A simple command line tool for text to image generation, using OpenAI's CLIP and a BigGAN. Ryan Murdock has done it again, combining OpenAI's CLIP and the generator from a BigGAN! This repository wraps up his work so it is easily accessible to anyone who owns a GPU. You will be able to have the GAN dream-up images using natural language with a one-line command in the terminal. User-made notebook with bug fixes and added features, like google drive integration. Images will be saved to wherever the command is invoked. If you have enough memory, you can also try using a bigger vision model released by OpenAI for improved generations. You can set the number of classes that you wish to restrict Big Sleep to use for the Big GAN with the --max-classes flag as follows (ex. 15 classes). This may lead to extra stability during training, at the cost of lost expressivity.

Features

  • Penalize certain prompts
  • Train on Multiple Phrases
  • You can set the number of classes that you wish to restrict Big Sleep to use
  • CLIP and a deep SIREN network
  • You will be able to have the GAN dream up images
  • Images will be saved to wherever the command is invoked

Project Samples

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License

MIT License

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Additional Project Details

Programming Language

Python

Related Categories

Python Command Line Tools, Python AI Image Generators, Python Generative AI

Registered

2022-08-09