# Revolutionizing defect recognition in hard metal industry through AI explainability, human-in-the-loop approaches and cognitive mechanisms

> Research article (Expert Systems with Applications, 2024) · cited 15× · AI/ML

**Wikidata**: [openalex:W4401002465](https://www.wikidata.org/wiki/openalex:W4401002465)  
**Source**: https://4ort.xyz/entity/revolutionizing-defect-recognition-in-hard-metal-industry-through-ai-explainability-human-in-the-loop-approaches-and-cog