# NHD‐YOLO: Improved YOLOv8 using optimized neck and head for product surface defect detection with data augmentation

> Research article (IET Image Processing, 2024) · cited 31× · AI/ML

**Wikidata**: [openalex:W4392466036](https://www.wikidata.org/wiki/openalex:W4392466036)  
**Source**: https://4ort.xyz/entity/nhdyolo-improved-yolov8-using-optimized-neck-and-head-for-product-surface-defect-detection-with-data-augmentation