TL;DR of the paper, generated automatically.

Neural texture upscaling that runs at render time, with no per-asset training.

• Method: one generalized MLP, trained on many texture patches.
• Saves: disk space and VRAM, with no asset changes.
• Result: claims consistent gains over analytic upscaling in perceptual quality.