Lumos3D: A Single-Forward Framework for Low-Light 3D Scene Restoration

arXiv — cs.CVFriday, November 14, 2025 at 5:00:00 AM
  • ditions remains a fundamental yet challenging problem. Most existing approaches depend on precomputed camera poses and scene
  • bility to dynamic real
  • forward manner, directly restoring illumination and structure from unposed, low
  • scene training or optimization. Built upon a geometry
  • serving structural details. During training, a cross
  • ric consistency within the reconstructed 3D space. Experiments on real
  • fidelity low
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