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https://github.com/OutofAi/StableFace

Build your own Face App with Stable Diffusion 2.1
https://github.com/OutofAi/StableFace

attention-is-all-you-need ddim-inversion diffusion-models faceapp generative-ai generativeai image-editing image-editing-app image-reconstruction photo-editing-app pivotal-inversion prompt2prompt sampling-distribution stable-diffusion stable-diffusion-2-1 stableface transformers

Last synced: 3 months ago
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Build your own Face App with Stable Diffusion 2.1

Host: GitHub
URL: https://github.com/OutofAi/StableFace
Owner: OutofAi
License: mit
Created: 2024-06-29T09:28:53.000Z (6 months ago)
Default Branch: main
Last Pushed: 2024-08-22T10:18:17.000Z (4 months ago)
Last Synced: 2024-08-22T11:49:21.742Z (4 months ago)
Topics: attention-is-all-you-need, ddim-inversion, diffusion-models, faceapp, generative-ai, generativeai, image-editing, image-editing-app, image-reconstruction, photo-editing-app, pivotal-inversion, prompt2prompt, sampling-distribution, stable-diffusion, stable-diffusion-2-1, stableface, transformers
Language: Jupyter Notebook
Homepage:
Size: 1.91 MB
Stars: 132
Watchers: 2
Forks: 12
Open Issues: 0
Metadata Files:
- Readme: README.md
- Funding: .github/FUNDING.yml
- License: LICENSE

Awesome Lists containing this project

README

        
# StableFace



[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/cloudposse.svg?style=social&label=Ashleigh%20Watson)](https://twitter.com/OutofAi) 

[![Twitter](https://img.shields.io/twitter/url/https/twitter.com/cloudposse.svg?style=social&label=Alex%20Nasa)](https://twitter.com/banterless_ai)

[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH7_stable_face.ipynb)

## Build your own Face App with Stable Diffusion 2.1 Base

https://github.com/OutofAi/StableFace/assets/145302363/6e9e414a-f3da-47ca-9ad6-61b4bbf9e198

A set of simple notebooks to create a clear understanding on Stable Diffusion aspects like sampling, architecture, CFG, attention layers, inverse scheduler, pivotal inversion, image reconsutrction and prompt2prompt editting which we utilise to achieve hyperreaslitic results to edit any real-world face and build a pipeline to build your own face app.

(You can skip to Chapter 7 if you are already familiar with the basics of SD)

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|:--------|:---------------:|

| *Chapter 1: Sampling but not Inference*
 Using the pipeline to generate an image.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH1_sampling.ipynb) |

| *Chapter 2: Stable Diffusion Dissected*
 Stable Diffusion architecture and components.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH2_breakdown.ipynb) |

| *Chapter 3: Spicing it up with CFG*
 Classifier-Free Guidance to enhance image generation.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH3_CFG.ipynb) |

| *Chapter 4: Attention, Please!*
 Override attention mechanisms to manipulate image generation process.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH4_attention_breakdown.ipynb) |

| *Chapter 5: Attention Switcheroo*
 Shared cross-attention layers between multiple images.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH5_attention_replace.ipynb) |

| *Chapter 6: Reality Check*
 DDIM-inversion and pivotal tuning for accurate image reconstruction.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH6_reconstruction.ipynb) |

| *Chapter 7: FaceApp, Who?*
 Synthesise learnings to create an advanced facial feature editing system.

 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/OutofAi/StableFace/blob/main/CH7_stable_face.ipynb) |