Image generation with a neural network: the complete guide

A couple of years ago, getting the picture you needed meant one path: open an editor, find a photographer or scroll through stock sites for hours. Today a single sentence of text is enough — and a few seconds later you have a finished image that never existed before. This is image generation with a neural network.

This guide is not a "top 10 services" list or a dry manual. It's a connected conversation: from how a machine turns words into a picture at all to how to get exactly the result you're holding in your head — whether that's a business logo, a product card for a marketplace, a face swap on an old photo or art in the style of Ghibli.

Nothing to install. Describe a picture right here, in the Twelver chat — and see what comes out.

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Why this isn't a toy anymore

Image generation has stopped being a "spice up your avatar" toy. Designers assemble moodboards in minutes, marketplace sellers shoot product photos without a studio, marketers make banners for every segment, and ordinary people restore family photos that sat in a box for decades.

One thing ties all these tasks together: the result depends not on the service but on how precisely you can explain to the machine what you want. So whichever chapter you finish on, the one that truly matters is the one on prompts. The rest is detail for a specific task.

Опрос

What do you want to generate first?

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Contents

  1. 1.What a neural network that draws really is
  2. 2.How to make a picture from a description
  3. 3.How to write prompts for image generation
  4. 4.The best neural networks for image generation
  5. 5.Shedevrum: overview and how to use it
  6. 6.Midjourney: what it is and how to use it
  7. 7.Kandinsky and "Alisa draws"
  8. 8.Stable Diffusion and Flux
  9. 9.DALL·E, Ideogram, Leonardo and Recraft
  10. 10.Face swap on a photo with a neural network
  11. 11.Improve and restore a photo with a neural network
  12. 12.Remove an unwanted object from a photo
  13. 13.An AI logo generator
  14. 14.A neural network for marketplace product cards
  15. 15.AI art and styles: anime, Ghibli and beyond

Try it yourself

Everything in this guide runs inside Twelver

One chat for text, images, video, music and voice — no separate services or subscriptions.

Open Twelver chat
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