LensBridge: Frequency-Guided Compound Degradation Adaptation for Lens Aberration Correction and Veiling Glare Removal

arXiv:2610.00318 · eess.IV, cs.CV, physics.optics · Submitted 2026-09-29 · Read on arXiv

eess.IV, cs.CV, physics.optics

Submitted: 2026-09-29

Updated: 2026-09-29

Comments: All code will be available at https://github.com/XiaolongQian/LensBridge

Code: https://github.com/XiaolongQian/LensBridge

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Adaptation — 62× in this paper · explained in 1 episode
• Veiling Glare — 34× in this paper
• Benchmark — 6× in this paper · explained in 2 episodes
• Domain Adaptation — 5× in this paper · explained in 5 episodes
• Frequency-guided Degradation Completion — 5× in this paper
• Quantization — 5× in this paper · explained in 12 episodes
• Two-Stage Framework — 4× in this paper · explained in 2 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Ablation — 2× in this paper · explained in 1 episode
• Computational Aberration Correction — 2× in this paper
• Consistency — 2× in this paper · explained in 3 episodes
• Diffusion Model — 2× in this paper · explained in 8 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Generative AI — 2× in this paper · explained in 2 episodes
• Ablation Studies — 1× in this paper · explained in 1 episode
• Adam — 1× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Analyzer — 1× in this paper · explained in 1 episode
• Aperture — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Diffusion Models — 1× in this paper · explained in 6 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Domain Shift — 1× in this paper · explained in 4 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Frequency-Domain Analysis — 1× in this paper · explained in 2 episodes
• Frequencyguided Pseudo Decomposition — 1× in this paper
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes

Sources

• Enabling High-Quality In-the-Wild Imaging from Severely Aberrated Metalens Bursts
• Degradation-Guided One-Step Image Super-Resolution with Diffusion Priors

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