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
Evaluation framework for testing segmentation networks in PyTorch

Evaluation framework for testing segmentation networks in PyTorch. What segmentation network to choose for next Kaggle competition? This benchmark knows the answer!

Eugene Khvedchenya 37 Apr 27, 2022
Pytorch code for semantic segmentation using ERFNet

ERFNet (PyTorch version) This code is a toolbox that uses PyTorch for training and evaluating the ERFNet architecture for semantic segmentation. For t

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Neuron class provides LNU (Linear Neural Unit), QNU (Quadratic Neural Unit), RBF (Radial Basis Function), MLP (Multi Layer Perceptron), MLP-ELM (Multi Layer Perceptron - Extreme Learning Machine) neurons learned with Gradient descent or LeLevenberg–Marquardt algorithm

Neuron class provides LNU (Linear Neural Unit), QNU (Quadratic Neural Unit), RBF (Radial Basis Function), MLP (Multi Layer Perceptron), MLP-ELM (Multi Layer Perceptron - Extreme Learning Machine) neu

Filip Molcik 38 Dec 17, 2022
Spatially-Adaptive Pixelwise Networks for Fast Image Translation, CVPR 2021

Image Translation with ASAPNets Spatially-Adaptive Pixelwise Networks for Fast Image Translation, CVPR 2021 Webpage | Paper | Video Installation insta

Tamar Rott Shaham 100 Dec 28, 2022
Deep Learning Theory

Deep Learning Theory 整理了一些深度学习的理论相关内容，持续更新。 Overview Recent advances in deep learning theory 总结了目前深度学习理论研究的六个方向的一些结果，概述型，没做深入探讨(2021)。 1.1 complexity

fq 103 Jan 04, 2023
Composing methods for ML training efficiency

MosaicML Composer contains a library of methods, and ways to compose them together for more efficient ML training.

MosaicML 2.8k Jan 08, 2023
Vanilla and Prototypical Networks with Random Weights for image classification on Omniglot and mini-ImageNet. Made with Python3.

vanilla-rw-protonets-project Vanilla Prototypical Networks and PNs with Random Weights for image classification on Omniglot and mini-ImageNet. Made wi

Giovani Candido 8 Aug 31, 2022
A library for augmentation of a YOLO-formated dataset

YOLO Dataset Augmentation lib Инструкция по использованию этой библиотеки Запуск всех файлов осуществлять из консоли. GoogleCrawl_to_Dataset.py Это ск

Egor Orel 1 Dec 10, 2022
nanodet_plus,yolov5_v6.0

OAK_Detection OAK设备上适配nanodet_plus,yolov5_v6.0 Environment pytorch = 1.7.0

炼丹去了 1 Feb 18, 2022
[CVPR 2022] Official Pytorch code for OW-DETR: Open-world Detection Transformer

OW-DETR: Open-world Detection Transformer (CVPR 2022) [Paper] Akshita Gupta*, Sanath Narayan*, K J Joseph, Salman Khan, Fahad Shahbaz Khan, Mubarak Sh

Akshita Gupta 127 Dec 27, 2022
working repo for my xumx-sliCQ submissions to the ISMIR 2021 MDX

Music Demixing Challenge - xumx-sliCQ This repository is the GitHub mirror of my working submission repository for the AICrowd ISMIR 2021 Music Demixi

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Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective

Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective Zhengzhuo Xu, Zenghao Chai, Chun Yuan This is the PyTorch implement

Sincere 16 Dec 15, 2022
The UI as a mobile display for OP25

OP25 Mobile Control Head A 'remote' control head that interfaces with an OP25 instance. We take advantage of some data end-points left exposed for the

Sarah Rose Giddings 13 Dec 28, 2022
K Closest Points and Maximum Clique Pruning for Efficient and Effective 3D Laser Scan Matching (To appear in RA-L 2022)

KCP The official implementation of KCP: k Closest Points and Maximum Clique Pruning for Efficient and Effective 3D Laser Scan Matching, accepted for p

Yu-Kai Lin 109 Dec 14, 2022
Multi-Objective Reinforced Active Learning

Multi-Objective Reinforced Active Learning Dependencies wandb tqdm pytorch = 1.7.0 numpy = 1.20.0 scipy = 1.1.0 pycolab == 1.2 Weights and Biases O

Markus Peschl 6 Nov 19, 2022
Deep learning library featuring a higher-level API for TensorFlow.

TFLearn: Deep learning library featuring a higher-level API for TensorFlow. TFlearn is a modular and transparent deep learning library built on top of

TFLearn 9.6k Jan 02, 2023
Artificial Intelligence playing minesweeper 🤖

AI playing Minesweeper ✨ Minesweeper is a single-player puzzle video game. The objective of the game is to clear a rectangular board containing hidden

Vaibhaw 8 Oct 17, 2022
Use stochastic processes to generate samples and use them to train a fully-connected neural network based on Keras

Use stochastic processes to generate samples and use them to train a fully-connected neural network based on Keras which will then be used to generate residuals

Federico Lopez 2 Jan 14, 2022
Audio-Visual Generalized Few-Shot Learning with Prototype-Based Co-Adaptation

Audio-Visual Generalized Few-Shot Learning with Prototype-Based Co-Adaptation The code repository for "Audio-Visual Generalized Few-Shot Learning with

Kaiaicy 3 Jun 27, 2022
Official PyTorch implementation of U-GAT-IT: Unsupervised Generative Attentional Networks with Adaptive Layer-Instance Normalization for Image-to-Image Translation

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Hyeonwoo Kang 2.4k Jan 04, 2023