Early Identification and Localization Algorithm for Weak Seedlings Based on Phenotype Detection and Machine Learning

• Published in: Agriculture (Basel) Vol. 13; no. 1; p. 212
• Main Authors: Xu, Shengyong, Zhang, Yi, Dong, Wanjing, Bie, Zhilong, Peng, Chengli, Huang, Yuan
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 01.01.2023
• Subjects: Accuracy; Agricultural production; agriculture; Algorithms; Cameras; Classification; Culling; Data collection; Decision trees; Factories; Genotype & phenotype; Germination; grow prediction; Growth models; image analysis; Image processing; Image segmentation; Leaf area; Learning algorithms; Leaves; Localization; Machine learning; Morphology; Neural networks; Nurseries; phenotype; phenotype measurement; Phenotypes; Physiology; Plant growth; plant height; Plants; prediction; Recurrent neural networks; Replenishment; Seedlings; Seeds; strong seedling model; Technical services; Vision systems; Water melons; watermelons; China

It is important to propose the correct decision for culling and replenishing seedlings in factory seedling nurseries to improve the quality of seedlings and save resources. To solve the problems of inefficiency and subjectivity of the existing traditional manual culling and replenishment of seeds, t...