Traditional disease severity monitoring is subjective and inefficient. This study employs a Parrot multispectral sensor mounted on an unmanned aerial vehicle (UAV) to apply machine learning algorithms. such as random forest. for categorizing defoliation levels in R7-stage soybean plants. https://www.paperlet.com/product-category/food-art/