A depth image of a scene may be received, observed, or captured by a device. The depth image may then be analyzed to determine whether the depth image includes noise. For example, the depth image may include one or more holes having one or more empty pixels or pixels without a depth value. Depth values for the one or more empty pixels may be estimated and a depth image that includes the estimated depth values for the one or empty more pixels may be rendered.