1. A method of performing localized upsampling of an image, the method comprising: resizing a first color plane from the image, wherein resizing the first color plane comprises adding a plurality of new pixels to the first color plane, the resized 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; using the refined estimated value for the first new pixel of the resized first color plane; and providing an upsampled image comprising the resized first color plane.