# On the effect of the attention mechanism for automatic welding defects detection based on deep learning

> Research article (Expert Systems with Applications, 2025) · cited 36× · AI/ML

**Wikidata**: [openalex:W4406063183](https://www.wikidata.org/wiki/openalex:W4406063183)  
**Source**: https://4ort.xyz/entity/on-the-effect-of-the-attention-mechanism-for-automatic-welding-defects-detection-based-on-deep-learning