The article presents a new method for calibrating a camera on a robot arm using just one image. This calibration helps the robot pick up objects accurately. Even if the object is hard to see because of poor lighting or background, the robot can still find it. By analyzing edges in the image, the robot can figure out where the object is and how to grab it safely. The researchers tested this method and found it worked well in real-world experiments.