Image processing is any form of information processing for which both the input and output are images, such as photographs or frames of video. Most image processing techniques involve treating the image as a two-dimensional matrix. A few decades ago, image processing was done largely in the analog domain, chiefly by optical devices. There is also much massively parallel architecture that has been developed for the purpose.