NeRF

Neural Radiance Fields

Dataset Information
Languages
Chinese
Introduced
2020
License
Unknown
Homepage

Overview

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.

Variants: NeRF

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Novel View Synthesis Deformable Beta Splatting Deformable Beta Splatting 2025-01-27
Novel View Synthesis Self-Organizing Gaussians Compact 3D Scene Representation via … 2023-12-19
Novel View Synthesis TensoRF K-Planes: Explicit Radiance Fields in … 2023-01-24
Novel View Synthesis K-Planes (hybrid) K-Planes: Explicit Radiance Fields in … 2023-01-24
Novel View Synthesis K-Planes (explicit) K-Planes: Explicit Radiance Fields in … 2023-01-24
Novel View Synthesis Plenoxels K-Planes: Explicit Radiance Fields in … 2023-01-24
Novel View Synthesis I-NGP K-Planes: Explicit Radiance Fields in … 2023-01-24
Novel View Synthesis PVD_Hash2NeRF One is All: Bridging the … 2022-11-29
Novel View Synthesis JAXNeRF MobileNeRF: Exploiting the Polygon Rasterization … 2022-07-30
Novel View Synthesis NeRF MobileNeRF: Exploiting the Polygon Rasterization … 2022-07-30
Novel View Synthesis MobileNeRF MobileNeRF: Exploiting the Polygon Rasterization … 2022-07-30
Novel View Synthesis SNeRG MobileNeRF: Exploiting the Polygon Rasterization … 2022-07-30

Research Papers

Recent papers with results on this dataset: