MultiDiffusion
gimp-stable-boy
MultiDiffusion | gimp-stable-boy | |
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13 | 9 | |
911 | 301 | |
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4.8 | 0.0 | |
8 months ago | 9 months ago | |
Jupyter Notebook | Python | |
- | GNU General Public License v3.0 only |
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MultiDiffusion
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Opendream: A Non-Destructive UI for Stable Diffusion
For composing this approach works pretty well
https://multidiffusion.github.io/
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Messing with the denoising loop can allow you to reach new places in latent space. Over 8+ different research papers/Auto1111 extension ideas in a single pipe. Load once and do lots of different things (SD 2.1 or 1.5)
So I've continued to experiment with how many papers I can fit into a single pipe and have them play nicely together. The images below were created by combining the panorama code from omerbt/MultiDiffusion with the ideas from albarji/mixture-of-diffusers. Also turns out nateraw/stable-diffusion-videos can be seen as a special case of a panorama (in latent space rather than prompt space).
- MultiDiffusion Region Control, a prompt on each mask webui extension is out.
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Hubble Diffusion with MultiDiffusion
Essentially, I fine-tuned Stable Diffusion 2.1 base (the 512x512) model on the ESA Hubble Deep Space Images & Captions dataset I collected from public Hubble images & captions. After around 33,000 training steps, I saved the model and was really impressed by the results. But I really wanted to be able to generate wallpaper-level quality space images, so I stumbled upon MultiDiffusion: a new project for generating massive panorama images using stable diffusion models. I then used hubble-diffusion-2 along with MultiDiffusion to generate each one of these amazing 2560x1536 images. Each image took a little over an hour to generate on a Google Colab T4 GPU. I used the following prompts for each of these images:
- MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation
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What is the maximum size a 3090 24gb can produce?
If you need generated and not upscaled 4k for some reason, try something like https://github.com/omerbt/MultiDiffusion
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[R] [N] "MultiDiffusion: Fusing Diffusion Paths for Controlled Image Generation" enables controllable image generation without any further training or finetuning of diffusion models.
Project: https://multidiffusion.github.io/ Paper: https://arxiv.org/abs/2302.08113 GitHub: https://github.com/omerbt/MultiDiffusion
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Meet MultiDiffusion: A Unified AI Framework That Enables Versatile And Controllable Image Generation Using A Pre-Trained Text-to-Image Diffusion Model
Quick Read: https://www.marktechpost.com/2023/02/24/meet-multidiffusion-a-unified-ai-framework-that-enables-versatile-and-controllable-image-generation-using-a-pre-trained-text-to-image-diffusion-model/ Paper: https://arxiv.org/abs/2302.08113 Github: https://github.com/omerbt/MultiDiffusion Project: https://multidiffusion.github.io/
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You to can create Panorama images 512x10240+ (not a typo) using less then 6GB VRAM (Vertorama works too). A modification of the MultiDiffusion code to pass the image through the VAE in slices then reassemble. Potato computers of the world rejoice.
So I haven't made many images with Stable Diffusion despite using it heavily. The reason is I've been messing with the internals of the diffusion pipe, to interfere with the diffusion process in different ways. Todays fun result is based on omerbt/MultiDiffusion for making panoramas.
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First version of Stable Diffusion was released on August 22, 2022
If we combine Mixture of Diffusers + MultiDiffusion+ Composer+ cross-domain-compositing and probably some more I'm not thinking of.
gimp-stable-boy
- Opendream: A Non-Destructive UI for Stable Diffusion
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When generative fill in GIMP?
Not exactly like Adobe demoed it recently with Photoshop, but there is Stable Boy (https://github.com/thndrbrrr/gimp-stable-boy) and other plugins that use third party APIs. You can in this way use Stable Diffusion with Img2Img and inpainting in GIMP for generative fill, but you'd still have to craft prompts. Future versions that incorporate the latest achievements around SD should eventually get us there.
- Introducing a new term for a specific type of "AI Artist"
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X/Y plotting in GIMP is pretty powerful
Try it out with Stable Boy: https://github.com/tgiesselmann/gimp-stable-boy
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Would love to see you guys re-create my artstyle. I'm a regular artist, but I absolutely love AI art.
For GIMP, the current best extension is stable-boy, and here's what it can do. It basically provides a way to access Stable Diffusion directly from GIMP, instead of having to shuffle your images back and forth between the AI's web UI and your image editing program.
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great news: Automatic1111 Photoshop Stable Diffusion Plugin free and open source, (check the comment)
Donβt know if it functions the same way but I saw this one on here a while back https://github.com/tgiesselmann/gimp-stable-boy
- Stable Boy: A Stable Diffusion Gimp Plugin (Powered by A1111's SD WebUI)
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Introducing: Stable Boy, a GIMP plugin for AUTOMATIC1111's Stable Diffusion WebUI
Other folks also reported an issue on Windows. Starting GIMP from command line to see any error messages or log files would be helpful. Also, could you share your complete GIMP plugin search path?
What are some alternatives?
stable-diffusion-webui-two-shot - Latent Couple extension (two shot diffusion port)
Auto-Photoshop-StableDiffusion-Plugin - A user-friendly plug-in that makes it easy to generate stable diffusion images inside Photoshop using either Automatic or ComfyUI as a backend.
sd-webui-controlnet - WebUI extension for ControlNet
auto-sd-paint-ext - Extension for AUTOMATIC1111 to add custom backend API for Krita Plugin & more
mixture-of-diffusers - Mixture of Diffusers for scene composition and high resolution image generation
opendream - An extensible, easy-to-use, and portable diffusion web UI π¨βπ¨
Diffusion-Models-Papers-Survey-Taxonomy - Diffusion model papers, survey, and taxonomy
openOutpaint-webUI-extension - direct A1111 webUI extension for openOutpaint
stable-diffusion-videos - Create π₯ videos with Stable Diffusion by exploring the latent space and morphing between text prompts
openOutpaint - local offline javascript and html canvas outpainting gizmo for stable diffusion webUI API π
openpose-editor - Openpose Editor for AUTOMATIC1111's stable-diffusion-webui
InvokeAI - InvokeAI is a leading creative engine for Stable Diffusion models, empowering professionals, artists, and enthusiasts to generate and create visual media using the latest AI-driven technologies. The solution offers an industry leading WebUI, supports terminal use through a CLI, and serves as the foundation for multiple commercial products.