US Patent 12136068 Paint refinish determination

A method, system and apparatus for determining requirements for painting a vehicle, including receiving images of the vehicle, determining, using classifiers, one or more classifications for parts of the vehicle based on the images, wherein each classifier processes the same images and is trained to identify damage to only one part of the parts of the vehicle, wherein each classifier is trained to identify a different part of the vehicle and be generic with respect to a make and model and year of the vehicle, determining, for at least one of the parts of the vehicle, one or more paint areas, wherein each paint area is an area of damage to the vehicle requiring painting, determining one or more operations and materials required to paint at least one of the one or more paint areas and outputting the determined one or more operations and materials required.