ShichenLiu, ShunsukeSaito, WeikaiChen, Hao LiShichenLiu, ShunsukeSaito, WeikaiChen, Hao Li Results...
1
Learning to Infer Implicit Surfaces without 3D Supervision Shichen Liu, Shunsuke Saito, Weikai Chen, Hao Li Results (ShapeNet) Motivation / Challenges Q: ”Can we learn high-resolution geometry with an arbitrary topology without 3D supervision?" Method Need Effective 3D Data Representation How to Differentiablly Render Implicit Function Efficiently? Our Framework: Single-view 3D Object Reconstruction using Implicit Surface Efficient Sampling-based 2D Supervision Geometric Regularization on Implicit Surface Ablation Study
Transcript of ShichenLiu, ShunsukeSaito, WeikaiChen, Hao LiShichenLiu, ShunsukeSaito, WeikaiChen, Hao Li Results...
![Page 1: ShichenLiu, ShunsukeSaito, WeikaiChen, Hao LiShichenLiu, ShunsukeSaito, WeikaiChen, Hao Li Results (ShapeNet) Motivation / Challenges Q:”Can we learn high-resolution geometry with](https://reader035.fdocuments.net/reader035/viewer/2022062606/6010a37f3eea274eb42d70db/html5/thumbnails/1.jpg)
Learning to Infer Implicit Surfaces without 3D SupervisionShichen Liu, Shunsuke Saito, Weikai Chen, Hao Li
Results (ShapeNet)
Motivation / Challenges Q: ”Can we learn high-resolution geometry with an arbitrary topology without 3D supervision?"
Method
Need Effective 3D Data Representation
How to Differentiablly Render Implicit Function Efficiently?
Our Framework: Single-view 3D Object Reconstruction using Implicit Surface
Efficient Sampling-based 2D Supervision
Geometric Regularization on Implicit Surface Ablation Study