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:
PlaygroundAI
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
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.
Artspark
Users can search from millions of AI images and use filters like Style, Artists, Art genre, etc.
PromptRush
 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
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
Midjourney has a Community Showcase platform for AI-generated images and a discord server that can generate AI art images.
Visual search:
Lexica.art
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
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
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.
PromptSearch
Users can search from thousands of AI-generated images. They can also see the original prompts that generated them.
Phraser
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
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.
promptoMANIAÂ
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.
Phraser
As discussed earlier, Phraser can be used to write prompts for generating images from models, including DALL-E 2, Stable Diffusion, and Midjourney.
Promptgen
Promptgen allows users to generate prompts using keywords of different categories.
AI Text Prompt Generator
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:
Phraser
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.
img2prompt
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.
CLIP Artist Evaluator colab
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.
BLIP
This is also an image captioning tool that can be used to generate prompts from images.
Top text-to-image software and web apps:
AUTOMATIC1111
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
InvokeAI is a creative engine for Stable Diffusion models offering text-to-image and many other features.
sd-webui
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
Peacasso [Beta] is a UI tool that allows users to create art using multimodal (text, image) AI models (stable Diffusion).
deforum
This tool from Replicate is used for creating animations from prompts.
Pinegraph
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.
Pollinations
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.
mage.space
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.
Sparkl
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
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:
Parrot Zone
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.
Datasette
It contains a list of AI art images with prompts and features.
SD Artist Collection
It contains an AI art collection of various artists around the world.
The Ai Art
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:Â
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.
SDArtists
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 âA flower womanâ in the style of more than 1500 artists.
MisterRuffianâs Latent Artist & Modifier Encyclopedia
This spreadsheet contains a collection of modifiers and artist names with their art images.
Letâs take a look at some other resources that are worth checking out.
AI art generation Guides and studies:
Prompt Tools directories:
Other SD directories:
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Consultant Intern: Currently in her third year of B.Tech from Indian Institute of Technology(IIT), Goa. She is an ML enthusiast and has a keen interest in Data Science. She is a very good learner and tries to be well versed with the latest developments in Artificial Intelligence.
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