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NeRF (Neural Radiance Fields)

Introduced by Ben Mildenhall et al. in NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis19 Mar 2020 archive 2025-07-28

Neural Radiance Fields (NeRF) is a method for synthesizing novel views of complex scenes by optimizing an underlying continuous volumetric scene function using a sparse set of input views. The dataset contains three parts with the first 2 being synthetic renderings of objects called Diffuse Synthetic 360◦ and Realistic Synthetic 360◦ while the third is real images of complex scenes. Diffuse Synthetic 360◦ consists of four Lambertian objects with simple geometry. Each object is rendered at 512x512 pixels from viewpoints sampled on the upper hemisphere. Realistic Synthetic 360◦ consists of eight objects of complicated geometry and realistic non-Lambertian materials. Six of them are rendered from viewpoints sampled on the upper hemisphere and the two left are from viewpoints sampled on a full sphere with all of them at 800x800 pixels. The real images of complex scenes consist of 8 forward-facing scenes captured with a cellphone at a size of 1008x756 pixels.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Novel View Synthesis NeRF Deformable Beta Splatting PSNR 34.66 Deformable Beta Splatting RongLiu-Leo/beta-splatting 12 Compare

Papers archive 2025-07-28

5 shown of 5 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 3,892. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Deformable Beta Splatting 1 1 27 Jan 2025 ran 5 of 11 samples (6 unverified)
Compact 3D Scene Representation via Self-Organizing Gaussian Grids 2 1 19 Dec 2023 ran 1 of 1 samples (0 unverified; 1 pointer-only for licence)
K-Planes: Explicit Radiance Fields in Space, Time, and Appearance 2 5 24 Jan 2023 ran 1 of 1 samples (0 unverified)
One is All: Bridging the Gap Between Neural Radiance Fields Architectures with Progressive Volume Distillation 1 1 29 Nov 2022 not harvested
MobileNeRF: Exploiting the Polygon Rasterization Pipeline for Efficient Neural Field Rendering on Mobile Architectures 1 4 30 Jul 2022 ran 0 of 9 samples (9 unverified)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

No modality tagged.

Languages archive 2025-07-28

Variants archive 2025-07-28

  • NeRF

1 variant name, as the archive lists them.

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