In this project, we revisit the problem of constructing 3D structures from single still images. We build upon previous work done by Saxena, Sun and Ng [1] by improving on the inference techniques used in their algorithm, with the goal of producing 3D models that are more quantitatively accurate, as well as more visually pleasing. One area of improvement in the existing algorithm is the penalty ...