DEEP IMPLICITS

1st Generation Models (Global)

• Occupancy Networks: Learning 3D Reconstruction in Function Space (2019) PDF | video
• Learning Implicit Fields for Generative Shape Modeling (2019) PDF | page
• DeepSDF: Learning Continuous Signed Distance Functions for Shape Representation (2019) PDF | video
• Deep Level Sets: Implicit Surface Representations for 3D Shape Inference (2019) PDF | page

2nd Generation Models (Local)

• Geof Hinton -- Learnable Convex Decomposition video
• Hao Zang -- Generating Meshes via Binary Space Partitioning video
• Thomas Funkhouser -- Learning Implicit 3D Shape Representations video
• Andreas Geiger -- Implicit Neural Representations: From Objects to 3D Scenes video
• Richard Newcombe -- Deep Local Shapes paper

3rd Generation Models (Eikonal)

• Vincent Sitzmann -- Implicit Neural Scene Representations video
• Yaron Lipman -- Implicit Geometric Regularization video

4rd Generation Models (Light Fields)

• Neural Radiance Fields (2020) website
• Differentiable Volumetric Rendering (2020) website
• Multiview Neural Surface Reconstruction (2020) website

Rendering / Extraction

• Deep Marching Cubes: Learning Explicit Surface Representations (2018) PDF
• DIST: Rendering Deep Implicit Signed Distance Function with Differentiable Sphere Tracing (2019) PDF

Related Techniques

• Learning to Infer Implicit Surfaces without 3D Supervision (2019) PDF
• PIFu: Pixel-Aligned Implicit Function (2019) page
• NASA: Neural Articulated Shape Approximation (2019) page
• Neural Geometric Level of Detail (2021) page

Etc.

• NeRF Explosion 2020 Blog | paper
• Awesome NeRFs GitHub

Last Update: by lvelho.