**Wikidata**: [openalex:W4393003628](https://www.wikidata.org/wiki/openalex:W4393003628)  
**Source**: https://4ort.xyz/entity/surface-illumination-as-a-factor-influencing-the-efficacy-of-defect-recognition-on-a-rolled-metal-surface-using-a-deep-n