The invention relates to an intelligent
monitoring system for prevention and control of diseases and
insect pests for bean planting, in particular to the field of intelligent monitoring of prevention and control of agricultural diseases and
insect pests, and can realize extremely early precise recognition and early warning of diseases and
insect pests of bean crops. The weak
lesion spectral features and the continuous deterioration trend of the
plant can be sensitively captured in a stage which is difficult to perceive by naked eyes, real diseases and environmental interference are effectively distinguished, the
system can automatically locate a suspicious
lesion area by using a weak
supervised learning mechanism and only needing image-level labeling, the dependence on expensive pixel-level labeling data is greatly reduced, and the accuracy of the
system is improved. Finally, a high-confidence early warning
signal is output through multi-source information collaborative decision, a scientific basis is provided for accurate and green prevention and control, blind
pesticide application is effectively avoided, and
crop health and yield are guaranteed.