Top 10 Open Source Text-to-Image Models for 2024
The global AI image generator market was valued at $301.7 million in 2022 and is projected to grow at a CAGR of 17.5% from 2023 to 2030.
Advancements in deep learning and AI algorithms, particularly generative adversarial networks (GANs) and diffusion models, have significantly improved the quality and realism of AI-generated images. As these technologies evolve, they expand the potential applications for AI image generators, driving market growth across diverse industries such as advertising, marketing, media, and entertainment.
A quick search on Hugging Face yields over 18,000 text-to-image models. Here are 10 open-source text-to-image models that are essential for anyone relying on visual content.
1. DeepFloyd IF
DeepFloyd IF is a cutting-edge text-to-image model designed for research labs to explore advanced text-to-image generation techniques. It features a modular design with a fixed text encoder and three interconnected pixel diffusion modules, enabling the creation of highly realistic and contextually accurate images based on textual descriptions.
However, its limitation in resizing images to 64 pixels and the high computational resources required can be challenging.
Source: DeepFloyd IF text to image model
2. Stable Diffusion
Stable Diffusion combines an autoencoder with a diffusion model, extensively trained on the LAION-5B dataset, to generate lifelike images from text. It offers flexibility in generating images from a wide range of latent spaces and has a deep understanding of image characteristics.
Source: Stable Diffusion text to image models
3. StableStudio
StableStudio, the successor to DreamStudio, is an open-source AI image generation tool designed for local installations. It offers a user-friendly interface for interacting with generative AI models and provides greater control and customization options.
While it is partially open-source, users still need an API key for certain features.
Source: StableStudio text to image
4. Waifu Diffusion
Waifu Diffusion is a text-to-image model specifically designed for generating anime-style images from text. Based on Stable Diffusion v1.4, it is fine-tuned to create impressive anime visuals and can learn from user feedback for further refinement.
Source: Waifu Diffusion text to image model
5. Dreamlike Photoreal
Dreamlike Photoreal is a fine-tuned version of the Stable Diffusion model, optimized for creating photorealistic images. It is recommended to use non-square aspect ratios for the best results, making it ideal for portrait and landscape photos.
Source: Dreamlike Photoreal text to image model
6. DreamShaper
DreamShaper V7 is an advanced image generation model that enhances realism and LoRA support. It delivers photorealistic images with reduced noise and improves anime-style generation with Booru tags, along with resolution upgrades for better visual fidelity.
Source: Dream Shaper V7 text to image model
7. Pixray
Pixray is a browser-based application that allows users to generate original images from text input. It offers various rendering engines, such as clipdraw, line_sketch, and pixel, and provides unparalleled flexibility and control.
8. Invoke
Invoke is a versatile tool for artists and designers, enabling the creation of captivating images and videos through sophisticated techniques. It supports various tasks, including transforming one image into another and generating new images from scratch. InvokeAI is open-source and accessible on GitHub.
Source: Invoke text to image model
9. Craiyon
Craiyon, formerly known as DALL-E Mini, generates unique images from text prompts. It offers a range of features for artists and designers, including creative suggestions, quality image generation, and advanced algorithms to propose prompts.
Source: Craiyon text to image model
10. Jasper Art
Jasper Art is part of the Jasper AI suite, quickly transforming text into distinctive images, photos, and illustrations. It offers unlimited image creation without watermarks and provides various settings for customization. Users can save and bookmark their creations in a searchable image library.