AnimateDiff

One of the recent additions I added to Visions of Chaos was AnimateDiff. Git repository is here if you want to see the code or more info. AnimateDiff generates short 2 second movies at 8 frames per second, 16 frames total. This is due to the model being trained on a bunch of movies that were only 2 seconds long. The generation process takes around 1m13s per movie on a 4090 and uses around 15.3 GB of GPU VRAM.

You can see some cherry picked results here. Not every result you try will be that good. I include a batch button in Visions of Chaos so you can run the same prompt over multiple random seeds to generate a bunch of outputs on the current prompt. That way you can come back after a while and look for the best result.

The first question people ask (or at least everyone who tried it in Visions of Chaos did) was “how do I make longer and larger sized videos”?

AnimateDiff Prompt Travel

In comes AnimateDiff Prompt Travel. The dev worked out how to merge the shorter 2 second clips into longer movies and it handles larger resolutions too. For the simplest usage you give a list of frame numbers and text prompts and the script does the rest. This script takes around 12.8 GB VRAM when running.

The settings for both of those movies are included with Visions of Chaos so you can create them on your own PC and tweak the prompts to anything else.

Art Games

On the Softology Discord there is the art-games channel. The purpose of the channel is for users to take another user’s Text-to-Image output, change up to two words and post the new image. This continues on and slowly evolves new subjects of the images. I took a bunch of these prompts and ran them through AnimateDiff Prompt Travel. This is the result.

These are the prompts that change every 4 seconds of movie time.

Laughing watching collapsing scifi insanity
Laughing dog watching collapsing house scifi insanity
Laughing astronaut dog watching collapsing house planet scifi insanity
Laughing astronaut above collapsing planet scifi insanity
tranquil astronaut above futuristic planet scifi insanity
tranquil dragon above futuristic planet steampunk insanity
Tranquil dragon above futuristic planet
xenomorph butterfly above futuristic city
garden airships above futuristic city
Garden spheres above futuristic city
psychedelic_spheres_above_futuristic_sky
glass spheres above a sky
glass sphere containing a galaxy
glass spheres containing a galaxy
glass spheres containing a cute creature
glass cage containing a cute spider
glass nicholas cage containing a cute spider monkey
glass wonderland landscape containing a cute spider monkey
glass wonderland landscape containing a cute spider astronaut
wonderland landscape containing a cute alien robot
Wonderland landscape containing a cute quokka
Wonderland landscape burning a cute scarecrow
large crow burning a cute scarecrow
large crow burning a cute scarecrow on halloween
large dragon burning a cute castle on halloween
Large dragon burning a Spring castle on grass
Large dragon eating a Spring roll on grass
pixar dragon eating a Spring roll on cgsociety
pixar mouse eating a Spring salad on cgsociety
beksinski mouse eating a decaying salad on cgsociety
disney mouse eating a decaying franchise on cgsociety
disney mouse driving a decaying car on cgsociety
humanoid mouse driving a cyberpunk car on cgsociety
humanoid tree driving a cyberpunk car on mars
Humanoid tree driving a green car on asphalt
bonsai tree in a green car on asphalt
rainbow tree in a green pot on asphalt
rainbow unicorn melting in a green pot on asphalt
rainbow unicorn marshmallow melting in a green pot on asphalt instagram
rainbow robot, marshmallow smoking in a green pot on instagram
Handsome robot, marshmallow bouncing in a green pot on instagram
Rainbow Robot wearing a jingasa smoking a green pot, Artwork, Golden Hour, High Contrast, 3D, Feng Shui, volumetric Light, Iridescent, Brushed Aluminum
Handsome marshmallow robot bouncing in a green suit on a piano
Bionic marshmallow robot in a green suit stomping on a piano
Bionic elephant robot in a green suit stomping on a bridge
Bionic elephant robot in a green tuxedo dancing on a bridge
bulbuous elephant male in a green tuxedo dancing on a bridge
bulbous knight male in a green armor dancing on a bridge
bulbous knight male in green armor dancing on a tank
warcraft knight male in green armor driving on a tank
warcraft knight male in green armor driving on a tesla
warcraft knight male in green armor driving on a tesla
warcraft pig male in shiny armor driving on a tesla
warcraft pig male in shiny armor flying on a dragon
warcraft pig male in shiny armor fighting a dragon
warcraft pig female in shiny armor fighting a big dragon
warcraft pig male in shiny armor fighting a dragon
lego pig female in shiny armor fighting a big pumpkin
lego cat female in black armor fighting a big pumpkin
weird cat female in black armor inside a big pumpkin
steampunk cat female in black armor inside a big warehouse
steampunk cat female in black armor inside a rich bank
fat cat aristocrat in black armor inside a rich bank
fat cat aristocrat in black armor inside a rich bank
fat cat aristocrat wombat in matte black armor inside a rich bank
fat cat aristocrat wombat in matte black suit inside a robbed bank
fat cat aristocrat wombat in matte black suit driving a robbed Cadillac
fat cat shooting rat in matte black suit driving a robbed Cadillac
fat cat shooting rat in matte black suit driving a futuristic Cadillac
fat cat rat in matte black space suit driving a futuristic Cadillac
fat cat in matte black space suit driving a futuristic Cadillac in disney
fat cat in matte black space suit driving a futuristic Cadillac book in disney
fat cat in matte black space suit driving a futuristic book in disney France
fat cat in matte black space suit driving a book in renaissance france
cat in matte black hat driving a helicopter in renaissance france
cat in matte black hat robe driving cleaning a spaceship in renaissance Mars
cat in matte black robe watering a garden in renaissance Mars
cat in matte black robe watering a garden in Arizona desert renaissance Mars
cat in matte black robe eating a cactus in Arizona desert
cat in fluffy robe eating a cactus in Arizona desert
zombie in fluffy robe eating a brain in Arizona desert
zombie in fluffy robe eating a donut in Chicago desert
zombie in fluffy bikini eating a donut in chicago street
Zombie in fluffy city eating donut in street
Zombie in city eating pizza in street
zombie in city partying in street
zombie in Rome partying in museum
Zombie in Rome studying in party
shark in Rome feasting in party
dapper shark in Rome feasting in situ
dapper koala in Sydney feasting in situ
dapper axolotl in Chinatown feasting in situ
satanic axolotl in Chinatown meditating in situ
satanic sheep in cafe meditating in situ
satanic sheep in cafe meditating in space
giant blob in cafe meditating in space
giant viking in a cafe meditating in space
scary clowns in a cafe meditating in space
hairy clowns in a car meditating in space
hairy starfish in a fishbowl meditating in space
lairy starfish in a fishbowl cogitating in space
alien starfish in a helmet cogitating in space
alien creature in a helmet cogitating in space moebius
alien monk in a kasaya cogitating in space moebius
alien monk in a kasaya cogitating in labyrinth esher
dumfounded alien child in a kasaya cogitating in labyrinth esher
alien creature in a helmet cogitating in space moebius
dumbfounded alien child in a kayak cogitating in labyrinth escher
dumbfounded alien puppet in a kayak conflagrating in labyrinth escher
dumbfounded alien puppet in a kayak conflagrating in labyrinth escher, damien hirst
disturbing alien puppet in a bubble conflagrating in labyrinth escher, damien hirst
Cute alien puppet in a bubble conflagrating in labyrinth escher, damien hirst

Tutorials

The Future of AI Movies

AI movie creation is advancing quickly like image generation did before it. It won’t be long before everyone can generate their own movies at home with finer control of the imagery produced.

Jason.

A quick post showing some steps to get NeRF going in Visions of Chaos to help first time users.

Step 1 – Training

1. Create a new empty directory for your trained data eg D:\Nerf Test\
2. Create a directory under that called images eg D:\Nerf Test\images\
3. If you have a series of images you know will work for training, put them under images. Otherwise, you can copy the images from C:\Users\YourUserName\AppData\Roaming\Visions of Chaos\Examples\MachineLearning\Instant Neural Graphics Primitives\data\nerf\fox\images\.
4. Start Visions of Chaos and select Mode->Machine Learning->Mesh Generation->Instant Neural Graphics Primitives
5. Set the source to be D:\Nerf Test and click Train.
6. Wait for the training to finish. For the fox images on a 3090 it took around 3 minutes.

Step 2 – Viewing

With the Source location still pointing to D:\Nerf Test you can now click View to start the viewer GUI.

If you used the fox images you will see the point cloud of the trained data like the following. Middle mouse button click and drag to slide the model around. Left click and drag to rotate.

Step 3 – Creating a Movie

Lastly you can now create a movie of a virtual camera moving around the 3D point object.

1. Let the points accumulate enough to see a reasonable image that is not too noisy.
2. Scroll down in the settings dialog and expand Snapshot.
3. Click Save.

Now to make the camera path. By default the path dialog is hidden behind the main dialog, so click and drag the main dialog out of the way.
When you have the Camera Path dialog showing, move the camera (middle click and drag, left click and drag) to the position you want your movie to start at.

1. Click Add from cam to add that point.
2. Rotate and zoom to another location and once again click Add from cam.
3. Do this another few times to create the camera key frames.
4. Once you added all the points click Save to save the path.
5. You can now close the GUI.
6. With the Source directory still set to D:\Nerf Test click Movie.

By default it will create a 15 second movie at 30 fps at a size of 1280×720. You can change these settings if you wish.
The movie frames will be created …

…and the movie will play when finished.

The movie is saved under your specified Scene directory.

Train your own images

See the fox images as an idea of images to use. You want a series of images rotating around the subject showing it from all sides you want to see in the final movie.
You can also use a movie to train from of your subject rotating. The movie frames will be extracted for you and then trained as normal.

Jason.

This is Part 8. There is also Part 1, Part 2, Part 3, Part 4, Part 5, Part 6, Part 7 and Part 9.

This post continues listing the Text-to-Image scripts included with Visions of Chaos and some example outputs from each script.

---

Name: Deforum Stable Diffusion v0.4
Author: Original script by Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, Björn Ommer
Original script: https://colab.research.google.com/github/deforum/stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb
Time for 512×512 on a 3090: 34 seconds
Maximum resolution on a 24 GB 3090: 1280×640
Maximum resolution on an 8GB 2080: 640×576
Description: Incredible. Latest and greatest. Beats all previous Text-to-Image systems. If you only use one, use this one. Deforum builds upon Stable Diffusion with animation support. v0.4 is the latest version.

a canal

a forest path

a loft

a matte painting of a river hyperdetailed and CryEngine

a painting of the tropics

a pastel of a nightmare 4K HD realism and trending on Flickr

a photorealistic painting of Cookie Monster rendered in unreal engine and CGSociety

a tropical beach by Karl Hagedorn and Michalis Oikonomou

an etching of King Kong

concept art of Gandalf CGSociety and 4K HD realism

lovecraftian cthulhu tentacle horrors by giger and beksinski, highly textured, 8K 4K HD

roses in the rain, rosebuds, rain drops, 8K 4K HD

---

Name: Deforum Stable Diffusion v0.5
Author: Original script by Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, Björn Ommer
Original script: https://colab.research.google.com/github/deforum/stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb
Time for 512×512 on a 3090: 34 seconds
Maximum resolution on a 24 GB 3090: 1280×640
Maximum resolution on an 8GB 2080: 640×576
Description: Incredible. Latest and greatest. Beats all previous Text-to-Image systems. If you only use one, use this one. Deforum builds upon Stable Diffusion with animation support. v0.5 is the latest version.

a castle

a cute monster

a fine art painting of humans rendered in unreal engine and trending on pixiv

a pop art painting of Frankenstein by Kim Hwan-gi and Zha Shibiao

a sorceress by Adolf Fényes and Rodolfo Morales for sale on Facebook Marketplace and trending on ArtStation

a watercolor painting of a farm by József Breznay and John Zephaniah Bell

an eagle made of feathers and silver

an ugly face

puppies

street art of Jason Vorhees

colorful surrealism by dali, giger, beksinski and haeckel

nebula galaxy planets hubble

---

Name: Deforum Stable Diffusion v0.6
Author: Original script by Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, Björn Ommer
Original script: https://colab.research.google.com/github/deforum-art/deforum-stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb
Time for 512×512 on a 3090: 34 seconds
Maximum resolution on a 24 GB 3090: 1280×640
Maximum resolution on an 8GB 2080: 640×576
Description: Incredible. Latest and greatest. Beats all previous Text-to-Image systems. If you only use one, use this one. Deforum builds upon Stable Diffusion with animation support. v0.6 is the latest version.

a bedroom

a bronze sculpture of Robert DeNiro rendered in unreal engine and trending on Flickr

a chinese painting of a peacock by Agnes Lawrence Pelton and Bob Thompson

a cute girl 4K HD realism and 8K 3D

a fine art painting of a palace made of mist

a green tree frog

a lion

a storybook illustration of the Australian outback

ballpoint pen art of Frankenstein

Brad Pitt by Rhea Carmi and Robert Bechtle

beauty, 4K, 8K, HD, hyper detailed, high detail, surrealism

an oil painting by Picasso and van Gogh, 4K, 8K, HD, hyper detailed, high detail, surrealism

---

Name: Stable Diffusion v2
Author: Original script by Robin Rombach et al
Original script: https://github.com/Stability-AI/stablediffusion
Time for 768×768 on a 3090: 42 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: Unable to run on an 8GB GPU.
Description: Uses a newly trained version of the Stable Diffusion model that renders native at 768×768. The following examples show 768×768 sized output.

a cave

a detailed painting of fear IMAX and Flickr

a digital rendering of a human made of chrome and gold

a mansion

a portrait of a sad clown

a spooky forest

a storybook illustration of a lush rainforest for sale on Facebook Marketplace and #film

an etching of a babbling brook

an oil painting of a castle in the mountains

Yoda

---

Name: Stable Diffusion v2.1
Author: Original script by Robin Rombach et al
Original script: https://github.com/Stability-AI/stablediffusion
Time for 768×768 on a 3090: 42 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: Unable to run on an 8GB GPU.
Description: Updated Stable Diffusion model. The following examples show 768×768 sized output.

a detailed drawing of Frankenstein

a forest clearing

a frog hyperrealistic and photorealistic

a mountain cabin

a sad clown

a surrealist sculpture of eyeballs

a swamp hyperdetailed and rendered in unreal engine

a townhouse photorealistic and lens flare

an ink drawing of Al Pacino

an ugly creature

---

Name: Deforum Stable Diffusion v0.7
Author: Original script by Robin Rombach, Andreas Blattmann, Dominik Lorenz, Patrick Esser, Björn Ommer
Original script: https://colab.research.google.com/github/deforum-art/deforum-stable-diffusion/blob/main/Deforum_Stable_Diffusion.ipynb
Time for 768×768 on a 3090: 2 minutes 50 seconds
Maximum resolution on a 24 GB 3090: 2496×1088
Maximum resolution on an 8GB 2080: 640×576
Description: Now supports Stable Diffusion v2.1 model for 768×768 resolution.

a cave

a forest clearing

a lion

a pastel of Big Bird by John Blair and Christoph Ludwig Agricola CryEngine and 4K HD realism

a tributary

a watercolor painting of a western town trending on ArtStation and Tri-X 400 TX

a werewolf

an abstract painting of Gandalf

an alien forest IMAX and vivid colors

an engraving of a cute girl

a hyperrealistic matte painting of melting color, 4K, 8K, HD, high detail, hyper detailed

a hyperrealistic matte painting of a lush rainforest, 4K, 8K, HD, high detail, hyper detailed

a hyperrealistic matte painting of a magical glowing mushroom forest at night, 4K, 8K, HD, high detail, hyper detailed

---

Name: Kandinsky v2.1
Author: Original script by AI Forever
Original script: https://github.com/ai-forever/Kandinsky-2
Time for 768×768 on a 3090: 1 minute 14 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: Unable to run on an 8GB GPU.
Description: A new alternative script to Stable Diffusion and other models. Definitely worth a try.

a cabin

a fireman

a hyperrealistic painting of an ocean by Ella Guru and Walter Emerson Baum rendered in unreal engine and photorealistic

a lineart illustration of goldfish 4K photo and vivid colors

a portrait of a beautiful young girl in a garden at dusk

a robot

an impressionist painting of a happy family

an ugly monster

Harry Potter

Spiderman

---

Name: DeepFloyd IF
Author: Original script by DeepFloyd AI Research Band
Original script: https://github.com/deep-floyd/IF
Time for 1024×1024 on a 3090: 1 minute 17 seconds
Maximum resolution on a 24 GB 3090: 1024×1024 only
Maximum resolution on an 8GB 2080: Unable to run on an 8GB GPU.
Description: A new alternative script to Stable Diffusion and other models. 1024×1024 native resolution is nice.
Click to see these samples in 1024×1024 resolution.

a babbling brook

a cathedral

a collage painting of a vast city lens flare and 8K 3D

a cove

a mountain cabin

a still life of a mountain path

a teddy bear

a worried man made of bones and wire

an allegory of Charmander

gorillas

---

Name: Kandinsky v2.2
Author: Original script by AI Forever
Original script: https://github.com/ai-forever/Kandinsky-2
Time for 1024×1024 on a 3090: 1 minute 3 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: Unable to run on an 8GB GPU.
Description: An update to Kandinsky. Handles 1024×1024 resolution. Superb fast results.

a digital rendering of frogs 8K 3D and CryEngine

a gouache of a happy person made of liquid metal and metal by Emma Lampert Cooper and Zha Shibiao

a lounge room

a lush rainforest 8K 3D and for sale on Facebook Marketplace

a watercolor painting of an ugly person made of chrome and chrome

an attractive woman

an ugly face

computer graphics of fear ZBrush and filmic

impressionist of New York City trending on ArtStation and trending on Flickr

pixel art of a robot by Siona Shimshi and Nedroid

---

Name: SDXL 1.0
Author: Original script by Stability AI
Original script: https://github.com/Stability-AI/generative-models/tree/main
Time for 1024×1024 on a 3090: 34 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: Unable to run on an 8GB GPU.
Description: The latest from Stability AI. Handles 1024×1024 resolutions by default.

a detailed painting of a Pixar character

a hyperrealistic painting of a rough seascape

a kitten wearing pajamas and sunglasses in times square

A mystical forest filled with glowing mushrooms and iridescent butterflies, where a wise old owl perched on a branch watches over a group of playful fairies as they dance under the moonlight.

a new york city street in the rain

a painting of the amazon rainforest

a portrait of a beautiful young girl in a garden at dusk

a portrait of a female cyborg by h r giger

an oil painting of an ugly creature

Lovecraftian horror

---

Name: PixArt-alpha
Author: Original script by PixArt-alpha
Original script: https://github.com/PixArt-alpha/PixArt-alpha
Time for 1024×1024 on a 4090: 14 seconds
Description: Another fast Text-to-Image model/script. Handles 1024×1024 resolutions by default.

a cartoon of a monkey

a cove

a cute creature made of vines and mist

a fine art painting of a colorful parrot

a kangaroo

a photorealistic painting of a clown

etching of an ugly man

impressionist of a lighthouse

scribble art of an ugly person

the country rendered in Cinema4D and hyperrealistic

---

Name: Playground v2
Author: Original script by playgroundai
Original script: https://huggingface.co/playgroundai/playground-v2-1024px-aesthetic
Time for 1024×1024 on a 4090: 15 seconds
Description: Stable diffusion alternate model trained from scratch. Handles 1024×1024 resolutions by default.

a cubist painting of an ugly man

a monkey made of liquid metal and feathers lens flare and psychedelic

a portrait of a young girl

a surrealist sculpture of a green tree frog

a witch made of vines and paper

an acrylic painting of a cloudy sunset

an anime drawing of a sad clown

fear

screen printing of a canyon

trypophobia

---

Name: Stable Cascade
Author: Original script by Stability AI
Original script: https://github.com/Stability-AI/StableCascade
Time for 1024×1024 on a 4090: 15 seconds
Description: Handles 1024×1024 resolutions by default. Fast and high quality outputs. Also handles widescreen high resolutions with minimal subject duplication.

a church 4K HD realism and trending on pixiv

a detailed matte painting of reflective spheres vivid colors and 8K 3D

a mosaic of a sorcerer by Isabel Codrington and John Harris

a photo of a cute girl

an ugly person

an ugly person by Ford Madox Brown and Al Feldstein

computer graphics of a cute creature 4K photo and trending on Flickr

digital sculpture of Big Bird

Harry Potter

Robocop

---

Name: PixArt-sigma
Author: Original script by PixArt-alpha
Original script: https://github.com/PixArt-alpha/PixArt-sigma
Time for 1024×1024 on a 4090: 14 seconds
Description: Updated from PixArt-alpha.

a caricature of love

a cliff

a cute girl by Ernesto Neto and Carel Weight rendered in Cinema4D and super detailed

a heart psychedelic and Flickr

a marble sculpture of Lovecraftian horror trending on ArtStation and trending on pixiv

a nightmare

a pond

an ultrafine detailed painting of an ocean by Ejnar Nielsen and Kim Deuk-sin

eyeballs made of mist and bones

watercolor of eyeballs

---

Stable Diffusion 3 Medium
Author: Original script by Stabiliy AI
Original script: https://huggingface.co/stabilityai/stable-diffusion-3-medium-diffusers
Time for 1024×1024 on a 4090: 15 seconds
Description: New model from Stability AI. They only released the medium size model at this stage, so results are not the best. The following samples are cherry picked best results from a many random prompt batch run.

a cinematic painting of a waterfall

a demon

a detailed matte painting of anxiety

a hyperrealistic painting of a swamp

a mountain range #film and super detailed

a sea monster

a tiger

an octopus hyperdetailed and lens flare

Hermoine Granger

scratchboard art of a crying person Flickr and 8K 3D

---

Any Others I Missed?

Do you know of any other colabs and/or github Text-to-Image systems I have missed? Let me know and I will see if I can convert them to work with Visions of Chaos for a future release. If you know of any public Discords with other colabs being shared let me know too.

Jason.

This is Part 6. There is also Part 1, Part 2, Part 3, Part 4, Part 5, Part 7, Part 8 and Part 9.

This post continues listing the Text-to-Image scripts included with Visions of Chaos and some example outputs from each script.

---

Name: Augmented CLIP Guided Diffusion
Author: Peter Baylies
Original script: https://github.com/pbaylies/Augmented_CLIP
Time for 512×512 on a 3090: 1 minutes 16 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: 256×256 57 seconds
Description: Another CLIP Guided Diffusion script. Fast. Gives unique textured results.

a detailed painting of people by Nicolette Macnamara

a diagram of a nightmare creature made of gold

a nightmare creature

a painting of a cabin next to a stream in a secluded forest

a storybook illustration of Jabba The Hutt by Carle Hessay

a werewolf by A R Middleton Todd

an oil painting of Big Bird

Gandalf trending on pixiv

Lovecraftian horror

poster art of the Las Vegas strip by George Passantino

---

Name: Princess Generator
Author: Dango233
Original script: https://colab.research.google.com/drive/1QgH9TvQMXR3PpEGBcHnghtEcwFDXLaYE
Time for 512×512 on a 3090: 2 minutes 38 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM.
Description: The latest update to “CLIP Guided Diffusion v6” from Dango233. Can give some superb results. Worth exploring and experimenting with further.

a cloudy sunset

a fireplace by Jacob More

a happy alien by James Jarvaise

a mountain path by Stephen Pace

a raytraced image of a western town

a teddy bear

Charmander made of wood by Hua Yan

dense woodland by Marie Angel

paranoia by Floris van Dyck

portrait of Princess Victoria trending on artstation

---

Name: Disco Diffusion v4.1
Author: @Somnai
Original script: https://colab.research.google.com/drive/1sHfRn5Y0YKYKi1k-ifUSBFRNJ8_1sa39
Time for 512×512 on a 3090: 1 minute 57 seconds
Maximum resolution on a 24 GB 3090: 2496×1088
Maximum resolution on an 8GB 2080: 1152×512. 4 minutes 39 seconds.
Description: The latest update to Disco Diffusion. Really nice detailed outputs. Low VRAM requirments allow huge sized images. I didn’t realise I had 3 zombie themed results in this random batch.

a bronze sculpture of a zombie

a fantasy land

a pencil sketch of Cthulhu by Rudolf Koller

a pop art painting of zombies

a portrait of a young boy by Hendrick Cornelisz. van Vliet

a tree by Philips Wouwerman

a western town

a zombie

Han Solo psychedelic

vector art of the Amazon Rainforest

---

Name: Hypertron v2
Author: Philipuss
Original script: https://colab.research.google.com/drive/10fa8X6EsfZfda1dfhJ_BtfPZ7Te1WGoX
Time for 512×512 on a 3090: 1 minute 57 seconds
Maximum resolution on a 24 GB 3090: 1120×480.
Maximum resolution on an 8GB 2080: 256×256 2 minutes 18 seconds
Description: Version 2 of Hypertron. More models, more flavors. Works OK. Can give the “image in a sea of purple/grey” that previous MSE based scripts suffered from. Can give good results if you let it run a large random batch overnight.

a bronze sculpture of a spooky forest by Herb Aach

a diamond made of flowers

a gouache of an android by Wu Bin

a photo of a kitchen

a photorealistic painting of a cemetery

a sketch of a haunted house

a tattoo of Squirtle made of clay

an art deco painting of a human by Nicolas Lancret 8K 3D

goldfish by Elfriede Lohse-Wächtler

Lovecraftian horror by Aileen Eagleton

---

Name: CC12M Diffusion
Author: Katherine Crowson
Original script: https://colab.research.google.com/drive/1TBo4saFn1BCSfgXsmREFrUl3zSQFg6CC
Time for 512×512 on a 3090: 1 minute 48 seconds
Maximum resolution on a 24 GB 3090: 1664×704.
Maximum resolution on an 8GB 2080: 832×512 2 minutes 59 seconds
Description: Can support higher resolutions, but the coherance really falls apart with anything over 256×256. It handles multiple images at once, so these examples are 4 256×256 results.

a beachside resort

a bouquet of flowers

a castle

a cemetery

a cephalopod by Walter Stuempfig super detailed

a color pencil sketch of a bedroom super detailed

a kitchen

a mountainscape

a nightclub

a vast city

---

Name: Disco Diffusion v5
Authors: @Somnai and @Gandamu
Original script: https://colab.research.google.com/github/alembics/disco-diffusion/blob/main/Disco_Diffusion.ipynb
Time for 512×512 on a 3090: 2 minutes 02 seconds
Maximum resolution on a 24 GB 3090: 2496×1088
Maximum resolution on an 8GB 2080: 1152×512. 4 minutes 43 seconds.
Description: The latest update to Disco Diffusion.

a cloudy sunset

a crying person made of wrought iron by František Jakub Prokyš psychedelic

a flemish baroque of a school of tropical fish

a low poly render of puppies

a morning landscape

a mosaic of a worried man by Paul Lohse

a thunder storm by Cornelis Claesz van Wieringen

a tropical beach

computer rendering of an evil alien 4K HD realism

the human condition Flickr

---

Name: Disco Diffusion v5 Turbo Smooth
Authors: Chris Allen
Original script: https://colab.research.google.com/github/zippy731/disco-diffusion-turbo/blob/main/Disco_Diffusion_v5_Turbo_%5Bw_3D_animation%5D.ipynb
Time for 512×512 on a 3090: 1 minutes 14 seconds
Maximum resolution on a 24 GB 3090: 2496×1088
Maximum resolution on an 8GB 2080: 832×384. 2 minutes 21 seconds.
Description: An updated version of Disco Diffusion v5 that gives fast and smooth movie outputs.

a black and white photo of a lush rainforest trending on Flickr

a detailed matte painting of a factory

a hacker by Mykola Burachek

a sea monster CGSociety

a surrealist painting of a happy person

a tardigrade by Cosmo Alexander

an anime drawing of an evening landscape by Daphne Fedarb photorealistic

an art deco painting of a happy person by John Uzzell Edwards

chalk art of a bouquet of flowers

the human condition

---

Name: Augmented CLIP Guided Diffusion v2
Author: Peter Baylies
Original script: https://github.com/pbaylies/Augmented_CLIP
Time for 512×512 on a 3090: 2 minutes 48 seconds
Maximum resolution on a 24 GB 3090: 1664×704
Maximum resolution on an 8GB 2080: 512×512 4 minutes 56 seconds
Description: Updaterd version of the Augmented CLIP Guided Diffusion script.

a bungalow 4K HD realism

a forest fire

a lush rainforest CryEngine

a painting of a kitchen by Betye Saar

a portrait of a princess trending on artstation

a spooky forest

a tattoo of a zombie

a werewolf by David Cooke Gibson

an oil painting of a lake

an ugly man

---

Name: v-diffusion
Author: Katherine Crowson
Original script: https://github.com/crowsonkb/v-diffusion-pytorch
Time for 512×512 on a 3090: 3 minutes 57 seconds
Maximum resolution on a 24 GB 3090: 896×512 or 640×640.
Maximum resolution on an 8GB 2080: 128×128 1 minute 19 seconds
Description: Updated version of Velocity-Diffusion. Tends to make incoherant collage images over 256×256.

a black and white photo of a portrait of a young girl

a cityscape by Lujo Bezeredi

a cloudy sunset

a hologram of a sad face by Josef Šíma

a lounge room by Riad Beyrouti IMAX

a mountain path

a portrait of a young boy made of metal

a portrait of a young girl

a space nebula

an acrylic painting of a mountain range

---

Name: GLID-3
Author: Jack Qiao
Original script: https://github.com/Jack000/glid-3
Time for 512×512 on a 3090: 35 seconds
Maximum resolution on a 24 GB 3090: 768×768.
Maximum resolution on an 8GB 2080: 512×512 50 seconds
Description: Great textures and lighting. Poor image coherency.

a cemetery

a drawing of a cloudy sunset

a drawing of a human lens flare

a lake

a large waterfall made of silver

a marina

a minimalist painting of a teddy bear by Johann Ludwig Bleuler

a renaissance painting of paranoia made of vines

an abbey by Cornelis Pietersz

an art deco painting of a rose

---

Name: Disco Diffusion v5.1
Authors: @Somnai, @Gandamu and Chris Allen
Original script: https://colab.research.google.com/github/alembics/disco-diffusion/blob/main/Disco_Diffusion.ipynb
Time for 512×512 on a 3090: 2 minutes 05 seconds
Maximum resolution on a 24 GB 3090: 2496×1088
Maximum resolution on an 8GB 2080: 1152×512. 4 minutes 40 seconds.
Description: Latest version of Disco Diffusion incorporating the “Turbo” features of v5 that gives fast and smooth movie outputs.

a flemish baroque of a sunset

a marsh

a mid-nineteenth century engraving of New York City

a minimalist painting of a cephalopod

a photo of Dracula

a watercolor painting of a knight

an ugly person by Samuel Colman trending on ArtStation

chalk art of Gandalf

lineart of a zombie

the Amazon Rainforest 4K HD realism

---

Name: Latent Diffusion LAION_400M
Authors: @multimodalart
Original script: https://colab.research.google.com/github/multimodalart/latent-diffusion-notebook/blob/main/Latent_Diffusion_LAION_400M_model_text_to_image.ipynb
Time for 512×512 on a 3090: 57 seconds
Maximum resolution on a 24 GB 3090: 1152×512 or 768×768
Maximum resolution on an 8GB 2080: 256×256. 1 minute 12 seconds.
Description: A new script based on the newly trained LAION_400M moidel. Impressive results at 256×256. Loses coherency at larger sizes. These examples are 4 256×256 images of each prompt.

a black and white photo of a nightmare creature

a futuristic city

a hyperrealistic painting of a queen made of flowers

a painting of a happy clown

a skeleton

a stained glass window 4K HD realism

a watercolor painting of a lounge room

an eagle

an ultrafine detailed painting of Harry Potter

vector art of a zombie by Oskar Kokoschka

---

Name: JAX CLIP Guided Diffusion v2.7
Author: nshepperd
Original script: https://colab.research.google.com/drive/1nmtcbQsE8sTjfLJ1u3Y4d6vi9ZTAvQph
Time for 512×512 on a 3090: 2 minutes 37 seconds
Maximum resolution on a 24 GB 3090: 2496×1088
Maximum resolution on an 8GB 2080: 512×512. 3 minutes 59 seconds.
Description: ANother diffusion based script. Can give very nice high detail results.

a Dalek made of feathers

a haunted house

a picture of a chateau by Odhise Paskali

a refinery

a studio by Allan Ramsay trending on ArtStation

a sunset

a thunder storm

a watercolor painting of a fire breathing dragon

a witch made of mist

the tropics by Thomas de Keyser

---

Name: GLID-3-XL
Author: Jack Qiao
Original script: https://github.com/Jack000/glid-3-xl
Time for 512×512 on a 3090: 1 minute 04 seconds
Maximum resolution on a 24 GB 3090: 512×512.
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM.
Description: Improved/updated version of GLID-3. Uses CLIP for better accuracy. Great textures and lighting. Poor image coherency when over 256×256.

a demon

a detailed matte painting of a bouquet of flowers

a kitchen

a photorealistic painting of a movie monster hyperrealistic

a picture of The Incredible Hulk by Kazimir Malevich

a pop art painting of an angry woman

a spooky forest

an abbey

New York City by Marie Courtois

poster art of Gandalf vivid colors

---

Name: ruDALL-E Aspect Ratio
Author: Alex Shonenkov
Original script: https://github.com/shonenkov-AI/rudalle-aspect-ratio
Time for 512×512 on a 3090: N/A
Maximum resolution on a 24 GB 3090: N/A
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM.
Description: Version of ruDALL-E that generates wide and/or tall aspect ratio images. The shorter side is limited to 256 pixels. Results can be very nice. Will generate multiple images at once, so these sample images have 4 results per prompt.

a black and white photo of a werewolf

a cartoon of a swamp

a large waterfall made of metal

a lounge room

a matte painting of a townhouse

a palace made of mist

a photo of an ugly woman

a tropical beach

an evil clown

dense woodland

Any Others I Missed?

Do you know of any other colabs and/or github Text-to-Image systems I have missed? Let me know and I will see if I can convert them to work with Visions of Chaos for a future release. If you know of any public Discords with other colabs being shared let me know too.

Jason.

This is Part 5. There is also Part 1, Part 2, Part 3, Part 4, Part 6, Part 7, Part 8 and Part 9.

This post continues listing the Text-to-Image scripts included with Visions of Chaos and some example outputs from each script.

---

Name: Multi-Perceptor CLIP Guided Diffusion Secondary Model Method
Author: SOMNAI
Original script: https://colab.research.google.com/drive/1Pf5F84FzWe9iAKNbiPaEo_v4hvQZ9SqS
Time for 512×512 on a 3090: 7 minutes 23 seconds
Maximum resolution on a 24 GB 3090: 1792×768 or 2048×640.
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM
Description: The winner for the longest name so far. Needs tweaking as the addition of the secondary model here reduces the usual excellent quality of the Multi-Perceptor CLIP Guided Diffusion. Still shows a lot of potential.

a 3D render of Robocop

a futuristic city IMAX

a matte painting of trypophobia

a renaissance painting of a cloudy sunset trending on ArtStation

a woman 4K photo

an evil clown Flickr

an oil painting of a nightmare creature by Louis Janmot

Indiana Jones

reflective spheres

zombies filmic

---

Name: Multi-Perceptor VQGAN+CLIP v2
Author: Remi Durant
Original script: https://colab.research.google.com/drive/1peZ98vBihDD9A1v7JdH5VvHDUuW5tcRK
Time for 512×512 on a 3090: 3 minutes 45 seconds
Maximum resolution on a 24 GB 3090: 1120×480.
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM
Description: Version 2 of Remi’s Multi-Perceptor VQGAN+CLIP script.

a babbling brook by Zhou Wenjing

a bedroom by Francesco Furini

a computer by Édouard Detaille

a cross stitch of a landscape vivid colors

a kitchen filmic

a matte painting of halloween

a pastel of a peacock

a storybook illustration of a kitchen by Lena Alexander

an oil on canvas painting of a zombie made of voxels

vector art of Darth Vader

---

Name: 360Diffusion
Author: @sadly_existent
Original script: https://colab.research.google.com/github/sadnow/360Diffusion/blob/main/360Diffusion_Public.ipynb
Time for 512×512 on a 3090: 2 minutes 50 seconds
Maximum resolution on a 24 GB 3090: 1120×480.
Maximum resolution on an 8GB 2080: 256×256 2 minutes 28 seconds
Description: A new diffusion based script. Capable of some interesting results

a bronze sculpture of a crying person by Auguste BaudBovy

a flemish baroque of a bouquet of flowers

a haunted house trending on ArtStation

a hyperrealistic painting of trypophobia by Xia Gui

a nightmare creature

a space nebula rendered in Cinema4D

a tentacle monster 4K HD realism

an oil on canvas painting of Danny Trejo by Pablo Rey

Frankenstein

heaven 8K 3D

---

Name: Multi-Perceptor VQGAN+CLIP v3
Author: Remi Durant
Original script: https://colab.research.google.com/drive/1peZ98vBihDD9A1v7JdH5VvHDUuW5tcRK
Time for 512×512 on a 3090: 3 minutes 38 seconds
Maximum resolution on a 24 GB 3090: 1120×480.
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM
Description: Version 3 of Remi’s Multi-Perceptor VQGAN+CLIP script.

a bronze sculpture of Gandalf

a clown made of clay

a detailed painting of a desert oasis

a house by Kathleen Guthrie

a peacock made of metal

a tilt shift photo of the Las Vegas strip

a watercolor painting of reflective spheres 8K 3D

an art deco painting of an amusement park

lineart of Big Bird by Alesso Baldovinetti

vector art of a forest fire

---

Name: FuseDream
Author: Xingchao Liu et al
Original script: https://github.com/gnobitab/FuseDream
Time for 512×512 on a 3090: 3 minutes 38 seconds
Maximum resolution on a 24 GB 3090: Locked to 512×512.
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM
Description: Gives some unique outputs compared to all the previous scripts.

a clown

a king

a matte painting of New York City by Robin Guthrie

a portrait of a young girl

a rough seascape

a sea monster

a teddy bear

a werewolf

an airbrush painting of an angry woman

an attractive woman

---

Name: Looking Glass
Author: bearsharktopus
Original script: https://colab.research.google.com/drive/11vdS9dpcZz2Q2efkOjcwyax4oob6N40G
Time for 265×256 on a 3090: 1 minute 19 seconds
Maximum resolution on a 24 GB 3090: Locked to 256×256.
Maximum resolution on an 8GB 2080: 256×256 2 minutes 03 seconds
Description: A variation on ruDALL-E that added support for training the output with a single image or directory of images. It does seem to create better results than the raw ruDALL-E scripts (starting from a single image of random Perlin noise).

a cemetery trending on pixiv

a colorful parrot

a photo of a house

a rough seascape

an alien city

an angry person by Eric Auld

an angry woman

an ugly woman

monkeys

Yoda

---

Name: Velocity Diffusion
Author: Katherine Crowson
Original script: https://github.com/crowsonkb/v-diffusion-pytorch
Time for 512×512 on a 3090: 3 minutes 57 seconds
Maximum resolution on a 24 GB 3090: 896×512 or 640×640.
Maximum resolution on an 8GB 2080: 128×128 1 minute 19 seconds
Description: The latest script from Katherine Crowson. Unique results compared to her previous diffusion based scripts. Worth experimenting with further.

a detailed matte painting of traffic

a detailed painting of Jason Vorhees

a Ghostbuster

a manga drawing of a lounge room by Yayoi Kusama

a mountain range CryEngine

a portrait of a young girl made of feathers rendered in unreal engine

a zombie

lineart of a Rubiks cube

The Grinch

vector art of Emporer Palpatine

---

Name: ruDALL-E Arbitrary Resolution v1
Author: @nev
Original script: https://colab.research.google.com/drive/1DbqOIUIVBPOrJ4MeaV4YkAlb7ilWQjKZ
Time for 512×512 on a 3090: 4 minutes 40 seconds
Maximum resolution on a 24 GB 3090: 1024×1024
Maximum resolution on an 8GB 2080: 768×768 16 minutes 34 seconds
Description: Allows larger resolution images using the ruDALL-E model. Very nice results and supports larger resolutions on GPUs with less VRAM.

a color pencil sketch of a werewolf

a colorful parrot

a gorilla

a painting of a cabin next to a stream in a secluded forest

a portrait of a girl with a dragon tattoo

a rose vivid colors

a sketch of an ugly man

a surrealist sculpture of a submarine

dense woodland

medusa

---

Name: ruDALL-E Arbitrary Resolution v2
Author: @nev
Original script: https://colab.research.google.com/drive/1DbqOIUIVBPOrJ4MeaV4YkAlb7ilWQjKZ
Time for 512×512 on a 3090: 4 minutes 40 seconds
Maximum resolution on a 24 GB 3090: 1024×1024
Maximum resolution on an 8GB 2080: 768×768 15 minutes 48 seconds
Description: v2 of the ruDALL-E Arbitrary Resolution script. Allows larger resolution images using the ruDALL-E model. Very nice results and supports larger resolutions on GPUs with less VRAM.

a bouquet of flowers

a cross stitch of a well kept garden

a futuristic city

a large waterfall

a minimalist painting of a castle in the mountains

a photocopy of a monkey vivid colors

a spooky forest by Laura Muntz Lyall

a teddy bear made of wrought iron

dense woodland

God

---

Name: GLIDE
Author: Unknown
Original script: https://colab.research.google.com/github/openai/glide-text2im/blob/main/notebooks/text2im.ipynb
Time for 256×256 on a 3090: 23 seconds
Maximum resolution on a 24 GB 3090: Locked to 256×256
Maximum resolution on an 8GB 2080: Locked to 256×256
Description: Images are rendered tiny at 64×64 and then upscaled internally within the script to 256×256 for ouput. The model has been “trimmed” so it cannot do anything human related and only does well for subjects it knows about. Hopefully they release the full model and/or train a larger resolutioon model in the future. Nothing to get excited about yet.

a cathedral

a color pencil sketch of a fire breathing dragon by Erwin Bowien

a gorilla

a library

a mosaic of monkeys

a painting of a cabin next to a stream in a secluded forest

an elephant

dinosaurs

goldfish

the Sydney Harbour Bridge lens flare

---

Name: Disco Diffusion
Author: @Somnai
Original script: https://colab.research.google.com/drive/1bItz4NdhAPHg5-u87KcH-MmJZjK-XqHN
Time for 512×512 on a 3090: 3 minutes 18 seconds
Maximum resolution on a 24 GB 3090: 2496×1088 11 minutes 50 seconds
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM
Description: Diffusion script that includes all the latest features. Capable of rendering some very nice large resolution images (it may even do better at larger sized images than smaller resolutions like these samples).

a cute creature

a detailed matte painting of a morning landscape

a peacock made of mist by Reinier Nooms

a Pokemon character by William Etty

a polaroid photo of an angry woman

a rough seascape

a watercolor painting of a mountain path by Mark A Brennan rendered in Cinema4D

an attractive woman

computer rendering of a desert oasis rendered in unreal engine

\

the Amazon Rainforest by Qian Du

---

Name: Infinite Diffusion
Author: https://github.com/crowsonkb/v-diffusion-pytorch
Original script: https://colab.research.google.com/drive/1VJrfInU5RbciXXD_8jzY-FntFqiyj6au
Time for 512×512 on a 3090: 3 minutes 32 seconds
Maximum resolution on a 24 GB 3090: 512×512
Maximum resolution on an 8GB 2080: 256×256 3 minutes 15 seconds
Description: Diffusion basecd script. Very VRAM hungry. Renders some unique images compared to the other methods.

cookie monster eating a cookie

a renaissance painting of a farm by Bernardo Strozzi

a silk screen of God

a storybook illustration of a cute monster trending on pixiv

a surrealist painting of Frankenstein

a watercolor painting of Yoda

a worried woman made of clay lens flare

an art deco painting of Luke Skywalker

an oil painting of Buzz Lightyear

Chewbacca

---

Name: minDALL-E
Author: Kakao Brain Corp
Original script: https://github.com/kakaobrain/minDALL-E
Time for 256×256 on a 3090: 1 minutes 59 seconds
Maximum resolution on a 24 GB 3090: Locked to 256×256
Maximum resolution on an 8GB 2080: 256×256 1 minute 59 seconds
Description: Another DALL-E variation script. Locked to 256×256 but can geenrate multiple images each run.

a cozy den

a digital painting of Chewbacca by Willem van de Velde the Elder

a sad person

a skull

a storybook illustration of a happy clown by Gwen Barnard

a tree by Colin Gill

Bugs Bunny

fireworks by Károly Lotz

The Grand Canyon

Yoda

---

Name: ruDOLPH
Author: SBER AI
Original script: https://github.com/sberbank-ai/ru-dolph
Time for 128×128 on a 3090: 1 minutes 15 seconds
Maximum resolution on a 24 GB 3090: Locked to 128×128
Maximum resolution on an 8GB 2080: Unable to run on 8GB VRAM
Description: Another ruDALL-E variation script. Locked to a tiny 128×128 resolution for now until they train the larger models. These examples were 4x upscaled with Real ESRGAN.

a castle

a colorful parrot

a fine art painting of an ugly woman

a kitchen

a pastel of spirals made of plastic

a photorealistic painting of a cityscape

a portrait of a woman

a sad person by Ramon Casas i CarbÃ

kittens

vector art of a woman

---

Name: CLIP Guided Deep Image Prior
Author: Daniel Russell
Original script: https://colab.research.google.com/drive/1_oqIK8A67EgtJDdfsuJojc5ukNzirdle
Time for 512×512 on a 3090: 1 minutes 45 seconds
Maximum resolution on a 24 GB 3090: 1024×1024 or 1680×720
Maximum resolution on an 8GB 2080: 512×512 (5 minutes 7 seconds) or 640×360
Description: Interesting script that has decent coherency. If only the output was slightly sharper and the colors slightly richer it would be a winner. Still good for unique outputs that the other methods cannot achieve.

a flemish baroque of a shrine

a statue of a tardigrade made of clay

a surrealist painting of a Pixar character

a surrealist painting of an evening landscape 4K photo

an abstract sculpture of an evil clown by Han Gan

an ambient occlusion render of Bugs Bunny made of wood

Cookie Monster

Jabba The Hutt by Shūbun Tenshō

tentacles by Johanna Marie Fosie

vector art of heaven

---

Any Others I Missed?

Do you know of any other colabs and/or github Text-to-Image systems I have missed? Let me know and I will see if I can convert them to work with Visions of Chaos for a future release. If you know of any public Discords with other colabs being shared let me know too.

Jason.