# Universal detection of curved rice panicles in complex environments using aerial images and improved YOLOv4 model

> Research article (Frontiers in Plant Science, 2022) · cited 20× · AI/ML

**Wikidata**: [openalex:W4308322072](https://www.wikidata.org/wiki/openalex:W4308322072)  
**Source**: https://4ort.xyz/entity/universal-detection-of-curved-rice-panicles-in-complex-environments-using-aerial-images-and-improved-yolov4-model