The description relates to depth images and obtaining higher resolution depth images through depth dependent measurement modeling. One example can receive a set of depth images of a scene captured by a depth camera. The example can obtain a depth dependent pixel averaging function for the depth camera. The example can also generate a high resolution depth image of the scene from the set of depth images utilizing the depth dependent pixel averaging function.
