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CM3leon is a state-of-the-art generative model that enables both text-to-image and image-to-text generation. It is a multimodal model that combines the functionality of autoregressive models with low training costs and inference efficiency. The model is trained using a recipe adapted from text-only language models, including retrieval-augmented pre-training and multitask supervised fine-tuning stages.CM3leon achieves state-of-the-art performance in text-to-image generation, even with five times less compute than previous transformer-based methods. It is capable of generating sequences of text and images conditioned on arbitrary sequences of other image and text content, expanding the functionality of previous models that were limited to either text-to-image or image-to-text generation.The model has been multitask instruction-tuned for both image and text generation, resulting in significant improvements in tasks such as image caption generation, visual question answering, text-based editing, and conditional image generation. CM3leon outperforms Google’s text-to-image model and achieves an impressive Fréchet Inception Distance (FID) score of 4.88 on the widely used image generation benchmark, establishing a new state of the art.CM3leon’s capabilities shine in complex object generation and text-guided image editing tasks. It excels in generating coherent imagery that follows input prompts, even when dealing with constraints and compositional structures. Moreover, the model performs well in tasks such as text-guided image editing, text-to-image generation with compositional prompts, and answering questions about images.Despite being trained on a relatively small dataset, CM3leon’s zero-shot performance compares favorably against larger models trained on more extensive datasets. It demonstrates the potential of retrieval augmentation and the impact of scaling strategies on autoregressive model performance. CM3leon’s versatility and excellent performance make it a valuable tool for various vision-language tasks.
Image generation
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Image generation
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Image generation
A program to generate unlimited images from text.
Image generator for design & advertising pros.
Generate images from text on Apple Silicon.
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Printed creative artwork on various products.
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Text-based image and artwork generation app.
Extracted text, generated images, translated language.
Supporting ideation, visualization, collaboration.
Showcased digital artwork on web platform.
Image and art prompt generation.
Generates realistic image avatars.
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Creation of personalized avatar images.
Image creation for designers using trained algorithms.
Interactive creation of images for web apps.
Creator content generated interactively.
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Visual storytelling and identity exploration.
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Quality images from text.
Platform generating printed art from memories.
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Dashboard for customizable art image generation.
Online image generation from written ideas.
Created graphic design images.
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Generating art from text or rough drawings.
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Creating and manipulating digital content.
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Image generation
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Image composer
Create pro artwork w/ advanced image processing.
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Image generation
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Image editing solution
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Text-to-image creation and editing software.
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Image generation
Generate hyper-realistic AI images for free
Creation of art and image generation.
Generates unique art from text prompts.
Image generation from text input.
Digital art creation and animation for smartphones.
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Generates custom stock photos from user descriptions.
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Create styled illustrations with upscale option.
Sketchpad for creating digital art.
Custom image generation interface
Generates high-res images from prompts.
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Imaging & editing with versatile creative capabilities.
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App to generate realistic and dynamic art.
Generate and sell images for Discord artists.
Prompt-based paintings in various styles.
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Effortless copyright-free image creation.
Create unique Funko Pops with our AI Generator!
Create imaginative images using prompts.
Generated custom images
Portrait idea search engine for photographers.
Stock imagery library with generated pictures.
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Image editor with intuitive masking capabilities.
Generated graphic design for marketers/bloggers.
An AI image generator for designers, marketers, and agencies.
Transforms textual descriptions into visual content.
Personalized image generation
Simple interface generates images from text.
Visually captivating images effortlessly generated.
Unlimited images for exploration and creation.
App for creating unique ai-generated art images.
A platform for hosting and monetizing diffusion models.
Text-to-image generation for creative visuals.
Artistic logos and graphics generated.
A user-friendly photo editor with written instructions.
Image generator based on input text.
Photorealistic Images With Custom Settings
Collaborative platform for software development.
Art generation from text inputs.
Artwork generation for artists and designers
Unleash Your Creativity with Our Free AI Image Generator
Efficient image creation & editing for creatives.
Artistic image enhancement for businesses and artists.
Creating the most capable text-to-image model with improved performance.
An intuitive platform for creating unique art.
Image generation GUI for Windows users.
Fast image creation based on text input.
Image and video manipulation and generation.
Convert text to images for design creation.
Experimenting with creative mediums of thought.
Prompts inspire art creation.
Created visual content for business and product.
Create diverse art with this platform.
Automate any workflow with StableCascade.
Custom images for WordPress websites
Generated high-res images through a platform.
Image synthesis from text prompts, instantly.
Transform creative visions into stunning visuals with Idyllic, the generative AI platform.
Generated images and art made easy.
Generates art with presets and editing features.
Generating images through text.
Image and art chatbot for Telegram.
Generating art from dream images.
Create images like never before!
Generated stunning visual art pieces via mobile app.
Web App Image Generation
Quickly generating and finding visual content.
Generate images using prompts, no design skills needed.
Image creation from descriptive input.
Simplified design process for creative professionals.
Text-to-image for devs and users.
Interactive image generation from written sentences.
Prompt Art enables marketing graphic design.
Stunning image generation for art and design purposes
Suite for enhanced content creation and editing.
Produce top-quality visuals faster with DomoAI.
Create artworks with Stable Diffusion using a local GUI.
Creating the perfect AI image within reach.
Create and share art using a collaborative platform.
Art & entertainment image generation.
Generate unique digital art
Streamlined image generation for creatives.
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Create photorealistic AI shots.
App that generates art from user's prompts.
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Building controllable AI models for visual expression.
Automated graphic design creation.
Design and visualization of creative projects.
Art generated on Mac.
Customized framed artwork generated by algorithms.
Generating high-quality images based on prompts.
An app for generating unique mobile art.
Creating unique images through user prompts.
Enhanced photo editing with advanced capabilities.
Create & sell unique artworks: platform.
Software for digital drawing and painting.
Generation of prompts for text, images, and art.
Generated artistic designs and images.
Customizable, efficient image creation for artists.
Showcased generative art.
Variety creation of images for all designs.
A user-friendly photo editor with written instructions.
Customizable photorealistic image generation.
Generated creative content creation.
Automation and prototyping for designers.
Generated art creation prompts.
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