Neural Rendering

25 papers with code • 0 benchmarks • 1 datasets

Given a representation of a 3D scene of some kind (point cloud, mesh, voxels, etc.), the task is to create an algorithm that can produce photorealistic renderings of this scene from an arbitrary viewpoint. Sometimes, the task is accompanied by image/scene appearance manipulation.

Greatest papers with code

NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis

facebookresearch/pytorch3d ECCV 2020

Our algorithm represents a scene using a fully-connected (non-convolutional) deep network, whose input is a single continuous 5D coordinate (spatial location $(x, y, z)$ and viewing direction $(\theta, \phi)$) and whose output is the volume density and view-dependent emitted radiance at that spatial location.

Neural Rendering Novel View Synthesis

GIRAFFE: Representing Scenes as Compositional Generative Neural Feature Fields

autonomousvision/giraffe CVPR 2021

While several recent works investigate how to disentangle underlying factors of variation in the data, most of them operate in 2D and hence ignore that our world is three-dimensional.

Image Generation Neural Rendering

Spatial Broadcast Decoder: A Simple Architecture for Learning Disentangled Representations in VAEs

deepmind/spriteworld 21 Jan 2019

We present a simple neural rendering architecture that helps variational autoencoders (VAEs) learn disentangled representations.

Neural Rendering

PlenOctrees for Real-time Rendering of Neural Radiance Fields

sxyu/volrend 25 Mar 2021

We introduce a method to render Neural Radiance Fields (NeRFs) in real time using PlenOctrees, an octree-based 3D representation which supports view-dependent effects.

Neural Rendering Novel View Synthesis

Fast Bi-layer Neural Synthesis of One-Shot Realistic Head Avatars

saic-violet/bilayer-model ECCV 2020

The texture image is generated offline, warped and added to the coarse image to ensure a high effective resolution of synthesized head views.

Neural Rendering Talking Head Generation

MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View Stereo

apchenstu/mvsnerf 29 Mar 2021

We present MVSNeRF, a novel neural rendering approach that can efficiently reconstruct neural radiance fields for view synthesis.

Neural Rendering

A Neural Rendering Framework for Free-Viewpoint Relighting

apchenstu/mvsnerf CVPR 2020

We present a novel Relightable Neural Renderer (RNR) for simultaneous view synthesis and relighting using multi-view image inputs.

Neural Rendering Novel View Synthesis

Deferred Neural Rendering: Image Synthesis using Neural Textures

SSRSGJYD/NeuralTexture 28 Apr 2019

Similar to traditional textures, neural textures are stored as maps on top of 3D mesh proxies; however, the high-dimensional feature maps contain significantly more information, which can be interpreted by our new deferred neural rendering pipeline.

Image Generation Neural Rendering +1

CONFIG: Controllable Neural Face Image Generation

microsoft/ConfigNet ECCV 2020

Our ability to sample realistic natural images, particularly faces, has advanced by leaps and bounds in recent years, yet our ability to exert fine-tuned control over the generative process has lagged behind.

Face Model Image Generation +1