Researchers developed a new method to help wall-mounted cleaning robots detect edges of window frame obstacles more accurately. By enhancing the traditional canny operator, they improved noise reduction and edge detail extraction. The new method includes adding gradient templates and using an iterative process to find optimal thresholds. Through simulations, it was found that the improved canny operator outperformed the traditional method in detecting window frame edges.