Generative Deep Art

A curated list of Generative Deep Art projects, tools, artworks, and models

• Prompt Engineering | Prompt Design | Prompt Craft
• Stable Diffusion Inbox
  • Stable Diffusion Deployed Web Tools
  • Web UI for Stable Diffusion via Google Colab
  • References Collection about Stable Diffusion
• Textual Inversion
• Creative Uses of Text-to-Image Tools
• Courses and Educational Materials
• Exploring Images Databases
• History
• Discussions and Philosophy
  • Promptism
• Image Synthesis
  • Collections
  • DALL-E 2
  • Latent Diffusion
  • GLIDE
  • VQGAN+CLIP
  • Famous models by big players
  • Text-to-image Google Colab Notebooks (Multiple Models)
• Image Upscaling
• Image Restoration
• Online Tools and Applications
• Inbox
• Text-to-video
• How did they do it?
• Inbox: Text and Natural Language Processing
  • OpenAI GPT-3
• Papers and references for reading and understanding
• Interesting Instagram Accounts, Posts and Reels
• Interesting Youtube Channels
• Interesting GitHub Repositories
• Artists and Artworks
• Galleries
• Selected examples of This X Does Not Exist
• Pre-trained Models
• Neural Net Models
• Latent Space Explorarion
• Other Related Awesome Lists
• Notes, ideas for projects
• Improving Google Colab experience
• Troubleshooting
• Inbox for Adjacent or Related Pero No Mucho
• Contribute
• License

Prompt Engineering | Prompt Design | Prompt Craft

• some9000/StylePile: A helper script for AUTOMATIC1111/stable-diffusion-webui. Basically a mix and match to quickly get different results without wasting a lot of time writing prompts.
• Artists To Study | All images generated with Google Colab TPUs + CompVis/stable-diffusion-v1-4 + Huggingface Diffusers: a systematic study of artists' styles made by @camenduru
• CLIP retrieval for laion5B: CLIP retrieval using Laion5B. "It works by converting the text query to a CLIP embedding , then using that embedding to query a knn index of clip image embedddings".
• rom1504/clip-retrieval: Easily compute CLIP embeddings and build a CLIP retrieval system with them
• PromptDesign | Reddit: Reddit community for "the art of communicating with natural language models"
• Prompt Engineering and Zero-Shot/Few-Shot Learning [Guide] - inovex GmbH: prompt engineering for text generation
• clip-interrogator.ipynb - Colaboratory: a tool for image-to-prompt
• Useful Prompt Engineering tools and resources | Reddit
• PromptHero: Search the best prompts for Stable Diffusion, DALL-E and Midjourney
• promptoMANIA: AI art community with prompt generator
• Lexica: search over 10M+ Stable Diffusion images and prompts
• succinctly/text2image-prompt-generator · Hugging Face: a GPT-2 model fine-tuned on the succinctly/midjourney-prompts dataset, which contains 250k text prompts that users issued to the Midjourney text-to-image service over a month period
• The Prompter | vicc | Substack: a newsletter about news, tips and thoughts around prompt engineering
• (19) Nikhil Agrawal 📌 on Twitter: 11 AI Images Prompt websites to level up the image quality
• Phraser: a tool that support prompt creation
• PromptBase | Prompt Marketplace: PromptBase is a marketplace for DALL·E, Midjourney & GPT-3 prompts, where people can sell prompts and make money from their prompt crafting skills.
• Professional AI whisperers have launched a marketplace for DALL-E prompts - The Verge
• Visual Prompt Builder: simple deck of illustrated card to combine modifiers for prompt building
• Prompt Engineering Template - Google Sheets: spreadsheet with lists of modifiers for prompt building and a lot of interesting links for reference
• Prompt Engineering: From Words to Art - Saxifrage Blog
• DALL·Ery GALL·Ery Resources: DALL·E 2 and AI art prompt resources & tools to inspire beautiful images
• [2204.13988] A Taxonomy of Prompt Modifiers for Text-To-Image Generation
• List of Aesthetics | Aesthetics Wiki | Fandom
• Artist Directory (Volcano Comparison) | AI Art Creation Wiki | Fandom
• The DALL·E 2 Prompt Book – DALL·Ery GALL·Ery
• DALL·Ery GALL·Ery: A guide to OpenAI's DALL·E – prompts, projects, examples, and tips
• (2) MASSIVE 💥 DALL-E 2 ANIME ⚡︎ KEYWORDS + MODIFIERS LIST ★ : haaaaven: image prompt modifier collection by haaaaven
• DrawBench: a list of prompts the Google Imagen is organizing as a benchmark
• CLIP Prompt Engineering for Generative Art - matthewmcateer.me: list of styles tested with Quick CLIP Guided Diffusion
• Adobe should make a boring app for prompt engineers (Interconnected)
• [2206.00169] Discovering the Hidden Vocabulary of DALLE-2
• When SD just doesn't understand the prompt no matter how hard I try | Reddit
• It's very interesting how some prompts have very defined output but other specific ones are not | Reddit

Stable Diffusion Inbox

• Img To Music a Hugging Face Space by fffiloni
• Atlas KREA Stable Diffusion: An explorable map of KREA AI's Stable Diffusion Search Engine
• TheLastBen/fast-stable-diffusion: fast-stable-diffusion, +25-50% speed increase + memory efficient + DreamBooth
• NovelAI Improvements on Stable Diffusion | by NovelAI | Oct, 2022 | Medium
• ashawkey/stable-dreamfusion: A pytorch implementation of text-to-3D dreamfusion, powered by stable diffusion.
• [🔥🔥🔥] JoePenna/Dreambooth-Stable-Diffusion: Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) with Stable Diffusion (tweaks focused on training faces)
• [🔥🔥🔥] DreamBooth: fine tuning text-to-image diffusion models for subject-driven generation
• [🔥] Arki's Stable Diffusion Guides
• examples/stable-diffusion-finetuning at main · LambdaLabsML/examples: Fine Tuning Stable Diffusion
• lkwq007/stablediffusion-infinity: Outpainting with Stable Diffusion on an infinite canvas
• [🔥🔥🔥] ML News Stable Diffusion Takes Over! (Open Source AI Art) by Yannic Kilcher - YouTube: video with examples, updates, and discussion about the impact of Stable Diffusion
• Diffusion Models in Vision: A Survey | DeepAI: paper about the diffusion techniques which also discuss the relation with other generative deep learning models
• Deforum Stable Diffusion: generating videos from scripted prompts
• ThereforeGames/txt2mask: Automatically create masks for Stable Diffusion inpainting using natural language
• basujindal/stable-diffusion: Optimized Stable Diffusion modified to run on lower GPU VRAM
• Stable WarpFusion v0.5 (restricted to patreons): conditioning video frames with Stable Diffusion by @devdef
• nateraw/stable-diffusion-videos: Create videos with Stable Diffusion by exploring the latent space and morphing between text prompts

Stable Diffusion Deployed Web Tools

• DiffusionBee: stable diffusion GUI App
• getimg.ai: Generate photo-realistic images from text using Stable Diffusion
• Enstil: Fast, open, AI-generated images
• Dezgo - Text-to-Image AI generator
• Baseten: Stable Diffusion Demo
• DreamStudio: Frontend for Stable Diffusion API by Stability.ai
• Pollinations - pollinations/stable-diffusion-private
• tencentarc/gfpgan – Run with an API on Replicate
• andreasjansson/stable-diffusion-wip – Run with an API on Replicate
• stability-ai/stable-diffusion – Run with an API on Replicate
• Osmosis.Studio : web-based content-aware collaborative design tool for generating AI ads that sell real products

Web UI for Stable Diffusion via Google Colab

• StableDiffusion_WebUI_Simplified.ipynb: versão em português do notebook para rodar a Web UI do Stable Diffusion no Google Colab de graça
• GitHub - AUTOMATIC1111/stable-diffusion-webui: Stable Diffusion web UI: expanded Stable Diffusion web UI
• GitHub - sd-webui/stable-diffusion-webui: Stable Diffusion web UI
• Stable_Diffusion_WebUi_Simplified.ipynb - Colaboratory

References Collection about Stable Diffusion

• GitHub - awesome-stable-diffusion/awesome-stable-diffusion: Curated list of resources for the Stable Diffusion AI Model
• Stable Diffusion General Updates Posted by u/ImeniSottoITreni | Reddit: a general update on all the "most important" news/repos available
• List of Stable Diffusion systems | Reddit
• Stable Diffusion Akashic Records | Maks-s/sd-akashic: A compendium of information regarding Stable Diffusion (SD)
• 1 week of Stable Diffusion | multimodal.art
• Voldy Guide: detailed beginners guide for Stable Diffusion
• Dreamer's Guide to Getting Started w/ Stable Diffusion! | Reddit
• A collection of sites using Stable Diffusion (and other handy links) | Reddit

Textual Inversion

• rinongal/textual_inversion: repo contains the official code, data and sample inversions of Textual Inversion paper
• 2208.01618 An Image is Worth One Word: Personalizing Text-to-Image Generation using Textual Inversion: paper that describes the Textual Inversion technique
• sd-concepts-library (Stable Diffusion concepts library): Stable Diffusion Textual Inversion Concepts Library - browse through objects and styles taught by the community to Stable Diffusion and use them in your prompts!

Creative Uses of Text-to-Image Tools

• De-painting historical photographs | Reddit
• img2img animation with hands | Reddit
• VID 2 VID user script | Reddit
• Seamless textures AI generator for Blender by Antonio Freyre | Twitter
• "Shattered" by Ronny Khalil | Twitter: using warp fusion to generate a shattered glass effect
• Acid Dance by aiplague | Twitter
• [Fused video by @remi_molettee](https://twitter.com/remi_molettee/status/1568245586494738432)
• Animation with Dall-e + AE | Reddit: Patent drawing of an electronic device that ...
• You Describe & AI Photoshops Faces For You [StyleCLIP] - YouTube
• Experimental Films + Machine Learning Week 7 Part 1 (Aphantasia with OpenAI CLIP) - YouTube
• GitHub - Sanster/lama-cleaner: Image inpainting tool powered by SOTA AI Model

Courses and Educational Materials

• Words are Images | BustBright - Machine Learning Art: 7-week Online class starting October 24th, 2022 by Derrick Schultz
• Grokking Stable Diffusion.ipynb - Colaboratory - Part 1: notebook by @johnowhitaker exploring Stable Diffusion details
• Grokking Stable Diffusion: Textual Inversion.ipynb - Colaboratory - Part 2: sequel to Grokking Stable Diffusion by @johnowhitaker that focus on Text Inversion
• GitHub - johnowhitaker/aiaiart: Course content and resources for the AIAIART course
• Implementation/tutorial of stable diffusion with side-by-side notes by labml.ai | Twitter

Exploring Images Databases

• Have I Been Trained?: tool for searching 5.8 billion images used to train popular AI art models
• laion-aesthetic-6pls: exploring 12 million of the 2.3 billion images used to train Stable Diffusion's image generator

History

• [🔥🔥🔥] AI Timeline: A history of text-to-image ML models by Fabian Mosele
• AI-Generated Art: From Text to Images & Beyond Examples
• 1 week of Stable Diffusion | multimodal.art

Discussions and Philosophy

• Deep Else: A Critical Framework for AI Art
• How Photography Became An Art Form | Aaron Hertzmann’s blog
• Text Is the Universal Interface - Scale
• This artist is dominating AI-generated art. And he’s not happy about it. | MIT Technology Review
• The REAL fight over AI art: StableDiffusion | Reddit
• Rutkowski battling AI art overlord | Reddit
• Instead of mining cryptocoins with GPUs, are we now mining art? | Reddit
• Using AI to create art is NOT art! | Reddit : ArtistLounge
• Appreciating the Poetic Misunderstandings of A.I. Art | The New Yorker

Promptism

• promptism | Reddit: Promptism is an art movement whose creators apply machine learning models trained with contrastive language-image pre-training (CLIP) techniques for image generation
• The Promptist Manifesto – deeplearn.art

Image Synthesis

• CHARL-E: Run Stable Diffusion on your M1 Mac
• Parrot Zone: a database of image synthesis references
• Image Synth Link List: a collection of links organized by the collective parrot zone
• [🔥] altryne/awesome-ai-art-image-synthesis: A list of awesome tools, ideas, prompt engineering tools, colabs, models, and helpers for the prompt designer playing with aiArt and image synthesis. Covers Dalle2, MidJourney, StableDiffusion, and open source tools.
• [🔥🔥🔥] Ai generative art tools: a massive list of shared Google Colab notebooks and tools organized by @pharampsychotic
• Introduction — PyTTI-Tools
• pixray/pixray: Pixray is an image generation system
• pixray/pixray_notebooks: pixray demo notebooks
• dribnet/pixray-text2image – Run with an API on Replicate
• sberbank-ai/ru-dalle: Generate images from texts. In Russian.
• Pyttipanna: visual interface for Pytti by @_staus. Pytti is created by @sportsracer48

Collections

• Post Reddit - MachineLearning: List of sites/programs/projects that use OpenAI's CLIP neural network for steering image/video creation to match a text description
• Top 41 AI Art Generators: Make AI Art, Paintings & More (2021 GUIDE) — AIArtists.org
• 10 Best AI Art Generators (2022) - Unite.AI
• Get started with making AI art in 2022 – deeplearn.art
• Text-to-Image Summary – Part 1 | Softology's Blog
• [🔥🔥] Hitchhiker's Guide To The Latent Space: Community Notebook Document: great collection of interesting notebooks
• Machine learning for arts
• [🔥] dvschultz/ml-art-colabs: A list of Machine Learning Art Colabs

DALL-E 2

• DALL-E 2’s Failures Are the Most Interesting Thing About It - IEEE Spectrum: paper by Eliza Strickland

Latent Diffusion

• LatentVision_rynmurdock.ipynb - Colaboratory
• Latent_Diffusion_with_LAION_400M.ipynb - Colaboratory

GLIDE

• "GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models", Nichol et al 2021 (OpenAI's DALL-E successor: 5b-parameter diffusion models + noise-aware CLIP) : MediaSynthesis
• OpenAI paper: "GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models". Code and a smaller filtered model (300 million parameters vs 3.5 billion parameters in the paper) are available. : bigsleep

VQGAN+CLIP

• VQ-GAN | Paper Explanation - YouTube: explanation video about VQGAN with didactic visualizations
• VQGAN+CLIP — How does it work?. The synthetic imagery (“GAN Art”) scene… | by Alexa Steinbrück | Aug, 2021 | Medium
• Introduction to VQGAN+CLIP - 🟧Sourceful
• How to use VQGAN+CLIP to generate images from a text prompt —tutorial for beginners | NightCafe Creator
• VQGAN + CLIP Keyword Modifier Comparison - NightCafe Creator
• ~200 CLIP+VQGAN keywords tested on 4 subjects : bigsleep
• AI Generated Art Scene Explodes as Hackers Create Groundbreaking New Tools CLIP+VQ-GAN | VICE
• VQGAN+CLIP (with pooling): Generate images from text prompts with VQGAN and CLIP (z+quantize method)
• ~200 CLIP+VQGAN keywords on 4 subjects, by @kingdomakrillic  - Imgur
• Experimentando o VQGAN+CLIP: gerador de imagens a partir de textos - YouTube Filipe Calegario

Famous models by big players

• Imagen: Google's Text-to-Image Diffusion Models
• Make-A-Scene: Meta's creative control for AI image generation
• DALL·E 2: OpenAI system, evolution of the DALL-E launched in Jan 2021, that can create realistic images and art from a description in natural language.
• Stable Diffusion: Stability.Ai's text-to-image model that is a breakthrough in speed and quality meaning that it can run on consumer GPUs
• LAION: Large-scale Artificial Intelligence Open Network

Text-to-image Google Colab Notebooks (Multiple Models)

• VQGAN + CLIP + Gumbel
• OpenAI DVAE+CLIP
• Text2Image VQGAN
• Improved Multi Perceptor VQGAN + CLIP
• Latent Majesty Diffusion v1.3
• CLIP Guided Decision Transformer
• CLIP Guided Diffusion
• GLIDE
• PixelDirect
• CLIP Guided Diffusion Secondary Model Method
• Zoetrope
• Quick CLIP Guided Diffusion
• MSE Regulized VQGAN+CLIP
• CLIPRGB ImStack
• CLIP Guided Diffusion v4
• Simplified Google Colab Interface for the above models: series of interface simplification made by EAR+CIn Research project

Image Upscaling

• Model Database - Upscale Wiki: list of models for upscaling images
• Gigapixel AI: paid AI image upscaler delivering enhanced detail and resolution

Image Restoration

• TencentARC/GFPGAN: GFPGAN aims at developing Practical Algorithms for Real-world Face Restoration

Online Tools and Applications

• Synthesia: AI Video Generation Platform [#avatar]
• Studio D-ID: create video with still images synced with text-to-speech tool [#avatar]
• starryai: AI Art Generator App - AI Art Maker
• ProsePainter: an interactive tool to "paint with words." It incorporates guidable text-to-image generation into a traditional digital painting interface
• ProsePainter: Image + Sketching Interface + CLIP! - YouTube
• Cocreator AI: creative computer agent (in wait list)
• Runway ML: AI video creation suite
• Hotpot.ai - Hotpot.ai: set of AI Tools to post-process images
• Toonify yourself by Justin Pinkney: turn a human face into a cartoon
• deepart.io: a online tool for applying style transfer
• Artbreeder: web-based tool to generate images by breeding existing images
• Ostagram.ru: image style transfer plataform
• cleanup.pictures: remove objects, people, text and defects from any picture for free
• remove.bg: remove background from images
• Quick, Draw!: Can a neural network learn to recognize doodling? A game to help NL by adding users drawing
• LOVO AI: AI Voiceover & Text to Speech Platform with human-like voices
• AIVA: The AI composing emotional soundtrack music

Inbox

• (5) Deforum notebook v0.5 for Stable Diffusion animations is out! Now with math automation, perspective flips, prompt weights, video masking and waifus! : StableDiffusion
• CLIPasso: Semantically-Aware Object Sketching
• (9) AK on Twitter: "DreamFusion: Text-to-3D using 2D Diffusion paper: https://t.co/euVCkNPzB0 abs: https://t.co/FO7nqjLrQA project page: https://t.co/BTvt1WQqIi DeepDream on a pretrained 2D diffusion model enables text-to-3D synthesis https://t.co/20zIElXJDN" / Twitter
• DeCoDe Lab: CREATIVEGAN - Editing Generative Adversarial Networks for Creative Design Synthesis
• yuval-alaluf/stylegan3-editing: Official Implementation of "Third Time's the Charm? Image and Video Editing with StyleGAN3" https://arxiv.org/abs/2201.13433
• autonomousvision/projected_gan: [NeurIPS'21] Projected GANs Converge Faster
• These Bored Apes Do Not Exist: GAN to NFT Pipeline | Medium
• apple/ml-no-token-left-behind: PyTorch Implementation of No Token Left Behind: Explainability-Aided Image Classification and Generation
• amrzv/awesome-colab-notebooks: Collection of google colaboratory notebooks for fast and easy experiments
• baowenbo/DAIN: Depth-Aware Video Frame Interpolation (CVPR 2019)
• Dain-App 1.0 [Nvidia Only] by GRisk: Depth-Aware Video Frame Interpolation (CVPR 2019)
• Lucid Lyrics - AI Assisted Art: AI-Assisted Lyrical Interpretations by Walter Arnold
• AI Image to sound [Melobytes.com]
• disco-diffusion/Local_Disco_Diffusion_v4_1.ipynb at main · Midgraph/disco-diffusion
• Audio to keyframe string: this tool is used to generate strings for the keyframes of AI animation notebooks, such as this VQGAN+CLIP Animations notebook, using the volume of audio tracks.
• [🔥🔥] Pollinations.AI: a frontend hosting a set of curated notebooks that allow creating and experimenting with generative art. Their objective is to facilitate the creation and translation of multiple forms of human expressions.
• [🔥] hive/notebooks at main · pollinations/hive: collection of notebooks used by Pollinations.AI
• ouhenio/StyleGAN3-CLIP-notebooks: A collection of Jupyter notebooks to play with NVIDIA's StyleGAN3 and OpenAI's CLIP for a text-based guided image generation.
• k-l-lambda/stylegan-web: A web porting for NVlabs' StyleGAN.
• [🔥🚀] S2ML Image Generator: evolution of the first VQGAN+CLIP Google Colab notebook by Katherine Crownson maintained by Justin Bennington
• [🔥] Create Variations on Images With Looking Glass 1.1 (ru-DALLE) - YouTube | Artificial Images
• [🔥🚀] Looking Glass 1.1 (ru-DALLE): Making ruDALL-E fine tuning quick and painless. Copyright (C) 2021 Bearsharktopus Studios
• [🔍] NÜWA: Visual Synthesis Pre-training for Neural visUal World creAtion (ML Research Paper Explained) - YouTube | Yannic Kilcher
• [🔥] yuval-alaluf/hyperstyle: Official Implementation for "HyperStyle: StyleGAN Inversion with HyperNetworks for Real Image Editing" https://arxiv.org/abs/2111.15666
• [🔥] Vadim Epstein’s Aphantasia library: CLIP + FFT/DWT/RGB = text to image/video
• mikaelalafriz/lucid-sonic-dreams: syncs GAN-generated visuals to music
• aakashjhawar/AvatarGAN: Generate Cartoon Images using Generative Adversarial Network
• Greg Surma - Portfolio
• crowsonkb (Katherine Crowson): who wrote the tutorial of VQGAN+CLIP
• [🔥] dvschultz/stylegan3: Forked by Schultz from Stylegan3
• Alias-Free Generative Adversarial Networks (StyleGAN3): NVidia official StyleGAN3 release page
• [🚀] StyleGAN-NADA: CLIP-Guided Domain Adaptation of Image Generators
• Let's Talk Energy Usage of Generative Machine Learning
• StyleGAN: Use machine learning to generate and customize realistic images | by Jamshed Khan | Heartbeat
• Audio-reactive Latent Interpolations with StyleGAN
• DALL·E: Creating Images from Text
• Alien Dreams: An Emerging Art Scene - ML@B Blog
• DeepStory: A tale of co-creation between man & machine
• SofGAN: A GAN Face Generator That Offers Greater Control - Unite.AI
• DALL-E mini: DALL·E mini is an AI model that generates images from any prompt you give!
• DALL-E mini GitHub
• DALL-E mini Project Report
• CLIPIT PixelDraw - Colaboratory
• CLIP Guided Diffusion HQ 512x512.ipynb - Colaboratory
• Smooth Transitioning Between Position / Rotation / Zoom and Text Inputs by Keyframing Parameters: A Proof of Concept [15,000 Frames] : deepdream
• justinpinkney/awesome-pretrained-stylegan2: A collection of pre-trained StyleGAN 2 models to download
• Image Super-Resolution
• neural-dream Alternatives and Similar Photos & Graphics Apps | AlternativeTo
• Real GANs in AI | Hacker Noon: deep dive into what the generative models are, the recent developments in the field, and the usage of GANs in business
• CoG 21: Adversarial Reinforcement Learning for Procedural Content Generation
• GANshare | Towards Data Science: Creating and Curating Art with AI
• GitHub Repositories of Hugging Face
• AgaMiko/pixel_character_generator: Generating retro pixel game characters with Generative Adversarial Networks. Dataset "TinyHero" included.

Text-to-video

THUDM/CogVideo: Text-to-video generation

How did they do it?

• Creep - YouTube by Glenn Marshall Neural Art: how did they translated the images using VQGAN+CLIP? How did they seamlessly wander on the latent space?

Inbox: Text and Natural Language Processing

• Inside language models (from GPT-3 to PaLM) – Dr Alan D. Thompson – Life Architect
• bigscience/bloom · Hugging Face: getting started with BLOOM
• BLOOM: open-source 176-billion-parameter model aims to democratize large-language models
• Top 10 GPT-3 Powered Applications to Know in 2022
• Google AI Blog: Pathways Language Model (PaLM): Scaling to 540 Billion Parameters for Breakthrough Performance
• Riku.AI | The vault for your A.I. creations
• First look - Riku.ai - inference platform Mar/2022 - J1, GPT-3, Fairseq-13B, GPT-NeoX-20B, Cohere-XL - YouTube
• Rytr: Rytr is an AI writing assistant that helps creating content
• Charisma: Charisma is a platform for creating interactive stories with believable virtual characters
• Authors A.I.: AI-powered text analysis
• DeepMind says its new language model can beat others 25 times its size | MIT Technology Review
• Integrated AI: How to talk to AI for free using nine platforms (Megatron, GPT-3, GPT-J, Wudao, J1..) - YouTube by Dr Alan D. Thompson. The following references came from this video description
• InferKit
• CopyHat
• Emerson on iOS
• Jurassic-1
• EleutherAI | GPT-J-6B
• AIx
• Wudao
• Emerson on Telegram

OpenAI GPT-3

• GPT-3 playground
• Fine-tuning GPT-3: how to customize a model for OpenAI's GPT-3

Papers and references for reading and understanding

• Casual GAN Papers Reading Club: Community knowledge base for Casual GAN Papers
• Casual GAN Papers: Easy to read summaries of popular AI papers
• The Illustrated VQGAN: illustrated explanation on how VQGAN works
• CLIP: Connecting Text and Images: OpenAI's explanation on how CLIP works
• VQGAN+CLIP — How does it work?. The synthetic imagery (“GAN Art”) scene… | by Alexa Steinbrück | Medium
• The Methods Corpus | Papers With Code
• https://ieeexplore.ieee.org/abstract/document/9043519: A State-of-the-Art Review on Image Synthesis With Generative Adversarial Networks
• Utilizando redes adversárias generativas (GANs) como agente de apoio à inspiração para artistas: Trabalho de Graduação de Cláudio Carvalho no Centro de Informática - UFPE
• GAN Lab: Play with Generative Adversarial Networks in Your Browser!
• [PDF] Music2Video: Automatic Generation of Music Video with fusion of audio and text | Semantic Scholar
• [PDF] Active Divergence with Generative Deep Learning - A Survey and Taxonomy | Semantic Scholar
• [PDF] Automating Generative Deep Learning for Artistic Purposes: Challenges and Opportunities | Semantic Scholar

Interesting Instagram Accounts, Posts and Reels

• science on Instagram: “Human evolution generated by AI Stable Diffusion”
• Deep Music Visualizer
• Lucid Sonic Dreams (@lucidsonicdreams)

Interesting Youtube Channels

• Artificial Images: Demos and explanations to make art using machine learning
• Glenn Marshall Neural Art
• How to Generate Art - Intro to Deep Learning #8

Interesting GitHub Repositories

• dvschultz: Derrick Schultz's GitHub
• dvschultz/ml-art-colabs: collection of Google Colab Notebooks for ML Arts

Artists and Artworks

• (19) INFINITEYAY✨ on Twitter: "✨35 Artists Using AI With Under 1000 Followers That You Need To Follow Today✨ -- All these artists are fantastic and deserve way more followers. In no particular order here's my first list. More to come. Enjoy! 👇 #AIart #art #stablediffusion #midjourney #dalle2 #AI https://t.co/CTyq1dfsTs" / Twitter
• Computer Vision Art Gallery : CVPR 2021: artworks dealing with computer vision technologies
• Confluence: a generative art project by Devi Parikh on BrainDrops.
• Learning to See – Memo Akten | Mehmet Selim Akten | The Mega Super Awesome Visuals Company
• Neural Zoo | Sofia Crespo
• KRЯRL DЯAWINGS: Runway ML -- 3rd "Model" (based on long poses)
• Frea Buckler ~ Artist: obras usadas para criar essa rede (19) derrick has started yet another project on Twitter: "Just sent @buntworthy a demo StyleGAN model I trained / Twitter
• (Non-)Human
• Authentic Digital Art - Unknown Departure | SuperRare
• A Selection of Machine Learning Art Inspiration
• Top 25 AI Artists of 2021 (Photos, Profiles & History of AI Art)- AIArtists.org: AIArtists.org showcases leading artists using Artificial Intelligence, tools to make AI Art, and a timeline of AI Art History.
• Helena Sarin – Artist Profile (Photos, Videos, Exhibitions) — AIArtists.org
• Images Generated By AI Machines (@images_ai) / Twitter
• https://www.instagram.com/refikanadol/
• The Steampunk Circus Human Machine Collaboration - Video, Sound and Stories with AI / YouTube

Galleries

• AICAN
• Ganvas Studio - Neural Network Paintings
• Syn Feather Sweater / STRELITZIA – HATRA E STORE

Selected examples of This X Does Not Exist

• This vessel does not exist.: A gallery of both authentic and fake vessels generated by machine learning software (StyleGAN)
• https://thispersondoesnotexist.com/ - gerador de rostos humanos
• https://thisxdoesnotexist.com/ - site com vários exemplos de outros modelos

Pre-trained Models

• justinpinkney/awesome-pretrained-stylegan2: A collection of pre-trained StyleGAN2 models trained on different datasets at different resolution
• A collection of pre-trained StyleGAN 2 models to download - Deep Learning | ReposHub
• Modelo pretreinado com obras de arte moderna

Neural Net Models

• Yuheng-Li/MixNMatch
• lucidrains/lightweight-gan: 512x512 flowers after 12 hours of training, 1 gpu 256x256 flowers after 12 hours of training, 1 gpu Implementation of 'lightweight' GAN proposed in ICLR 2021
• VQGAN+CLIP: This is a brief tutorial on how to operate VQGAN+CLIP by Katherine Crowson
• rinongal/StyleGAN-nada: Zero-Shot non-adversarial domain adaptation of pre-trained generators

Latent Space Explorarion

• Latent Space Exploration with StyleGAN2

Other Related Awesome Lists

• margaretmz/awesome-ai-art-design: An awesome list: AI for art and design.
• toxtli/awesome-machine-learning-jupyter-notebooks-for-colab: A curated list of Machine Learning and Deep Learning tutorials in Jupyter Notebook format ready to run in Google Colaboratory

Notes, ideas for projects

• Video clip: music + lyrics => image + video
• Book: text => illustration
• Interfaces for editing parameters that can be exported as string. This string is the input for a notebook or model. "Copy string", "Paste string", "Export file", "Import file".

Improving Google Colab experience

• 7 ways to load external data into Google Colab | by B. Chen | Towards Data Science
• 10 tricks for a better Google Colab experience | by Cyprien NIELLY | Towards Data Science
• Quickly share ML WebApps from Google Colab using ngrok for Free | by AbdulMajedRaja RS | Towards Data Science
• Jupyter Widgets for Interactivity in Google Colab: notebook with examples of using Jupyter Widgets in Colab, allowing interactive inputs
• Jupyter Widgets official documentation

Troubleshooting

Ref

Inbox for Related References

• The Art of PNG Glitch
• HashLips/hashlips_art_engine: tool used to create multiple different instances of artworks based on provided layers
• archinetai/audio-diffusion-pytorch: Audio generation using diffusion models, in PyTorch.
• Dance Diffusion - a Hugging Face Space by harmonai

Contribute

Contributions welcome! Read the contribution guidelines first.

License

To the extent possible under law, Filipe Calegario has waived all copyright and related or neighboring rights to this work.