Do you want:
The years 2020 and 2021 served as a historic turning point for video enhancement software. During this timeframe, neural networks shifted from simple bicubic interpolation (stretching pixels) to generative texture reconstruction (predicting details).
A parallel project, known as DS9: Redefined, took a different and arguably more ambitious approach to source material. Instead of starting with the standard DVDs, this project sought out a potentially superior analog source: LaserDiscs. By capturing the uncompressed analog video signal from the discs and applying its own AI-driven restoration pipeline, DS9: Redefined aimed for a more filmic look and better color accuracy than what was possible from the compressed DVD source. This project added techniques like advanced artifact reduction, intelligent inverse telecine, and even 35mm film grain emulation to add texture back into the image.
LCARS displays and runabout monitors are unreadable gibberish.
: Adding a subtle layer of simulated 35mm film grain over the top. This masks any remaining digital smoothing artifacts, giving the final product a cinematic, organic appearance. Legacy of the Fan-Led Restoration Movement star trek deep space 9 s01 ai upscale 1080p 2020 2021
The specific project that targeted in 1080p between 2020 and 2021 was not an official release. It was a underground collaborative effort, often found on fan forums (TrekCore, Reddit’s r/DeepSpaceNine, and MySpleen). The goal was modest: take the best available source (the DVD releases, which were non-anamorphic, letterboxed 480p) and "hallucinate" the missing detail.
Project Defiant: DS9 1080p Upscale of Season 2 Now Available
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It’s still an AI upscale, not a true remaster. Some shots show slight waxy smoothing on faces, especially in fast motion or low-light scenes (typical of early 2021 models). A few optical composites—like ship flybys—reveal haloing or unnatural sharpening. Also, because it’s a fan project, consistency varies across episodes; episode 1 (“Emissary”) looks fantastic, while later S1 episodes occasionally flicker or show leftover interlacing artifacts. Do you want: The years 2020 and 2021
: The final master elements only exist in 480p standard definition. To remaster the show officially, Paramount would have to find all the original film negatives, re-edit every episode frame-by-frame, and completely re-render every single phaser fire, runabout explosion, and starship flyby from scratch.
Creators combined upscaling with modern color-grading tools, stripping away the muddy green and yellow tints of aging videotape to reveal the rich, cinematic lighting originally captured on film. Season 1 Under the Microscope: A New Visual Experience
Ironically, Paramount has recently begun testing its own AI upscaling for other series, and some streaming services have quietly updated their "HD" feeds with slightly better processing. However, as of 2024, none have matched the clarity achieved by the dedicated fan teams of the 2020-2021 era.
: Paramount estimates a true physical film remaster would cost millions of dollars, rendering an official 1080p or 4K Blu-ray set highly unlikely. Instead of starting with the standard DVDs, this
The first season of DS9 (1993) presented unique challenges to AI upscalers:
Because ship battles and phaser fire were rendered at 480p, the AI often struggled to interpret these shots, sometimes creating "waxy" textures or "halos" around objects.
By focusing on S01 in , the upscalers could create a baseline—a proof of concept to show what AI could do for the "station-bound" scenes of the Promenade and Ops.
Modern AI (like Dione or Artemis models) intelligently removes 1990s TV noise without turning scenes into waxy, plastic-looking video.