1. A method implemented at a computing device, the method comprising: identifying one or more tuning parameters based on metadata associated with image data; and responsive to a user input, processing the image data using one or more tuning parameters that correspond to the metadata to change one or more visual characteristics of the image data in a manner that is likely to be consistent with a user's expectations as identified from the metadata.