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nv-tlabs/vqad

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Created over 2 years ago
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nv-tlabs/vqad

nv-tlabs

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Variable Bitrate Neural Fields

Code is now available: https://github.com/NVIDIAGameWorks/kaolin-wisp

We will eventually populate this repository with scripts and additional code for the various small experiments. Stay tuned!

This is the official code repository for Variable Bitrate Neural Fields (SIGGRAPH 2022) which compresses feature grids for neural fields using our VQ-AD (vector-quantized auto-decoder) method.

This work is authored by:

Towaki Takikawa, Alex Evans, Jonathan Tremblay, Thomas Müller, Morgan McGuire, Alec Jacobson, Sanja Fidler

GET3D

lift-splat-shoot

Lift, Splat, Shoot: Encoding Images from Arbitrary Camera Rigs by Implicitly Unprojecting to 3D (ECCV 2020)

GSCNN

Gated-Shape CNN for Semantic Segmentation (ICCV 2019)

nglod

Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D Shapes (CVPR 2021 Oral)

LION

Latent Point Diffusion Models for 3D Shape Generation

NKSR

[CVPR 2023 Highlight] Neural Kernel Surface Reconstruction

ASE

DIB-R

Learning to Predict 3D Objects with an Interpolation-based Differentiable Renderer (NeurIPS 2019)

editGAN_release

FlexiCubes

STEAL

STEAL - Learning Semantic Boundaries from Noisy Annotations (CVPR 2019)

Jupyter Notebook

datasetGAN_release

ATISS

Code for "ATISS: Autoregressive Transformers for Indoor Scene Synthesis", NeurIPS 2021

XCube

[CVPR 2024 Highlight] XCube: Large-Scale 3D Generative Modeling using Sparse Voxel Hierarchies

vid2player3d

Official implementation for SIGGRAPH 2023 paper "Learning Physically Simulated Tennis Skills from Broadcast Videos"

GameGAN_code

Learning to Simulate Dynamic Environments with GameGAN (CVPR 2020)

CLD-SGM

Score-Based Generative Modeling with Critically-Damped Langevin Diffusion

semanticGAN_code

Official repo for SemanticGAN https://nv-tlabs.github.io/semanticGAN/

meta-sim

Meta-Sim: Learning to Generate Synthetic Datasets (ICCV 2019)

DefTet

Learning Deformable Tetrahedral Meshes for 3D Reconstruction (NeurIPS 2020)

PADL

STRIVE

Code for CVPR 2022 paper "Generating Useful Accident-Prone Driving Scenarios via a Learned Traffic Prior"

DriveGAN_code

Code release for DriveGAN (CVPR 2021)

3DiffTection

GENIE

GENIE: Higher-Order Denoising Diffusion Solvers

bigdatasetgan_code

project page: https://nv-tlabs.github.io/big-datasetgan/

stmc

Implementation of "Multi-Track Timeline Control for Text-Driven 3D Human Motion Generation" from CVPR Workshop on Human Motion Generation 2024.

DPDM

Differentially Private Diffusion Models

AUV-NET

DIB-R-Single-Image-3D-Reconstruction

trace

Official implementation of TRACE, the TRAjectory Diffusion Model for Controllable PEdestrians, from the CVPR 2023 paper: "Trace and Pace: Controllable Pedestrian Animation via Guided Trajectory Diffusion".

pacer

Official implementation of PACER, Pedestrian Animation ControllER, of CVPR 2023 paper: "Trace and Pace: Controllable Pedestrian Animation via Guided Trajectory Diffusion".

planning-centric-metrics

Learning to Evaluate Perception Models Using Planner-Centric Metrics

DiffusionTexturePainting

[SIGGRAPH 2024] Diffusion Texture Painting

editGAN

meta-sim-structure

Meta-Sim2: Unsupervised Learning of Scene Structure for Synthetic Data Generation (ECCV 2020)

GANverse3D

gameGAN

Project page for GameGAN

VideoLDM

brushstroke_engine

Code accompanying Neural Brushstroke Engine paper, SIGGRAPH Asia 2022

Jupyter Notebook

3DStyleNet

nv-tlabs.github.io

NVIDIA Toronto AI Lab public website

fDAL

MvDeCor

semanticGAN

https://nv-tlabs.github.io/semanticGAN/

compact-ngp

fed-sim

Federated Simulation for Medical Imaging (MICCAI2020)

DP-Sinkhorn_code

DMTet

big-datasetgan

https://nv-tlabs.github.io/big-datasetgan/

datasetGAN

fegr

NTG

NTG - Neural Turtle Graphics for Modeling City Road Layouts (ICCV 2019)

inverse-rendering-3d-lighting

Project page for "Learning Indoor Inverse Rendering with 3D Spatially-Varying Lighting" (ICCV 2021)

flexicubes_website

tesmo

Official implementation of TeSMo, a method for text-controlled scene-aware motion generation, from the ECCV 2024 paper: "Generating Human Interaction Motions in Scenes with Text Control".

nkf

Project page of Neural Fields as Learnable Kernels for 3D Reconstruction.

XDGAN

XDGAN: Multi-Modal 3D Shape Generation in 2D Space

DriveGAN

physics-pose-estimation-project-page

outdoor-ar

hipnet

simulation-strategies

Towards Optimal Strategies for Training Self-Driving Perception Models in Simulation

equivariant

estimatingrequirements

Project page for the paper "How Much More Data Do I Need? Estimating Requirements For Downstream Tasks".

adaptive-shells-website

LearnOptimizeCollect

Project page for the paper "Optimizing Data Collection In Machine Learning"

DP-Sinkhorn

Project page for DP-Sinkhorn (Neurips 2021)

PMGAN

hugo-backend

hugo backend for the main page

lip-mlp

unicon

DIBRPlus