ShichenLiu, ShunsukeSaito, WeikaiChen, Hao LiShichenLiu, ShunsukeSaito, WeikaiChen, Hao Li Results...
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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...
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