Neural Rendering

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

7 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

30 shown of 205 papers with code (514 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis
  19 Mar 2020 37 repositories listed Syntology ran 22 of 56 samples · 34 unverified · 4 pointer-only (licence)
  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 (θ, ϕ)) and whose output is…
• Instant Neural Graphics Primitives with a Multiresolution Hash Encoding
  16 Jan 2022 17 repositories listed Syntology ran 18 of 44 samples · 26 unverified · 9 pointer-only (licence)
  Neural graphics primitives, parameterized by fully connected neural networks, can be costly to train and evaluate.
• PlenOctrees for Real-time Rendering of Neural Radiance Fields
  25 Mar 2021 5 repositories listed Syntology ran 6 of 13 samples · 7 unverified
  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.
• Collaborative Neural Rendering using Anime Character Sheets
  12 Jul 2022 4 repositories listed
  Drawing images of characters with desired poses is an essential but laborious task in anime production.
• Zero-Shot Text-Guided Object Generation with Dream Fields
  2 Dec 2021 4 repositories listed Syntology ran 1 of 10 samples · 9 unverified
  Our method, Dream Fields, can generate the geometry and color of a wide range of objects without 3D supervision.
• Deferred Neural Rendering: Image Synthesis using Neural Textures
  28 Apr 2019 4 repositories listed
  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…
• Spatial Broadcast Decoder: A Simple Architecture for Learning Disentangled Representations in VAEs
  21 Jan 2019 4 repositories listed Syntology ran 0 of 1 samples · 1 unverified
  We present a simple neural rendering architecture that helps variational autoencoders (VAEs) learn disentangled representations.
• SplatAD: Real-Time Lidar and Camera Rendering with 3D Gaussian Splatting for Autonomous Driving
  25 Nov 2024 3 repositories listed Syntology ran 8 of 10 samples · 2 unverified
  Ensuring the safety of autonomous robots, such as self-driving vehicles, requires extensive testing across diverse driving scenarios.
• Neural Rendering for Stereo 3D Reconstruction of Deformable Tissues in Robotic Surgery
  30 Jun 2022 3 repositories listed
  Reconstruction of the soft tissues in robotic surgery from endoscopic stereo videos is important for many applications such as intra-operative navigation and image-guided robotic surgery automation.
• pi-GAN: Periodic Implicit Generative Adversarial Networks for 3D-Aware Image Synthesis
  2 Dec 2020 3 repositories listed Syntology ran 3 of 4 samples · 1 unverified · 2 pointer-only (licence)
  We have witnessed rapid progress on 3D-aware image synthesis, leveraging recent advances in generative visual models and neural rendering.
• Ditto: Motion-Space Diffusion for Controllable Realtime Talking Head Synthesis
  29 Nov 2024 2 repositories listed
  Recent advances in diffusion models have endowed talking head synthesis with subtle expressions and vivid head movements, but have also led to slow inference speed and insufficient control over generated results.
• Advancing Super-Resolution in Neural Radiance Fields via Variational Diffusion Strategies
  22 Oct 2024 2 repositories listed
  Our approach leverages existing 2D SR models in conjunction with advanced techniques such as Variational Score Distilling (VSD) and a LoRA fine-tuning helper, with spatial training to significantly boost the quality and…
• Animal Avatars: Reconstructing Animatable 3D Animals from Casual Videos
  25 Mar 2024 2 repositories listed
  We present a method to build animatable dog avatars from monocular videos.
• GaussianObject: High-Quality 3D Object Reconstruction from Four Views with Gaussian Splatting
  15 Feb 2024 2 repositories listed Syntology ran 7 of 11 samples · 4 unverified · 11 pointer-only (licence)
  Then we construct a Gaussian repair model based on diffusion models to supplement the omitted object information, where Gaussians are further refined.
• GPAvatar: Generalizable and Precise Head Avatar from Image(s)
  18 Jan 2024 2 repositories listed Syntology ran 8 of 10 samples · 2 unverified
  Head avatar reconstruction, crucial for applications in virtual reality, online meetings, gaming, and film industries, has garnered substantial attention within the computer vision community.
• TIFace: Improving Facial Reconstruction through Tensorial Radiance Fields and Implicit Surfaces
  15 Dec 2023 2 repositories listed Syntology ran 8 of 11 samples · 3 unverified
  This report describes the solution that secured the first place in the "View Synthesis Challenge for Human Heads (VSCHH)" at the ICCV 2023 workshop.
• NeuRAD: Neural Rendering for Autonomous Driving
  26 Nov 2023 2 repositories listed
  Neural radiance fields (NeRFs) have gained popularity in the autonomous driving (AD) community.
• Deformable 3D Gaussians for High-Fidelity Monocular Dynamic Scene Reconstruction
  22 Sep 2023 2 repositories listed Syntology ran 4 of 9 samples · 5 unverified
  Implicit neural representation has paved the way for new approaches to dynamic scene reconstruction and rendering.
• NeRF-Supervised Deep Stereo
  30 Mar 2023 2 repositories listed
  We introduce a novel framework for training deep stereo networks effortlessly and without any ground-truth.
• Deformable Model-Driven Neural Rendering for High-Fidelity 3D Reconstruction of Human Heads Under Low-View Settings
  24 Mar 2023 2 repositories listed Syntology ran 1 of 3 samples · 2 unverified · 3 pointer-only (licence)
  To address this, we propose geometry decomposition and adopt a two-stage, coarse-to-fine training strategy, allowing for progressively capturing high-frequency geometric details.
• FreeNeRF: Improving Few-shot Neural Rendering with Free Frequency Regularization
  13 Mar 2023 2 repositories listed Syntology ran 2 of 2 samples · 0 unverified · 1 pointer-only (licence)
  One is to regularize the frequency range of NeRF's inputs, while the other is to penalize the near-camera density fields.
• ShAPO: Implicit Representations for Multi-Object Shape, Appearance, and Pose Optimization
  27 Jul 2022 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  A novel disentangled shape and appearance database of priors is first learned to embed objects in their respective shape and appearance space.
• SymFormer: End-to-end symbolic regression using transformer-based architecture
  31 May 2022 2 repositories listed
  The task of finding formulas from a set of observed inputs and outputs is called symbolic regression.
• Efficient Geometry-aware 3D Generative Adversarial Networks
  15 Dec 2021 2 repositories listed Syntology ran 6 of 6 samples · 0 unverified · 6 pointer-only (licence)
  Unsupervised generation of high-quality multi-view-consistent images and 3D shapes using only collections of single-view 2D photographs has been a long-standing challenge.
• GeoNeRF: Generalizing NeRF with Geometry Priors
  26 Nov 2021 2 repositories listed
  To render a novel view, the geometry reasoner first constructs cascaded cost volumes for each nearby source view.
• ADOP: Approximate Differentiable One-Pixel Point Rendering
  13 Oct 2021 2 repositories listed
  Like other neural renderers, our system takes as input calibrated camera images and a proxy geometry of the scene, in our case a point cloud.
• MVSNeRF: Fast Generalizable Radiance Field Reconstruction from Multi-View Stereo
  29 Mar 2021 2 repositories listed Syntology ran 0 of 6 samples · 6 unverified
  We present MVSNeRF, a novel neural rendering approach that can efficiently reconstruct neural radiance fields for view synthesis.
• Neural Scene Graphs for Dynamic Scenes
  20 Nov 2020 2 repositories listed
  Recent implicit neural rendering methods have demonstrated that it is possible to learn accurate view synthesis for complex scenes by predicting their volumetric density and color supervised solely by a set of RGB…
• CONFIG: Controllable Neural Face Image Generation
  6 May 2020 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified · 1 pointer-only (licence)
  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.
• A Neural Rendering Framework for Free-Viewpoint Relighting
  26 Nov 2019 2 repositories listed
  We present a novel Relightable Neural Renderer (RNR) for simultaneous view synthesis and relighting using multi-view image inputs.

Syntology lines on 17 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.