3D object reconstruction from a single image is an important topic in computer vision, which has attracted enormous attention during the past decades. With the further study in deep learning, remarkable progress of 3D object reconstruction from a single image has been obtained in recent years. In this paper, we review the applications of deep learning models in the field of 3D object reconstruction from a single image. First, we introduce the research background and the current state-of-the-art of traditional methods. Then, we provide a brief o...