# Accurate and automated detection of surface knots on sawn timbers using YOLO-V5 model

> Research article (BioResources, 2021) · cited 161× · AI/ML

**Wikidata**: [openalex:W3174491732](https://www.wikidata.org/wiki/openalex:W3174491732)  
**Source**: https://4ort.xyz/entity/accurate-and-automated-detection-of-surface-knots-on-sawn-timbers-using-yolo-v5-model