For decades, Star Trek: Deep Space 9 (DS9) has worn a peculiar crown within the Trek franchise. Lauded by critics for its serialized storytelling, moral ambiguity, and deep character work, it was often overshadowed by its predecessors ( The Next Generation ) and successor ( Voyager ) in one critical area: visual fidelity. While the stories were cinematic, the delivery was decidedly standard-definition television.
To understand why the 2020 AI upscale revolution was so critical, one must look at how DS9 was produced. Unlike movies shot and edited entirely on film, 1990s Star Trek shows used a hybrid workflow.
Earlier seasons like Season 1 were harder to upscale due to the lower quality of the original master tapes compared to later seasons. Aspect Ratio: star trek deep space 9 s01 ai upscale 4k 2020
Each frame (approximately 45,000 frames per episode) was fed into Topaz Video Enhance AI. The key model used was "Gaia" or "Artemis," tuned specifically for live-action content. The AI was trained on millions of pairs of low-res and high-res images to:
Here is everything you need to know about this innovative fan project, from its technical foundations to how you can create or watch it for yourself. For decades, Star Trek: Deep Space 9 (DS9)
The results of the 2020 Season 1 upscale projects were nothing short of miraculous for a community that had abandoned all hope of an official remaster.
If you own the DVDs and a 4K monitor, seek out the 2020 AI upscale of DS9 Season 1. It is the best proxy for a remaster you will ever see. And who knows? If enough fans watch it, maybe one day, Paramount will finally listen. But until then, the AI will hold the line at Terok Nor. To understand why the 2020 AI upscale revolution
The 2020 upscale of Season 1 was a revelation for fans. The difference between the official DVD/Streaming quality and the AI 4K version is night and day.
The project's reach was also amplified by pioneers like "Captain Robau" (Stefan Rumen), who had previously used to upscale DS9 to 1080p. His early proof-of-concept work in 2019 showcased the potential of AI for video to a wide audience and laid the groundwork for the more ambitious 4K projects that followed.
While AI upscaling does wonders for live-action footage, Season 1 presented unique challenges for the algorithms in 2020. DS9 was one of the earliest shows to transition from physical miniature models to Computer Generated Imagery (CGI) for its space battles.
If you want to look further into how these community projects were built, I can share more details. Let me know if you would like to explore: