# A Novel YOLOv5_ES based on lightweight small object detection head for PCB surface defect detection

> Research article (Scientific Reports, 2024) · cited 13× · AI/ML

**Wikidata**: [openalex:W4403314565](https://www.wikidata.org/wiki/openalex:W4403314565)  
**Source**: https://4ort.xyz/entity/a-novel-yolov5-es-based-on-lightweight-small-object-detection-head-for-pcb-surface-defect-detection