This invention focused on sensor calibration for autonomous vehicles, critical for robust perception systems. It simplifies the calibration of radar and cameras, enabling accurate object detection, localization, and tracking. By providing an easy method to derive a calibration matrix, it enhances safety and efficiency while supporting the industry's drive toward autonomy.