GenLit: Reformulating Single-Image Relighting as Video Generation
Paper
•
2412.11224
•
Published
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|
End of preview. Expand
in Data Studio
GenLit Dataset
This is the official synthetic dataset for GenLit: Reformulating Single-Image Relighting as Video Generation, published at SIGGRAPH Asia 2025.
- Paper: ACM Digital Library | arXiv
- Project Page: genlit.is.tue.mpg.de
- Code: GitHub
Dataset Description
GenLit reformulates single-image relighting as a video generation task, where the scene remains static while a point light moves through 3D space. This dataset contains synthetic image sequences rendered with Blender, showing objects under varying lighting conditions controlled by a moving point light source.
Each sample consists of 14 frames depicting the same 3D scene with different point light positions, along with comprehensive metadata to reproduce the scene.
Dataset Statistics
| Split | Size |
|---|---|
train |
~342 GB |
test |
~31 GB |
Dataset Structure
Each sample contains:
| Field | Type | Description |
|---|---|---|
images |
Sequence[Image] |
14 rendered frames showing lighting variation |
frame_idxs |
Sequence[string] |
Frame identifiers |
object_id |
string |
Unique identifier for the 3D object |
rotation |
string |
Object rotation variant |
seq_id |
string |
Sequence identifier |
metadata |
dict |
Scene configuration (see below) |
Metadata Fields
| Field | Type | Description |
|---|---|---|
objects |
list |
List of objects with id, dataset source, translation, rotation, scale |
scene_id |
string |
Trajectory identifier |
point_light_trajectory |
Array2D[14, 3] |
3D positions of the point light for each frame |
point_light_intensity |
Sequence[float] |
Point light intensity per frame |
env_light_intensity |
Sequence[float] |
Environment/ambient light intensity per frame |
floor_texture |
dict |
Floor texture name and rotation |
hdri |
dict |
HDRI environment map name and rotation |
camera_matrix |
Array2D[3, 4] |
Camera projection matrix |
image_ids |
Sequence[string] |
Image identifiers |
Alternative Download
For bulk downloads, you can use our download script: https://genlit.is.tue.mpg.de/download.php
Citation
@inproceedings{bharadwaj2025genlit,
title={GenLit: Reformulating Single-Image Relighting as Video Generation},
author={Bharadwaj, Shrisha and Feng, Haiwen and Becherini, Giorgio and Abrevaya, Victoria Fernandez and Black, Michael J.},
booktitle={SIGGRAPH Asia 2025 Conference Papers},
year={2025},
publisher={ACM},
doi={10.1145/3757377.3763970}
}
License
This dataset is released under the Max Planck Institute for Intelligent Systems Non-Commercial Research License.
Before using this data, you must read and accept the license conditions at: https://genlit.is.tue.mpg.de/license.html
Key Terms
- Permitted: Non-commercial scientific research, education, and artistic projects
- Prohibited: Commercial use, pornographic/military/surveillance applications, redistribution
- Attribution: You must cite the SIGGRAPH Asia 2025 paper in any publications
For commercial licensing inquiries, contact: ps-license@tue.mpg.de
Contact
For questions about the dataset, please visit the project page or open an issue on the GitHub repository.
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