Learning Structured Implicit Shape Representations

June 25, 2026
Media Summary: Abstract: There has recently been an explosion of research on In this episode of Computer Vision Decoded, we are going to dive into What if a 3D scene wasn't stored as geometry… but as a mathematical function? That's exactly what

Learning Structured Implicit Shape Representations - Detailed Analysis & Overview

Abstract: There has recently been an explosion of research on In this episode of Computer Vision Decoded, we are going to dive into What if a 3D scene wasn't stored as geometry… but as a mathematical function? That's exactly what CVPR 2022 Paper Video Project: Paper: Parametric 3D ... Keynote presented on June 19, 2020 at CVPR in the 2nd ScanNet Indoor Scene Understanding Challenge Slides: ... E. Tretschk, A. Tewari, V. Golyanik, M. Zollhoefer, C. Stoll, C. Theobalt ECCV 2020

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Learning Structured Implicit Shape Representations - Part 1/4
Learning Structured Implicit Shape Representations - Part 2/4
Copy of 3DGV Seminar: Thomas Funkhouser -- Learning Implicit 3D Shape Representations
Understanding Implicit Neural Representations with Itzik Ben-Shabat
Implicit Representations Explained | The Future of 3D AI
Learning Structured Implicit Shape Representations - Part 3/4
Lecture 6: Implicit Neural Representations (KAIST CS479, Spring 2026)
Learning Structured Implicit Shape Representations - Part 4/4
SPAMS: Structured Implicit Parametric Models (CVPR'22)
SIREN: Implicit Neural Representations with Periodic Activation Functions (Paper Explained)
Deep Structured Implicit Functions
Implicit Neural Representations: From Objects to 3D Scenes

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Learning Structured Implicit Shape Representations - Part 1/4

Learning Structured Implicit Shape Representations - Part 1/4

Abstract: There has recently been an explosion of research on

Learning Structured Implicit Shape Representations - Part 2/4

Learning Structured Implicit Shape Representations - Part 2/4

Abstract: There has recently been an explosion of research on

Copy of 3DGV Seminar: Thomas Funkhouser -- Learning Implicit 3D Shape Representations

Copy of 3DGV Seminar: Thomas Funkhouser -- Learning Implicit 3D Shape Representations

... of using this

Understanding Implicit Neural Representations with Itzik Ben-Shabat

Understanding Implicit Neural Representations with Itzik Ben-Shabat

In this episode of Computer Vision Decoded, we are going to dive into

Implicit Representations Explained | The Future of 3D AI

Implicit Representations Explained | The Future of 3D AI

What if a 3D scene wasn't stored as geometry… but as a mathematical function? That's exactly what

Learning Structured Implicit Shape Representations - Part 3/4

Learning Structured Implicit Shape Representations - Part 3/4

Abstract: There has recently been an explosion of research on

Lecture 6: Implicit Neural Representations (KAIST CS479, Spring 2026)

Lecture 6: Implicit Neural Representations (KAIST CS479, Spring 2026)

Course Webpage: https://3dml.kaist.ac.kr/

Learning Structured Implicit Shape Representations - Part 4/4

Learning Structured Implicit Shape Representations - Part 4/4

Abstract: There has recently been an explosion of research on

SPAMS: Structured Implicit Parametric Models (CVPR'22)

SPAMS: Structured Implicit Parametric Models (CVPR'22)

CVPR 2022 Paper Video Project: https://pablopalafox.github.io/spams/ Paper: https://arxiv.org/abs/2201.08141 Parametric 3D ...

SIREN: Implicit Neural Representations with Periodic Activation Functions (Paper Explained)

SIREN: Implicit Neural Representations with Periodic Activation Functions (Paper Explained)

Implicit

Deep Structured Implicit Functions

Deep Structured Implicit Functions

Paper Title: Deep

Implicit Neural Representations: From Objects to 3D Scenes

Implicit Neural Representations: From Objects to 3D Scenes

Keynote presented on June 19, 2020 at CVPR in the 2nd ScanNet Indoor Scene Understanding Challenge Slides: ...

PatchNets: Patch-Based Generalizable Deep Implicit 3D Shape Representations

PatchNets: Patch-Based Generalizable Deep Implicit 3D Shape Representations

E. Tretschk, A. Tewari, V. Golyanik, M. Zollhoefer, C. Stoll, C. Theobalt ECCV 2020