# Insulator detection and damage identification based on improved lightweight YOLOv4 network

> Research article (Energy Reports, 2021) · cited 45× · AI/ML

**Wikidata**: [openalex:W4200466552](https://www.wikidata.org/wiki/openalex:W4200466552)  
**Source**: https://4ort.xyz/entity/insulator-detection-and-damage-identification-based-on-improved-lightweight-yolov4-network