# MAA-YOLOv8: enhanced steel surface defect detection through multi-head attention mechanism and lightweight feature fusion

> Research article (Physica Scripta, 2024) · cited 12× · AI/ML

**Wikidata**: [openalex:W4400861177](https://www.wikidata.org/wiki/openalex:W4400861177)  
**Source**: https://4ort.xyz/entity/maa-yolov8-enhanced-steel-surface-defect-detection-through-multi-head-attention-mechanism-and-lightweight-feature-fusion