The result left official DVDs and streaming versions of Season 1 looking muddy, riddled with interlacing artifacts, and severely lacking in detail on modern 4K television screens. 2020: The Turning Point for AI Video Enhancement
An AI upscale is only as good as the human guiding it. Simply running a DS9 episode through an automated filter usually results in a weird "waxy" look where human skin looks like plastic. The project workflows that gained traction in 2020 were deemed "better" because creators utilized a multi-step workflow:
In the pilot episode "Emissary," the standard DVD yields muddy faces where skin textures blend into background blur. The 2020 AI-upscaled versions successfully separated fine details. Viewers could suddenly see the distinct fabric weave of the early Starfleet uniforms, individual hairs on Quark's Ferengi prosthetics, and the subtle lines of expression on Avery Brooks' face. 2. Elimination of Video Artifacts
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However, it is not without its compromises. The AI's "hallucination" of detail can occasionally be distracting, sometimes making character's faces look unnaturally smooth or adding a faint "glowing" halo around high-contrast objects. The models, particularly the early Gaia-CG algorithm, could introduce a "posterized" look, flattening the image. The result left official DVDs and streaming versions
Because of 1990s production choices, DS9 is trapped in standard definition (SD). While Star Trek: The Next Generation received a costly, official Blu-ray remaster from the original film negatives, Paramount has repeatedly stated that a similar project for DS9 is financially unviable.
For watching on a large 4K television, the answer is an unqualified . The massive reduction in MPEG-2 compression artifacts, the sharpened details, and the cleaned-up noise create a much more pleasant viewing experience than the standard DVDs. The improvement is especially noticeable on wide shots of the station or during large-scale space battles.
In private, Sisko wrestled with a new ghost. The Palimpsest Collective had completed a full restoration of Jennifer's performance, now accompanied by a human-authored annotation detailing which frames were inferred and why. He watched it alone once, then with Jake, and later with Dax, who had sat very still as the program unfolded. The performance was breathtaking: Jennifer's face articulated lines Sisko had long ago imagined but never confirmed. Her laugh, improved from murky noise to clarity, echoed in the little room and broke something inside him. The project workflows that gained traction in 2020
9/10 Worth the hard drive space? Absolutely. Just make room for the next six seasons.
When a modern 4K TV stretches a 480p image to fill its screen, it creates a muddy, pixelated mess. The 2020 AI Upscale Breakthrough
In a 2023 article, TechCrunch succinctly summed up the experience: "I’m watching 'AI upscaled' Star Trek and it isn't terrible". It is a remarkable achievement for fan-driven, low-budget technology. It is absolutely a massive improvement over the original DVD and streaming versions. But any fan going in expecting something on par with the TNG Blu-rays will be disappointed. It is a different beast—a simulation of high definition, rather than the real thing.