1. A machine-implemented method for improving video resolution, the machine-implemented method comprising: producing vectors, each of the vectors representing a respective image of an object appearing in a sequence of video frames; producing a respective low dimensional vector from each of the vectors; performing interpolation on at least two of the low dimensional vectors to produce a low dimensional interpolated vector; mapping the low dimensional interpolated vector according to a model to obtain dimensionally increased image information; producing an interpolated image from the dimensionally increased image information; producing a video frame interpolated between existing video frames in the sequence of video frames; and copying aspects of the interpolated image to the interpolated video frame.