Neural 3D Mesh Renderer

• Published in: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition pp. 3907 - 3916
• Main Authors: Kato, Hiroharu, Ushiku, Yoshitaka, Harada, Tatsuya
• Format: Conference Proceeding
• Language: English
• Published: IEEE 01.06.2018
• Subjects: Face; Image color analysis; Neural networks; Rendering (computer graphics); Solid modeling; Three-dimensional displays; Two dimensional displays

For modeling the 3D world behind 2D images, which 3D representation is most appropriate? A polygon mesh is a promising candidate for its compactness and geometric properties. However, it is not straightforward to model a polygon mesh from 2D images using neural networks because the conversion from a...