Abstract: This paper addresses the numerous challenges by visually impaired individuals in their daily travels by designing an intelligent guide robot based on Raspberry Pi 4B combined with YOLO-v10.

Robots need power to do anything, just like us. Think about it – without energy, even the most complex machine is just a pile of parts. For most robots, especially the ones we build and play with, ...