id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
brj-24683	Dou, Wenmiao; You, Jun	A Novel Wood Surface Defect Detection Model Based on Improved YOLOv8	2025	22	.pdf	application/pdf	8962	470	48	These technologies provide practical solutions for wood defect detection, successfully facilitating the transition PEER-REVIEWED ARTICLE bioresources.cnr.ncsu.edu Dou & You (2025). Meng and Yuan (2023) proposed a YOLOv5 model based on a Semi-Global Network (SGN) for wood defect detection.	cache/brj-24683.pdf	txt/brj-24683.txt