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Thomas Deixelberger

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#machine learning Preprint Sep 2026

The Domain Is a Residue: Adapting Self-Supervised Features, Not Generators

Clearing fog, rain or snow from footage, or turning renders into photographs, must remove the source domain and keep the scene. Unpaired translators carry it through because their generator sees the source appearance (pixels, a near-invertible latent or a control map) and keeps it. A DINO feature map fixes what is in t...

Thomas Deixelberger, Markus Steinberger · 0 citations

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