NeRF

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

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Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

30 shown of 631 papers with code (1,713 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…
• NeuS: Learning Neural Implicit Surfaces by Volume Rendering for Multi-view Reconstruction
  20 Jun 2021 7 repositories listed Syntology ran 8 of 16 samples · 8 unverified
  In NeuS, we propose to represent a surface as the zero-level set of a signed distance function (SDF) and develop a new volume rendering method to train a neural SDF representation.
• LERF: Language Embedded Radiance Fields
  16 Mar 2023 5 repositories listed
  Humans describe the physical world using natural language to refer to specific 3D locations based on a vast range of properties: visual appearance, semantics, abstract associations, or actionable affordances.
• 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.
• NeRF--: Neural Radiance Fields Without Known Camera Parameters
  14 Feb 2021 5 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 2 pointer-only (licence)
  Considering the problem of novel view synthesis (NVS) from only a set of 2D images, we simplify the training process of Neural Radiance Field (NeRF) on forward-facing scenes by removing the requirement of known or…
• NeRF++: Analyzing and Improving Neural Radiance Fields
  15 Oct 2020 5 repositories listed Syntology ran 2 of 2 samples · 0 unverified
  Neural Radiance Fields (NeRF) achieve impressive view synthesis results for a variety of capture settings, including 360 capture of bounded scenes and forward-facing capture of bounded and unbounded scenes.
• DreamFusion: Text-to-3D using 2D Diffusion
  29 Sep 2022 4 repositories listed Syntology ran 10 of 11 samples · 1 unverified
  Using this loss in a DeepDream-like procedure, we optimize a randomly-initialized 3D model (a Neural Radiance Field, or NeRF) via gradient descent such that its 2D renderings from random angles achieve a low loss.
• BARF: Bundle-Adjusting Neural Radiance Fields
  13 Apr 2021 4 repositories listed Syntology ran 4 of 19 samples · 15 unverified
  In this paper, we propose Bundle-Adjusting Neural Radiance Fields (BARF) for training NeRF from imperfect (or even unknown) camera poses -- the joint problem of learning neural 3D representations and registering camera…
• KiloNeRF: Speeding up Neural Radiance Fields with Thousands of Tiny MLPs
  25 Mar 2021 4 repositories listed Syntology ran 1 of 7 samples · 6 unverified
  NeRF synthesizes novel views of a scene with unprecedented quality by fitting a neural radiance field to RGB images.
• Mip-NeRF: A Multiscale Representation for Anti-Aliasing Neural Radiance Fields
  24 Mar 2021 4 repositories listed Syntology ran 10 of 33 samples · 23 unverified · 13 pointer-only (licence)
  Mip-NeRF is also able to match the accuracy of a brute-force supersampled NeRF on our multiscale dataset while being 22x faster.
• 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.
• R²-Gaussian: Rectifying Radiative Gaussian Splatting for Tomographic Reconstruction
  31 May 2024 3 repositories listed Syntology ran 17 of 19 samples · 2 unverified · 19 pointer-only (licence)
  3D Gaussian splatting (3DGS) has shown promising results in image rendering and surface reconstruction.
• NeRF-Det: Learning Geometry-Aware Volumetric Representation for Multi-View 3D Object Detection
  27 Jul 2023 3 repositories listed Syntology ran 2 of 3 samples · 1 unverified · 3 pointer-only (licence)
  We present NeRF-Det, a novel method for indoor 3D detection with posed RGB images as input.
• AdvIRL: Reinforcement Learning-Based Adversarial Attacks on 3D NeRF Models
  18 Dec 2024 2 repositories listed
  The increasing deployment of AI models in critical applications has exposed them to significant risks from adversarial attacks.
• 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…
• FAST-LIVO2: Fast, Direct LiDAR-Inertial-Visual Odometry
  26 Aug 2024 2 repositories listed
  The fusion of both visual and LiDAR measurements is based on a single unified voxel map where the LiDAR module constructs the geometric structure for registering new LiDAR scans and the visual module attaches image…
• DreamCatalyst: Fast and High-Quality 3D Editing via Controlling Editability and Identity Preservation
  16 Jul 2024 2 repositories listed Syntology ran 4 of 10 samples · 6 unverified · 10 pointer-only (licence)
  Score distillation sampling (SDS) has emerged as an effective framework in text-driven 3D editing tasks, leveraging diffusion models for 3D-consistent editing.
• Lighting Every Darkness with 3DGS: Fast Training and Real-Time Rendering for HDR View Synthesis
  10 Jun 2024 2 repositories listed
  Volumetric rendering based methods, like NeRF, excel in HDR view synthesis from RAWimages, especially for nighttime scenes.
• Multi-style Neural Radiance Field with AdaIN
  7 Jun 2024 2 repositories listed
  In this work, we propose a novel pipeline that combines AdaIN and NeRF for the task of stylized Novel View Synthesis.
• HDR-GS: Efficient High Dynamic Range Novel View Synthesis at 1000x Speed via Gaussian Splatting
  24 May 2024 2 repositories listed Syntology ran 5 of 7 samples · 2 unverified
  In this paper, we propose a new framework, High Dynamic Range Gaussian Splatting (HDR-GS), which can efficiently render novel HDR views and reconstruct LDR images with a user input exposure time.
• NeuroNCAP: Photorealistic Closed-loop Safety Testing for Autonomous Driving
  11 Apr 2024 2 repositories listed Syntology ran 1 of 2 samples · 1 unverified
  We present a versatile NeRF-based simulator for testing autonomous driving (AD) software systems, designed with a focus on sensor-realistic closed-loop evaluation and the creation of safety-critical scenarios.
• NeRF-Supervised Feature Point Detection and Description
  13 Mar 2024 2 repositories listed
  Feature point detection and description is the backbone for various computer vision applications, such as Structure-from-Motion, visual SLAM, and visual place recognition.
• Radiative Gaussian Splatting for Efficient X-ray Novel View Synthesis
  7 Mar 2024 2 repositories listed Syntology ran 6 of 8 samples · 2 unverified · 8 pointer-only (licence)
  X-ray is widely applied for transmission imaging due to its stronger penetration than natural light.
• Endo-4DGS: Endoscopic Monocular Scene Reconstruction with 4D Gaussian Splatting
  29 Jan 2024 2 repositories listed
  In the realm of robot-assisted minimally invasive surgery, dynamic scene reconstruction can significantly enhance downstream tasks and improve surgical outcomes.
• Street Gaussians: Modeling Dynamic Urban Scenes with Gaussian Splatting
  2 Jan 2024 2 repositories listed Syntology ran 5 of 6 samples · 1 unverified · 2 pointer-only (licence)
  Recent methods extend NeRF by incorporating tracked vehicle poses to animate vehicles, enabling photo-realistic view synthesis of dynamic urban street scenes.
• Efficient Deformable Tissue Reconstruction via Orthogonal Neural Plane
  23 Dec 2023 2 repositories listed
  Intraoperative imaging techniques for reconstructing deformable tissues in vivo are pivotal for advanced surgical systems.
• Gaussian-Flow: 4D Reconstruction with Dynamic 3D Gaussian Particle
  6 Dec 2023 2 repositories listed
  Moreover, the explicit deformation modeling for discretized Gaussian points ensures ultra-fast training and rendering of a 4D scene, which is comparable to the original 3DGS designed for static 3D reconstruction.
• Feature 3DGS: Supercharging 3D Gaussian Splatting to Enable Distilled Feature Fields
  6 Dec 2023 2 repositories listed Syntology ran 12 of 24 samples · 12 unverified · 1 pointer-only (licence)
  In this work, we go one step further: in addition to radiance field rendering, we enable 3D Gaussian splatting on arbitrary-dimension semantic features via 2D foundation model distillation.
• Structure-Aware Sparse-View X-ray 3D Reconstruction
  18 Nov 2023 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 1 pointer-only (licence)
  In this paper, we propose a framework, Structure-Aware X-ray Neural Radiodensity Fields (SAX-NeRF), for sparse-view X-ray 3D reconstruction.
• FaceDNeRF: Semantics-Driven Face Reconstruction, Prompt Editing and Relighting with Diffusion Models
  1 Jun 2023 2 repositories listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  The ability to create high-quality 3D faces from a single image has become increasingly important with wide applications in video conferencing, AR/VR, and advanced video editing in movie industries.

Syntology lines on 20 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.