Adding image metadata as input to the classifier should help quite a bit.

Just knowing the model of the camera used to take the photo would probably help pick out "professional" photos more accurately than many of the perceptual criteria. It's almost hard to take a bad photo with some of the really expensive cameras, whereas it requires skill to take a professional quality photo with a cheap point and shoot digicam.