A curated list of neural rendering resources.

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Deep LearningAwesome-of-Neural-Rendering
Overview

Awesome-of-Neural-Rendering Awesome

A curated list of neural rendering and related resources.

Please feel free to pull requests or open an issue to add papers.

🔆 Updated 2021-09-08

Table of Contents

Type of Neural-Rendering

Type View `` `` `` `` `` Other
Explanation View Synthesis other types

GRF: Learning a General Radiance Field for 3D Scene Representation and Rendering

2021

Title Venue Type Code Star
ICCV Other PyTorch(Author) ``
Self-Calibrating Neural Radiance Fields ICCV Other PyTorch(Author) 72
Image GANs meet Differentiable Rendering for Inverse Graphics and Interpretable 3D Neural Rendering ICLR-Oral Other PyTorch(Author) ``
Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields ICCV-Oral Other PyTorch(Author) ``
GRF: Learning a General Radiance Field for 3D Scene Representation and Rendering ICCV Other PyTorch(Author) 128
PhySG: Inverse Rendering with Spherical Gaussians for Physics-based Material Editing and Relighting CVPR Other PyTorch(Author) 33
IBRNet: Learning Multi-View Image-Based Rendering CVPR View PyTorch(Author) 126
NeX: Real-time View Synthesis with Neural Basis Expansion CVPR-Oral View PyTorch(Author) 320
Neural Lumigraph Rendering CVPR Other PyTorch(Author) ``
AutoInt: Automatic Integration for Fast Neural Volume Rendering CVPR Other PyTorch(Author) 80
pixelNeRF: Neural Radiance Fields from One or Few Images CVPR View PyTorch(Author) 456
StereoRadiance Fields (SRF): Learning View Synthesis for Sparse Views of Novel Scenes CVPR View PyTorch(Author) 32
D-NeRF: Neural Radiance Fields for Dynamic Scenes CVPR Other PyTorch(Author) 61
NeRV: Neural Reflectance and Visibility Fields for Relighting and View Synthesis CVPR Other PyTorch(Author) ``
AutoInt: Automatic Integration for Fast Neural Volume Rendering CVPR Other PyTorch(Author) ``
GIRAFFE: Representing Scenes asCompositional Generative Neural Feature Fields CVPR-BestPaper Other PyTorch(Author) 609
NeRFactor: Neural Factorization of Shape and Reflectance Under an Unknown Illumination SIGGRAPH Asia Other PyTorch(Author) 104

2020

Title Venue Type Code Star
Multiview Neural Surface Reconstruction with Implicit Lighting and Material NeurIPS Other PyTorch(Author) 223
GRAF: Generative Radiance Fields for 3D-Aware Image Synthesis NeurIPS Other PyTorch(Author) 183
Differentiable Volumetric Rendering: Learning Implicit 3D Representations without 3D Supervision CVPR Other PyTorch(Author) 471
CVPR `` PyTorch(Author) ``
CVPR `` PyTorch(Author) ``
CVPR `` PyTorch(Author) ``
CVPR `` PyTorch(Author) ``
NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis ECCV-Oral View TensorFlow(Author) PyTorch(3rd) PyTorch(3rd) Jax(3rd) 3.6k/1.1k/429/19.2k

2019

Title Venue Type Code Star
Local Light Field Fusion: Practical View Synthesis with Prescriptive Sampling Guidelines SIGGRAPH View PyTorch(Author) 691
Deferred Neural Rendering: Image Synthesis using Neural Textures SIGGRAPH Other PyTorch(Author) 123
Geometry-Aware Neural Rendering NeurIPS Other PyTorch(Author) ``
Scene Representation Networks: Continuous3D-Structure-Aware Neural Scene Representations NeurIPS-Oral Other PyTorch(Author) 287
Monocular Neural Image Based Rendering with Continuous View Control ICCV Other PyTorch(Author) 43
CVPR Other PyTorch(Author) ``

2018

Title Venue Type Code Star
CVPR Other PyTorch(Author) ``

2017

Title Venue Type Code Star
CVPR Other PyTorch(Author) ``

2016

Title Venue Type Code Star
CVPR Other PyTorch(Author) ``

Previous Venues

Title Venue Type Code Star
Ray-casting Point-in-polyhedron Test 2012-CESCG Other -

Arxiv

Title Date Type Code Star
NeuLF: Efficient Novel View Synthesis with Neural 4D Light Field 2021.08.04 View -
KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs 2021.08.02 Other PyTorch(Author) 169
Neural Rays for Occlusion-aware Image-based Rendering 2021.07.28 Other PyTorch(Author) 13
Fast and Explicit Neural View Synthesis 2021.07.12 View -
HyperNeRF: A Higher-Dimensional Representation for Topologically Varying Neural Radiance Fields 2021.06.24 Other PyTorch(Author) ``
Volume Rendering of Neural Implicit Surfaces 2021.06.22 Other -
Learning to Stylize Novel Views 2021.05.27 `` -
Neural Ray-Tracing: Learning Surfaces and Reflectance for Relighting and View Synthesis 2021.04.28 Other PyTorch(Author) 7
FiG-NeRF: Figure-Ground Neural Radiance Fields for 3D Object CategoryModelling 2021.04.17 `` PyTorch(Author) ``
Decomposing 3D Scenes into Objects via Unsupervised Volume Segmentation 2021.04.02 Other PyTorch(Author) ``
Inverting Neural Radiance Fields for Pose Estimation 2021.04.01 Other -
NeRFactor: Neural Factorization of Shape and Reflectance Under an Unknown Illumination 2021.01.04 Other PyTorch(Author) 115
2021.08.10 `` PyTorch(Author) ``
2021.08.10 `` PyTorch(Author) ``

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Zhiwei ZHANG
Zhiwei ZHANG
GitHub Repository
A module for solving and visualizing Schrödinger equation.

qmsolve This is an attempt at making a solid, easy to use solver, capable of solving and visualize the Schrödinger equation for multiple particles, an

506 Dec 28, 2022
How to Leverage Multimodal EHR Data for Better Medical Predictions?

How to Leverage Multimodal EHR Data for Better Medical Predictions? This repository contains the code of the paper: How to Leverage Multimodal EHR Dat

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A torch.Tensor-like DataFrame library supporting multiple execution runtimes and Arrow as a common memory format

TorchArrow (Warning: Unstable Prototype) This is a prototype library currently under heavy development. It does not currently have stable releases, an

Facebook Research 536 Jan 06, 2023
Avalanche RL: an End-to-End Library for Continual Reinforcement Learning

Avalanche RL: an End-to-End Library for Continual Reinforcement Learning Avalanche Website | Getting Started | Examples | Tutorial | API Doc | Paper |

ContinualAI 43 Dec 24, 2022
Code for the paper Task Agnostic Morphology Evolution.

Task-Agnostic Morphology Optimization This repository contains code for the paper Task-Agnostic Morphology Evolution by Donald (Joey) Hejna, Pieter Ab

Joey Hejna 18 Aug 04, 2022
VQGAN+CLIP Colab Notebook with user-friendly interface.

VQGAN+CLIP and other image generation system VQGAN+CLIP Colab Notebook with user-friendly interface. Latest Notebook: Mse regulized zquantize Notebook

Justin John 227 Jan 05, 2023
The code for replicating the experiments from the LFI in SSMs with Unknown Dynamics paper.

Likelihood-Free Inference in State-Space Models with Unknown Dynamics This package contains the codes required to run the experiments in the paper. Th

Alex Aushev 0 Dec 27, 2021
Pytorch implementation of Learning with Opponent-Learning Awareness

Pytorch implementation of Learning with Opponent-Learning Awareness using DiCE

Alexis David Jacq 82 Sep 15, 2022
《Unsupervised 3D Human Pose Representation with Viewpoint and Pose Disentanglement》(ECCV 2020) GitHub: [fig9]

Unsupervised 3D Human Pose Representation [Paper] The implementation of our paper Unsupervised 3D Human Pose Representation with Viewpoint and Pose Di

42 Nov 24, 2022
CondenseNet: Light weighted CNN for mobile devices

CondenseNets This repository contains the code (in PyTorch) for "CondenseNet: An Efficient DenseNet using Learned Group Convolutions" paper by Gao Hua

Shichen Liu 690 Nov 30, 2022
ADGAN - The Implementation of paper Controllable Person Image Synthesis with Attribute-Decomposed GAN

ADGAN - The Implementation of paper Controllable Person Image Synthesis with Attribute-Decomposed GAN CVPR 2020 (Oral); Pose and Appearance Attributes Transfer;

Men Yifang 400 Dec 29, 2022
VisualGPT: Data-efficient Adaptation of Pretrained Language Models for Image Captioning

VisualGPT Our Paper VisualGPT: Data-efficient Adaptation of Pretrained Language Models for Image Captioning Main Architecture of Our VisualGPT Downloa

Vision CAIR Research Group, KAUST 140 Dec 28, 2022
Repository of the paper Compressing Sensor Data for Remote Assistance of Autonomous Vehicles using Deep Generative Models at ML4AD @ NeurIPS 2021.

Compressing Sensor Data for Remote Assistance of Autonomous Vehicles using Deep Generative Models Code and supplementary materials Repository of the p

Daniel Bogdoll 4 Jul 13, 2022
Implementation of E(n)-Transformer, which extends the ideas of Welling's E(n)-Equivariant Graph Neural Network to attention

E(n)-Equivariant Transformer (wip) Implementation of E(n)-Equivariant Transformer, which extends the ideas from Welling's E(n)-Equivariant G

Phil Wang 132 Jan 02, 2023
Config files for my GitHub profile.

Canalyst Candas Data Science Library Name Canalyst Candas Description Built by a former PM / analyst to give anyone with a little bit of Python knowle

Canalyst Candas 13 Jun 24, 2022
Code for the paper Hybrid Spectrogram and Waveform Source Separation

Demucs Music Source Separation This is the 3rd release of Demucs (v3), featuring hybrid source separation. For the waveform only Demucs (v2): Go this

Meta Research 4.8k Jan 04, 2023
Cognition-aware Cognate Detection

Cognition-aware Cognate Detection The repository which contains our code for our EACL 2021 paper titled, "Cognition-aware Cognate Detection". This wor

Prashant K. Sharma 1 Feb 01, 2022
Self-supervised learning algorithms provide a way to train Deep Neural Networks in an unsupervised way using contrastive losses

Self-supervised learning Self-supervised learning algorithms provide a way to train Deep Neural Networks in an unsupervised way using contrastive loss

Arijit Das 2 Mar 26, 2022
Code for Max-Margin Contrastive Learning - AAAI 2022

Max-Margin Contrastive Learning This is a pytorch implementation for the paper Max-Margin Contrastive Learning accepted to AAAI 2022. This repository

Anshul Shah 12 Oct 22, 2022
[ACMMM 2021, Oral] Code release for "Elastic Tactile Simulation Towards Tactile-Visual Perception"

EIP: Elastic Interaction of Particles Code release for "Elastic Tactile Simulation Towards Tactile-Visual Perception", in ACMMM (Oral) 2021. By Yikai

Yikai Wang 37 Dec 20, 2022