1. A method for estimating a three-dimensional depth map from still image data, the method comprising: using a set of monocular images and corresponding ground-truth depth maps to determine a relationship between monocular image features and the depth of points in the monocular images; and for different points in a particular image, using the determined relationship together with local and global image features including monocular cues to determine relative depths of the different points.