The invention relates to a
crop row detection and row control method for a high-ground-clearance
plant protection
machine, and the method comprises the following steps: S1, collecting a
crop row image in a working scene of the high-ground-clearance
plant protection
machine, and carrying out the data enhancement
processing and marking; s2, constructing a
crop row detection model and performing training; in the crop row detection model, a C2fCIBPConv module integrating partial
convolution PConv and point-by-point
convolution PWConv is used for replacing a C2fCIB module in the original YOLOv10n model, and an EMA attention mechanism module is embedded between a
backbone network and a neck network; s3, deploying the trained crop row detection model on a high-ground-clearance
plant protection
machine, and carrying out crop row identification on images collected in real time; and S4, calculating a transverse deviation and a course angle deviation between the plant protection machine and the crop row based on an identification result, generating a row control instruction through a
control algorithm combining adaptive PID with feedforward compensation, and driving a
steering system to realize dynamic row control. According to the invention, high-speed and high-precision detection of crop rows can be realized, and row alignment deviation is stabilized within + / -5cm.