A object recognition system has a camera configured to generate image data of an environment of a machine and a radar device configured to generate radar data of the environment of the machine. The object recognition system also has a processor configured to detect an object in the environment based on the radar data, map the radar data to a portion of the image data corresponding to the detected object, and classify the detected object using the mapped portion of the image data.