# Real-time detection of particleboard surface defects based on improved YOLOV5 target detection

> Research article (Scientific Reports, 2021) · cited 94× · AI/ML

**Wikidata**: [openalex:W3209713683](https://www.wikidata.org/wiki/openalex:W3209713683)  
**Source**: https://4ort.xyz/entity/real-time-detection-of-particleboard-surface-defects-based-on-improved-yolov5-target-detection