LLFF

Local Light Field Fusion

Dataset Information
Introduced
2019
License
Unknown
Homepage

Overview

Local Light Field Fusion (LLFF) is a practical and robust deep learning solution for capturing and rendering novel views of complex real-world scenes for virtual exploration. The dataset consists of both renderings and real images of natural scenes. The synthetic images are rendered from the SUNCG and UnrealCV where SUNCG contains 45000 simplistic house and room environments with texture-mapped surfaces and low geometric complexity. UnrealCV contains a few large-scale environments modeled and rendered with extreme detail. The real images are 24 scenes captured from a handheld cellphone.

Variants: LLFF

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
3D Shape Reconstruction From A Single 2D Image Chat-Edit-3D Chat-Edit-3D: Interactive 3D Scene Editing … 2024-07-09
3D scene Editing CE3D Chat-Edit-3D: Interactive 3D Scene Editing … 2024-07-09
Novel View Synthesis TensoRF + NeRFLiX NeRFLiX: High-Quality Neural View Synthesis … 2023-03-13
Novel View Synthesis Plenoxels + NeRFLiX NeRFLiX: High-Quality Neural View Synthesis … 2023-03-13
Novel View Synthesis TensoRF 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 K-Planes (hybrid) 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 AdaNeRF HyperReel: High-Fidelity 6-DoF Video with … 2023-01-05
Novel View Synthesis HyperReel HyperReel: High-Fidelity 6-DoF Video with … 2023-01-05
Novel View Synthesis Instant NGP HyperReel: High-Fidelity 6-DoF Video with … 2023-01-05
Novel View Synthesis TermiNeRF HyperReel: High-Fidelity 6-DoF Video with … 2023-01-05
Novel View Synthesis DoNeRF HyperReel: High-Fidelity 6-DoF Video with … 2023-01-05
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
Novel View Synthesis JAXNeRF MobileNeRF: Exploiting the Polygon Rasterization … 2022-07-30

Research Papers

Recent papers with results on this dataset: