Edge detection is a crucial step in image processing to identify edges and enhance images for better recognition. The Canny Edge Detection technique is focused on in this paper as it improves upon other popular methods like Sobel Edge Detection. The goal is to precisely detect obstacles, which is essential for robot systems.