: Early neural networks made human skin look like smooth plastic. By 2021, specialized models could accurately preserve skin pores, sweat, fabric textures of Starfleet uniforms, and the intricate ridges of Cardassian or Bajoran prosthetics.
The most prominent technical work was published by Joel Hruska in a series of articles for ExtremeTech. This project became a living development diary that chronicled the painstaking search for the best possible upscaling method. Over the course of 2020 and 2021, Hruska experimented with a complex multi-stage workflow that combined free, powerful video processing tools (like AviSynth) with commercial AI upscaling software (Topaz Video Enhance AI). One of his key breakthroughs was discovering that the "Artemis High Quality" model in the software's version 2.2.0 dramatically improved motion handling and image stability compared to earlier, inferior models. The goal was always to create a replicable, semi-automated method that other fans could use to upscale their own DVDs, moving beyond the earlier trial-and-error approach. star trek deep space 9 s01 ai upscale 1080p 2020 2021
: On modern 4K or 1080p Smart TVs, standard definition source files look blurry, pixelated, and laced with digital interlacing artifacts. The 2020–2021 Technological Breakthrough : Early neural networks made human skin look
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The wave of fan-driven AI upscales between 2020 and 2021 fundamentally changed how audiences consume legacy television content. It proved to media conglomerates that there is a massive, tech-savvy audience willing to invest time and computing power into preserving media history.
: While DS9 was shot on high-quality 35mm film, its live-action frames and pioneering computer-generated imagery (CGI) were transferred and edited directly onto standard-definition NTSC composite videotape.