INTRODUCTION This paper considers the problem of dense 3D face recon-struction from monocular video as well as from a single face image. In computer vision, the use of such holistic structural elements has a long history in 3D modeling of physical environments, especially man-made environments, from data acquired by a variety of sensors such as monocular and binocular vision, LiDAR, and RGB-D sensors.