The demand for prompt engineering has significantly increased due to the advancement of natural language processing (NLP) and text-to-image generation technologies. The demand for clear, precise, and well-crafted prompts grows as these technologies grow. Here are some of the top resources and tools that help in Prompt Engineering and AI image generation models. Prompt galleries
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The demand for prompt engineering has significantly increased due to the advancement of natural language processing (NLP) and text-to-image generation technologies. The demand for clear, precise, and well-crafted prompts grows as these technologies grow. Here are some of the top resources and tools that help in Prompt Engineering and AI image generation models.
Prompt galleries and search engines:
Playground AI enables users to create AI art at no cost and share it with a community. It uses Stable Diffusion models and DALL-E for image generation.
Prompthero is a prompt database for AI picture-generating models like Stable Diffusion, DALL-E, Midjourney, and others. Users can search through thousands of AI-generated images to find the prompts that created them.
Users can search from millions of AI images and use filters like Style, Artists, Art genre, etc.
It is a prompt keyword research tool. Users can use it to find the best keywords for their prompts and can also search from thousands of AI images and copy their prompts.
Krea offers a collection of AI-generated images from artists around the world. Users can search using keywords, copy actual prompts, and like and download images.
Midjourney has a Community Showcase platform for AI-generated images and a discord server that can generate AI art images.
Visual search:
Lexica is an artificial intelligence-powered picture search engine for pictures generated by Stable Diffusion. With an extremely user-friendly Website-based interface that works with any device, it is primarily utilized for rendering objects and vibrant colors.
OpenArt is a picture search engine for pictures generated via DALL-E, Stable Diffusion, and Midjourney. Users can Search from 10M+ prompts and generate AI art and images.
HaveIBeenTrained searches the Laion-5B and Laion-400M picture collections using clip retrieval. These are now the largest publicly available text-to-image data sets and are employed in training numerous models, including Imagen and Stable Diffusion.
Users can search from thousands of AI-generated images. They can also see the original prompts that generated them.
Phraser is a multi-purpose tool that can be used to search from AI-generated images, write better prompts and collaborate and share AI art images.
Prompt generators:
Promptly is a tool that creates and improves prompts using AI. Users only need to input a general description, and it will give particular prompts for all types of images.
promptoMANIA offers a free prompt builder to add details to the prompts and generate unique AI art in seconds. It also provides a weight setting option and works with various models like Stable Diffusion, Midjourney, etc.
As discussed earlier, Phraser can be used to write prompts for generating images from models, including DALL-E 2, Stable Diffusion, and Midjourney.
Promptgen allows users to generate prompts using keywords of different categories.
This prompt generator allows the users to alter the prompts of beautiful pre-generated AI images according to their taste. The users can use these to generate their photos.
Image-to-prompt Generators:
As stated earlier, Phraser is a multi-purpose tool. It can be used to generate prompts from images. One needs to upload a photo, and the prompt will be displayed in the search bar.
Created by Replicate, this image-to-prompt generator is optimized for Stable Diffusion (clip ViT-L/14). It has a simple interface and can also be integrated as an API.
In this notebook, users can submit a sample of their artwork, and CLIP will analyze it, identify the artist, and suggest further artists that might be suitable aesthetic fits for their prompts.
This is also an image captioning tool that can be used to generate prompts from images.
Top text-to-image software and web apps:
It has all the features of Stable Diffusion in a web interface. These features include text-to-image, image-to-image, inpainting, outpainting, etc.
InvokeAI is a creative engine for Stable Diffusion models offering text-to-image and many other features.
This tool allows users to generate images from Stable Diffusion right from their browser. It offers text-to-image, image-to-image, and text-to-video features.
Peacasso [Beta] is a UI tool that allows users to create art using multimodal (text, image) AI models (stable Diffusion).
This tool from Replicate is used for creating animations from prompts.
Users can generate AI art for free using this platform. They just need to create a rough sketch and enter a prompt, and it will automatically generate an AI art image.
This platform allows users to easily create AI-generated media (image, video, audio, text). It uses various models, and users can choose what they want to use.
It uses Stable DIffusion models to generate images from text. It has a simple UI, and users need to enter the prompt to generate the image.
This tool has a very attractive UI and can Generate images from text and images. It uses multiple models like Stable DIffusion and DALL-E mini.
getimg.ai is a collection of AI tools. Users have the option of creating customized AI models, editing photos, expanding photos beyond their original boundaries, and creating unique images at scale.
Explore Artists, styles, and modifiers:
It contains a collection of AI art images by various artists. It has collections like the modifier of the week, the style of the week, etc.
It contains a list of AI art images with prompts and features.
It contains an AI art collection of various artists around the world.
It is a gallery for AI art using various modifiers.
Generrated: Serves as an image gallery for DALL-E 2 art images. Users can take inspiration from these and create their own images.
Artist Studies by @remi_durant:
Users can see a collection of art by various artists in a gallery view. They can also search for a specific artist or image using the search bar.
It contains the names and art of 100+ artists identified in Stable DIffusion.
A flower woman by 1500+ Artists
Users can use this platform to generate images of ‘A flower woman’ in the style of more than 1500 artists.
MisterRuffian’s Latent Artist & Modifier Encyclopedia
This spreadsheet contains a collection of modifiers and artist names with their art images.
Let’s take a look at some other resources that are worth checking out.
AI art generation Guides and studies:
How and why stable Diffusion works for text to image generation: Illustrated visual explanation
Disco Diffusion Illustrated Settings
A Traveler’s Guide to the Latent Space
Stable Diffusion: Trending on Art Station and other myths; part 2
Stable Diffusion Training data info
comparison_of_upscaling_models
best-prompts-for-text-to-image-models-and-how-to-find-them
Comparison of Training Techniques: Lora, Inversion, Dreambooth, Hypernetworks: Video
Prompt Tools directories:
Tools and Resources for AI Art by pharmapsychotic
SD RESOURCE GOLDMINE: Prompting
Other SD directories:
List of SD systems, web apps, Colabs, Resources. (list of posts)
Active GitHub SD Forks: AUTOMATIC1111, hlky sd-webui, InvokeAI, deforum video
MultiReddit / Custom Feed: AI Art, SD
Discords: SD Official
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