本資料は2019年9月12日に社内共有資料として展開していたものを WEBページ向けにリニューアルした内容になります。
■Purpose
Purpose of this material
Overview of 3D deep learning
Comparison b/w each method of 3D deep learning
Main papers (In this material, I have summarized the material based on following materials and cited papers therein.)
E. Ahmed et al, "A survey on Deep Learning Advances on Different 3D Data Representations", 2018
M. M. Bronstein et al., "Geometric deep learning: going beyond Euclidean data", 2016
■Application
Application of 3D Deep Learning
■Agenda
Methods of 3D Deep Learning
Euclidean vs Non-Euclidean
Euclidean Method
Projections / Multi-View
Voxel
Non-Euclidean Method
Point Cloud / Mesh / Graph
Accuracy
Dataset / Material
Appendix
Mesh Generation
Laplacian on Graph
Correspondence