metadata
title: Biometric-image matching On Encrypted Data Using Fully Homomorphic Encryption
emoji: 📸 🌄
colorFrom: purple
colorTo: purple
sdk: gradio
sdk_version: 4.44.0
app_file: app.py
pinned: true
tags:
- FHE
- PPML
- privacy
- privacy preserving machine learning
- image processing
- homomorphic encryption
- security
python_version: 3.10.13
Biometric image matching using FHE
Run the application on your machine
In this directory, ie team14
, you can do the following steps.
Install dependencies
First, create a virtual env and activate it:
python3 -m venv .venv
source .venv/bin/activate
Then, install required packages:
pip3 install pip --upgrade
pip3 install -U pip wheel setuptools --ignore-installed
pip3 install -r requirements.txt --ignore-installed
The above steps should only be done once.
Run the app
In a terminal, run:
source .venv/bin/activate
python app.py
Interact with the application
Open the given URL link (search for a line like Running on local URL: http://127.0.0.1:8888/
).
Generate new filters
It is also possible to manually add some new filters in filters.py
. Yet, in order to be able to use
them interactively in the app, you first need to update the AVAILABLE_FILTERS
list found in common.py
and then compile them by running :
python3 generate_dev_filters.py
Check it finishes well (by printing "Done!").