3 papers
cs.CV2026
DART: A Degradation-Aware Recurrent Transformer for Archival Film Restoration
Mikołaj Jastrzębski, Wojciech Kozłowski, Kamil Adamczewski
Archival film restoration is a challenging problem because historical footage contains compound degradations such as scratches, dust, blur, noise, flicker, and photometric aging, w…
cs.CV2026
AbsoluteDegradation: A Physics-Inspired Synthetic Film-Degradation Pipeline and Archival Film Restoration Benchmark
Mikołaj Jastrzębski, Dawid Glinkowski, Dawid Zieliński +3
Restoring archival film remains a fundamentally challenging problem due to the absence of paired training data and the lack of standardized evaluation benchmarks. Pristine versions…
eess.IV2025
SupResDiffGAN a new approach for the Super-Resolution task
Dawid Kopeć, Wojciech Kozłowski, Maciej Wizerkaniuk +3
In this work, we present SupResDiffGAN, a novel hybrid architecture that combines the strengths of Generative Adversarial Networks (GANs) and diffusion models for super-resolution…