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ML Implicit Representations
Instant neural graphics primitives: lightning fast NeRF and more
Code release for NeRF (Neural Radiance Fields)
[CVPR 2022] VideoINR: Learning Video Implicit Neural Representation for Continuous Space-Time Super-Resolution
PyTorch implementations for our SIGGRAPH 2021 paper: Editable Free-viewpoint Video Using a Layered Neural Representation.
Code repository for the ICLR 2022 paper "FlexConv: Continuous Kernel Convolutions With Differentiable Kernel Sizes" https://openreview.net/forum?id=3jooF27-0Wy
Source code for Fathony, Sahu, Willmott, & Kolter, "Multiplicative Filter Networks", ICLR 2021.
Code repository of the paper "CKConv: Continuous Kernel Convolution For Sequential Data" published at ICLR 2022. https://arxiv.org/abs/2102.02611
Gradient Origin Networks - a new type of generative model that is able to quickly learn a latent representation without an encoder
(latest updates and bug fixed) DISN: Deep Implicit Surface Network for High-quality Single-view 3D Reconstruction
Neural Geometric Level of Detail: Real-time Rendering with Implicit 3D Shapes (CVPR 2021 Oral)
Papers and such on 3D data compression and streaming
Instant-ngp in pytorch+cuda trained with pytorch-lightning (high quality with high speed, with only few lines of legible code)
PyTorch implementation of paper "Neural Scene Flow Fields for Space-Time View Synthesis of Dynamic Scenes"
Dynamic Neural Radiance Fields for Monocular 4D Facial Avater Reconstruction
PREF: Phasorial Embedding Fields for Compact Neural Representations
[ACM MM 2022] NeRF-SR: High-Quality Neural Radiance Fields using Supersampling
A PyTorch implementation of NeRF (Neural Radiance Fields) that reproduces the results.
Implicit Geometric Regularization for Learning Shapes
Official implementation for the paper "Deep ViT Features as Dense Visual Descriptors".
Dr.Jit — A Just-In-Time-Compiler for Differentiable Rendering
Official implementation of the paper "Double-DIP: Unsupervised Image Decomposition via Coupled Deep-Image-Priors"
PyTorch implementation of "Improved Techniques for Training Single-Image GANs" (WACV-21)
[CVPR 2022] Ha-NeRF😆: Hallucinated Neural Radiance Fields in the Wild
BARF: Bundle-Adjusting Neural Radiance Fields 🤮 (ICCV 2021 oral)
Code release for NeX: Real-time View Synthesis with Neural Basis Expansion
A curated list of resources on implicit neural representations.