A system for unsupervised radar calibration of a vehicle is contemplated. The system may include a radar having a plurality of antennas configured to transmit radar signals and responsively receive reflected signals. The system may further include a calibration controller configured to determine a plurality of detections from the reflected signals corresponding with unsupervised objects in the vicinity of the vehicle, and based on the detections, to generate a calibration matrix sufficient for calibrating the radar.