MILL3D / metadata /benchmark_protocol.md
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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.