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

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NHD‐YOLO: Improved YOLOv8 using optimized neck and head for product surface defect detection with data augmentation is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). NHD‐YOLO: Improved YOLOv8 using optimized neck and head for product surface defect detection with data augmentation. Retrieved May 24, 2026, from https://4ort.xyz/entity/nhdyolo-improved-yolov8-using-optimized-neck-and-head-for-product-surface-defect-detection-with-data-augmentation
MLA “NHD‐YOLO: Improved YOLOv8 using optimized neck and head for product surface defect detection with data augmentation.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/nhdyolo-improved-yolov8-using-optimized-neck-and-head-for-product-surface-defect-detection-with-data-augmentation.
BibTeX @misc{4ortxyz_nhdyolo-improved-yolov8-using-optimized-neck-and-head-for-product-surface-defect-detection-with-data-augmentation_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{NHD‐YOLO: Improved YOLOv8 using optimized neck and head for product surface defect detection with data augmentation}}, year = {2026}, url = {https://4ort.xyz/entity/nhdyolo-improved-yolov8-using-optimized-neck-and-head-for-product-surface-defect-detection-with-data-augmentation}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): NHD‐YOLO: Improved YOLOv8 using optimized neck and head for product surface defect detection with data augmentation — https://4ort.xyz/entity/nhdyolo-improved-yolov8-using-optimized-neck-and-head-for-product-surface-defect-detection-with-data-augmentation (retrieved 2026-05-24)

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