1. A method for increasing a resolution of a low resolution depth image, using joint geodesic upsampling comprising the steps of: computing geodesic distances in a high resolution image; and interpolating depths in the low resolution depth image using the geodesic distances to obtain a high resolution depth image, wherein a resolution of the high resolution depth image is identical to a resolution of the high resolution image, wherein the steps are performed in a processor.