“Experts have proposed a risk mitigation method based on scene understanding technology to address the collision risk of AGV in manufacturing workshops. This method utilizes computer vision to generate scene maps, enhancing AGV's environmental perception and decision-making capabilities. Experiments have shown that this framework can effectively identify and mitigate risks, and will be expanded to more complex scenarios in the future.”