The invention discloses an all-weather unstructured
orchard visual navigation system, which is characterized in that an improved CycleGAN
image processing module is introduced to perform enhancement
processing on an image acquired under a
severe weather condition, interference factors such as rain,
snow and
fog in the image are effectively removed, the
image quality is improved, and an improved YOLOv11-seg network is combined, so that the
visual navigation precision of the
orchard is improved. And high-precision and high-stability segmentation of the unstructured road region is realized. Meanwhile, a continuous, smooth and controllable
navigation path is constructed based on a
path line generation method of pixel
mutation detection and cubic B-spline fitting, and path planning precision and operation stability in an
orchard scene are guaranteed. The constructed all-weather unstructured orchard
visual navigation system comprises three modules: an all-weather
adaptation module based on the improved CycleGAN, a road segmentation module based on the improved YOLOv11-seg, and a
navigation path line generation module.