Vision-based navigation and guidance for agricultural autonomous vehicles and robots: A review

•A detailed summary about the research status of vision-based navigation technology for agricultural robots was given.•Vision sensors characteristics and vision information processing methods were summarized.•The applications of vision-based navigation methods in robotic agricultural tasks were summarized.•Challenges and future trends of vision-based navigation technology in agricultural robots are reported.