File size: 1,708 Bytes
c27c2c1 75bc44e dc93d64 c27c2c1 21c7197 c27c2c1 21c7197 dc93d64 c27c2c1 21c7197 d07e70b 21c7197 2a040cc 21c7197 2a040cc 21c7197 2a040cc 21c7197 2a040cc 21c7197 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 |
---
title: Image Filtering On Encrypted Data Using Fully Homomorphic Encryption
emoji: 📸 🌄
colorFrom: purple
colorTo: purple
sdk: gradio
sdk_version: 3.2
app_file: app.py
pinned: true
tags: [FHE, PPML, privacy, privacy preserving machine learning, image processing,
homomorphic encryption, security]
python_version: 3.8.16
---
# Image filtering using FHE
## Running the application on your machine
In this directory, ie `image_filtering`, you can do the following steps.
### Do once
First, create a virtual env and activate it:
<!--pytest-codeblocks:skip-->
```bash
python3 -m venv .venv
source .venv/bin/activate
```
Then, install required packages:
<!--pytest-codeblocks:skip-->
```bash
pip3 install pip --upgrade
pip3 install -U pip wheel setuptools --ignore-installed
pip3 install -r requirements.txt --ignore-installed
```
If you are not on Linux, you will need to generate the files manually before launching the app.
See section [Generating new files](#generating-new-files).
## Run the following steps each time you relaunch the application
In a terminal, run:
<!--pytest-codeblocks:skip-->
```bash
source .venv/bin/activate
python3 app.py
```
## Interacting with the application
Open the given URL link (search for a line like `Running on local URL: http://127.0.0.1:8888/`).
## Generating new files
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 :
<!--pytest-codeblocks:skip-->
```bash
python3 generate_dev_filters.py
```
Check it finishes well (by printing "Done!").
|