Project Defiant: DS9 1080p+ Upscale Now Available : r/startrek
The 2020 AI upscale movement proved that Star Trek: Deep Space Nine does not need to be trapped in the dark ages of standard definition. While we wait and hope for an official studio remaster, these community-driven 4K AI upscales of Season 1 stand as a triumphant testament to what modern technology can do for classic television. It transforms the linear, episodic feel of a 90s syndicated show into a sweeping, cinematic space opera worthy of the modern era.
Technology has continued to evolve since 2020, but those specific 2020 upscaling projects are still widely considered the best way to experience Season 1 for several reasons:
the most recent community-driven remastering projects.
Prior to 2020, traditional upscaling relied on "interpolation." Software would look at existing pixels and stretch them, creating a smeary, plastic look. star trek deep space 9 s01 ai upscale 4k 2020 best
While traditional algorithmic upscaling (like bicubic or lanczos interpolation) simply stretches pixels and blurs the edges to fill a 4K canvas, AI upscaling functions fundamentally differently. It uses trained neural networks to predict and recreate missing high-frequency details based on millions of reference images.
Hruska’s work, which he began exploring in 2019 and accelerated in 2020, was not an isolated effort. It was inspired by and built upon the pioneering work of another fan, CaptRobau, who was among the first to publicly demonstrate the potential of using AI neural networks to upscale the series to 1080p.
Here is the guide on what this project is, how to identify the "best" version, and how to find it.
: Released in late 2020, this version focused on high compression efficiency (approx. 12GB per season), making it a popular choice for those with limited storage. The 4K vs. 1080p Debate While some individual fans and groups released raw 4K upscales Project Defiant: DS9 1080p+ Upscale Now Available :
Some early 2020 upscale projects, including versions of Project Defiant, struggled with imperfect audio synchronization.
: A highly technical, ongoing research project documented throughout 2020 via ExtremeTech
If you want to delve deeper into setting up your own video processing pipeline, let me know: What (Windows, Mac, Linux) you are using Your computer's graphics card (GPU) specs
The community exploded. It wasn't perfect—sometimes the AI "hallucinated" textures, making skin look like wax or turning background extras into blurry monsters—but for the first time in thirty years, the station felt huge . Fans who had watched the show on CRT TVs in the 90s were suddenly seeing the intricate hull plating of the USS Yangtzee Kiang in breathtaking clarity. Technology has continued to evolve since 2020, but
The year 2020 was a tipping point for consumer-grade AI video processing. The release of specialized software, most notably (now Topaz Video AI), allowed independent creators to achieve studio-level results from their home computers.
Based on community documentation from similar projects (e.g., "DS9: The Next Generation" upscale project):
Unlike traditional "bicubic" upscaling, which simply stretches pixels and blurs the image, AI upscaling uses neural networks. These networks are trained on millions of high-resolution images. When analyzing a blurry frame of DS9, the AI predicts what the original textures—such as fabric weaves on Cardassian uniforms, skin pores, and metallic hull plating—should look like, creating new pixels to fill the gaps. Why the 2020 Season 1 Upscales Are the Best
As 2020 wore on and the world stayed indoors, a decentralized army of hobbyists followed Elias's lead. They traded "models" and "grain settings" like contraband. They weren't just watching a show; they were reclaiming a masterpiece from the fog of technical obsolescence.