Google used AI to recreate Doom — and people can't tell it from the real thing

Google AI Doom GameNGen
(Image credit: Google AI)

Google researchers used AI to recreate the classic first-person shooter Doom. Videos were made of the gameplay and humans were only slightly better than random chance at recognizing which were real clips and which were generated by AI.

In a recently submitted pre-print paper, the researchers presented GameNGen which they say is the first game engine powered entirely by AI that allows players to interact with the game over long stretches of time at high quality.

Using their AI game engine, the scientists recreated the game Doom at 20 frames per second. The shooter was pretty playable as the AI allowed players to attack enemies, open doors, and it also kept track of their ammo and health levels.

The researchers explained that while it may seem tempting to assume that AI game generation is just very fast AI video generation, there’s more to it than meets the eye. To pull this off they needed special type of models that wouldn’t collapse to meet the demands of generating an interactive space.

This answers an important question about AI games

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The team said their work answers an important question about the future of games created by AI: Is it even possible? “In this work we demonstrate that the answer is yes,” they wrote.

We’ve already seen a demo by Nvidia of a game environment where players could interact with AI-powered NPCs but human designers created the small world it occupied. 

The Google Research team worked with Doom playing on a 320 x 240 resolution — roughly what you see when a YouTube video plays at 240p. The AI game engine was trained on 900 million frames, a task which would be made significantly more taxing if it were to be trained on one of today’s best-looking games like Horizon Forbidden West.

What this means

But, as the researchers said, their work proves that in principle, creating an on-demand RPG is possible. As the researchers themselves pointed out, their work leads to many interesting questions. A crucial one is how AI games would be created in the first place. 

To generate enough data for them to replicate Doom, they had to create AI bots that would record their own gameplay. Using an AI game generator like GameNGen means the models need to be trained on something.

In other words, if you’re already thinking of setting up your own AI-game studio, know that to generate an AI game you need gameplay data. However, generating this data requires an existing game. If you do manage to crack this chicken-and-egg situation, then you’ve stumbled on a game-changing (and game-creating) plan.

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Christoph Schwaiger

Christoph Schwaiger is a journalist who mainly covers technology, science, and current affairs. His stories have appeared in Tom's Guide, New Scientist, Live Science, and other established publications. Always up for joining a good discussion, Christoph enjoys speaking at events or to other journalists and has appeared on LBC and Times Radio among other outlets. He believes in giving back to the community and has served on different consultative councils. He was also a National President for Junior Chamber International (JCI), a global organization founded in the USA. You can follow him on Twitter @cschwaigermt.