1. A method for adaptive image enhancement, comprising: measuring the image quality of a pixel region in a frame in a source video; performing an image classification of the pixel region based on the image quality measurement; and enhancing the image quality of the pixel region in the source video image by applying operations based on the image classification of the frame.