Potato machinery has become more intelligent thanks to advancements in autonomous navigation technology. The effect of crop row segmentation directly affects the subsequent extraction work, which is an important part line detection. However, shape differences crops different growth periods often lead poor image segmentation. In addition, noise such as field weeds and light also affect it, these...