DeformNet: Free-Form Deformation Network for 3D Shape Reconstruction from a Single Image

• Published in: 2018 IEEE Winter Conference on Applications of Computer Vision (WACV) pp. 858 - 866
• Main Authors: Kurenkov, Andrey, Ji, Jingwei, Garg, Animesh, Mehta, Viraj, Gwak, JunYoung, Choy, Christopher, Savarese, Silvio
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.03.2018
• Subjects: Image reconstruction; Neural networks; Shape; Solid modeling; Strain; Three-dimensional displays

3D reconstruction from a single image is a key problem in multiple applications ranging from robotic manipulation to augmented reality. Prior methods have tackled this problem through generative models which predict 3D reconstructions as voxels or point clouds. However, these methods can be computat...