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January 24, 2023

StyleGAN-T: The fastest text-to-image generation that produces results in less than 0.1 second

You’ve surely noticed that GANs are no longer discussed when the topic of image generation comes up. After diffusion models like Stable Diffusion emerged, GANs somehow retreated into the background. This is because they are challenging to train and frequently trip over. The only benefit of GANs was that, unlike diffusion models, they produce an image in a single run (a “forward pass”) instead of many runs.

StyleGAN-T: The fastest text-to-image generation in less than 0.1 second

But now a new player from the GANs has entered the field: StyleGAN-T. This GAN for tex-to-image generation produces good results fast, as it only takes 0.1 sec for a 512×512 image. The new architecture is based on StyleGAN-XL, but it reevaluates the generator and discriminator designs and employs CLIP for text prompt alignment and generated graphics.

Related article: VToonify: A real-time AI model for generating artistic portrait videos

In general, StyleGAN-T now creates text-to-image faster and more accurately than other GANs. However, GAN is still awful and the quality of the full-size SD model is obviously out of the question. But that all will depend on ability to produce extremely high-quality images from text in less than a second in a year. Additionally, it will fall somewhere between GAN and the diffusion model.

StyleGAN-T architecture
StyleGAN-T architecture

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About The Author

Damir is the team leader, product manager, and editor at Metaverse Post, covering topics such as AI/ML, AGI, LLMs, Metaverse, and Web3-related fields. His articles attract a massive audience of over a million users every month. He appears to be an expert with 10 years of experience in SEO and digital marketing. Damir has been mentioned in Mashable, Wired, Cointelegraph, The New Yorker, Inside.com, Entrepreneur, BeInCrypto, and other publications. He travels between the UAE, Turkey, Russia, and the CIS as a digital nomad. Damir earned a bachelor's degree in physics, which he believes has given him the critical thinking skills needed to be successful in the ever-changing landscape of the internet. 

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Damir Yalalov
Damir Yalalov

Damir is the team leader, product manager, and editor at Metaverse Post, covering topics such as AI/ML, AGI, LLMs, Metaverse, and Web3-related fields. His articles attract a massive audience of over a million users every month. He appears to be an expert with 10 years of experience in SEO and digital marketing. Damir has been mentioned in Mashable, Wired, Cointelegraph, The New Yorker, Inside.com, Entrepreneur, BeInCrypto, and other publications. He travels between the UAE, Turkey, Russia, and the CIS as a digital nomad. Damir earned a bachelor's degree in physics, which he believes has given him the critical thinking skills needed to be successful in the ever-changing landscape of the internet. 

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