CORTEXA
← Browse

Wojciech Kozłowski

3 papers indexed

arxivcs.CVcs.LG2026-07-23

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, while clean reference videos are unavailable. Existing video restoration methods largely treat these…

View free PDFSource page
arxivcs.CVcs.LG2026-07-02

AbsoluteDegradation: A Physics-Inspired Synthetic Film-Degradation Pipeline and Archival Film Restoration Benchmark

Mikołaj Jastrzębski, Dawid Glinkowski, Dawid Zieliński, Daniel Borkowski, Wojciech Kozłowski, Kamil Adamczewski

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 of deteriorated footage are physically unrecoverable, requiring supervised methods to rely on synth…

View free PDFSource page
arxivcs.CVcs.AI2026-06-26

Mind the Gap: Quantifying the Domain Gap in Cross-Sensor Diffusion Super-Resolution

Dawid Kopeć, Katarzyna Jabłońska, Wojciech Kozłowski, Maciej Zięba

Demand for high-resolution satellite imagery has increased interest in super-resolution (SR) to bridge the spatial resolution gap between freely available missions such as Sentinel-2 and commercial systems like PlanetScope. Because no sensor provides true paired low- and high-res…

View free PDFSource page