Systems and methods are provided for detecting surface aberrations on a vehicle. The surface aberrations may not be readily apparent to the human eye. Machine learning constructs image detecting systems to automate the detection of surface aberrations on the vehicle. Additionally, the machine learning may refine the aberration detection systems to identify the cause of the surface aberration on the vehicle and enhance the capabilities of the aberration detection systems.