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cs.CV2026
From Fog Chamber to Aircraft Window: Pixel-Registered Imaging and Synthetic Fine-Tuning Enable Cross-Domain Defogging
Alexander Ingold, Sabina D. Menon, Manya Yellepeddy +5
A deep defogging pipeline pretrained on controlled laboratory fog and fine-tuned with domain-randomized synthetic fog applied to clear outdoor scenes generalizes across a graded se…
cs.CV2026
A unified Benchmark for Multi-Frame Image Restoration under Severe Refractive Warping
Maxim V. Shugaev, Md Reshad Ul Hoque, Bridget Kennedy +8
Video sequence capturing through refractive dynamic media, such as a turbulent air or water surface, often suffer from severe geometric distortions and temporal instability. While…