3D深層学習


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.)



■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


■3D Data