  This work presents a new cyclic architecture that extracts high-frequency
patterns from images and re-insert them as geometric features. This procedure
allows us to enhance the resolution of low-cost depth sensors capturing fine
details on the one hand and being loyal to the scanned ground truth on the
other. We present state-of-the-art results for depth super-resolution tasks and
as well as visually attractive, enhanced generated 3D models.
