Quantitative Evaluation of Maize Emergence Using UAV Imagery and Deep Learning - Liu, Minguo; Su, Wen-Hao; Wang, Xi-Qing (Remote sensing (Basel, Switzerland), 2023)
Keywords: Accuracy; Agricultural production; Algorithms; case studies; Cereal crops; Climate change; Coefficient of variation; Color imagery; Corn; Cotton; crop emergence; Crop yields; Crops; Data collection; Data processing; Deep learning; Drone aircraft; Environmental aspects; Experiments; field phenotyping; Food; Genotypes; Global positioning systems; GPS; Growth; Growth stage; Image acquisition; Image processing; Irrigation; Machine learning; Mathematical analysis; Mean square errors; Methods; Morphology; Performance prediction; phenotype; Phenotyping; Planting; Planting density; prediction; Predictions; quantitative analysis; Remote sensing; Seeding; seedling emergence; Seedlings; Software; Spatial distribution; TOPSIS analysis; Unmanned aerial vehicles; unmanned aerial vehicles (UAV); Variation; Wheat; YOLO model; China