https://github.com/andreped/vit-explainer

🔥 Demonstrating Explainable AI with Vision Transformer in web app
https://github.com/andreped/vit-explainer

ai explainable-ai gradio huggingface huggingface-spaces saliency-map transformers vision-transformer vit xai

Last synced: 6 months ago
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🔥 Demonstrating Explainable AI with Vision Transformer in web app

• Host: GitHub
• URL: https://github.com/andreped/vit-explainer
• Owner: andreped
• License: mit
• Created: 2023-11-12T20:16:32.000Z (almost 2 years ago)
• Default Branch: main
• Last Pushed: 2023-11-12T22:55:38.000Z (almost 2 years ago)
• Last Synced: 2025-04-13T05:36:32.989Z (6 months ago)
• Topics: ai, explainable-ai, gradio, huggingface, huggingface-spaces, saliency-map, transformers, vision-transformer, vit, xai
• Language: Python
• Homepage: https://huggingface.co/spaces/andreped/vit-explainer
• Size: 4.88 KB
• Stars: 3
• Watchers: 2
• Forks: 3
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

Awesome Lists containing this project

README

          
---

title: 'vit-explainer'

colorFrom: indigo

colorTo: indigo

sdk: gradio

app_port: 7860

emoji: 🔥

pinned: false

license: mit

app_file: app.py

---

# vit-explainer

[![license](https://img.shields.io/github/license/DAVFoundation/captain-n3m0.svg?style=flat-square)](https://github.com/raidionics/AeroPath/blob/main/LICENSE.md)

[![CI/CD](https://github.com/andreped/vit-explainer/actions/workflows/deploy.yml/badge.svg)](https://github.com/andreped/vit-explainer/actions/workflows/deploy.yml)



This web app was developed to test and demonstrate an explainable AI (XAI)-based technique with a pretrained vision transformer (ViT). 

The app is deployed on Hugging Face and can be access by clicking the 🤗 badge above.

## Demo



## Development

To run the app locally, you run the following in the terminal:

```

git clone "https://github.com/andreped/vit-explainer.git"

cd "vit-explainer/"

virtualenv -ppython3 venv --clear

source venv/bin/activate

pip install -r requirements.txt

python app.py

```

## License

The code in this repository is released under [MIT license](https://github.com/andreped/vit-explainer/blob/main/LICENSE.md).