| | --- |
| | title: Team14 Verio “Privacy-Preserving Biometric Verification for Authentication” |
| | 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: |
| |
|
| | ```bash |
| | python3 -m venv .venv |
| | source .venv/bin/activate |
| | ``` |
| |
|
| | Then, install required packages: |
| |
|
| | ```bash |
| | 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: |
| |
|
| | ```bash |
| | 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 : |
| |
|
| | ```bash |
| | python3 generate_dev_filters.py |
| | ``` |
| |
|
| | Check it finishes well (by printing "Done!"). |
| |
|
| |
|
