arXiv · Image Restoration
ControlLight
Controllable low-light enhancement framework with continuous illumination-strength supervision. Introduces a misalignment-aware weighted flow-matching loss to preserve structure across enhancement strengths and ships a large-scale real-world degraded-image dataset.
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