MILL3D Benchmark Protocol
MILL3D is designed for controlled benchmarking across scenes and exposure levels.
Pairing Rule
For a given scene, images with the same image_name across different level_name folders are paired captures of the same viewpoint.
Reference Rule
For each low-light sample:
- input image:
data/{scene_name}/{level_name}/images/{image_name} - reference image:
data/{scene_name}/GT/images/{image_name}
Intended Evaluation Use
- Evaluate reconstruction quality exposure-by-exposure
- Compare robustness across low-light severity levels
- Report metrics consistently across scenes and levels
Notes
This dataset is intended primarily for evaluation and benchmarking, rather than as a large-scale training corpus.