1. A method of performing localized upsampling of an image, the method comprising: resizing a first color plane, wherein resizing the first color plane comprises adding a plurality of new pixels to the first color plane, the first color plane comprising at least a first localized portion, wherein the first localized portion comprises: at least a first new pixel; a first known pixel having a first value; and a second known pixel having a second value; generating an estimated value for the first new pixel, wherein the estimated value is based on the first value and the second value; refining the estimated value; and providing an upsampled image.