# A non-destructive testing method for early detection of ginseng root diseases using machine learning technologies based on leaf hyperspectral reflectance

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

**Wikidata**: [openalex:W4309607002](https://www.wikidata.org/wiki/openalex:W4309607002)  
**Source**: https://4ort.xyz/entity/a-non-destructive-testing-method-for-early-detection-of-ginseng-root-diseases-using-machine-learning-technologies-based-
