Panoptic 👀

This documentation also exist in French

Table of Contents
1. Description
Panoptic is a tool for exploring and annotating large image corpora, utilizing image analysis and machine learning tools to facilitate these tasks.
Since it requires deep learning libraries, it is recommended to use it on a computer with minimal computing capabilities.
Warning: Panoptic is still in active development and currently only a prototype. You may encounter bugs, so we recommend using this tool only for testing and not relying on it for significant academic work.
2. Installation
2.1 Via pip:
Recommended way if you already have python !
We also recommended creating a virtualenv to avoid any existing conflicts.
Regardless of your OS, you will need Python 3.10 or higher; we recommend using version 3.12.
If you are on MacOS, you may need to install the x-tools command line tools. Open a terminal and run the following command:
`xcode-select --install`
Once installed, you can continue with the Panoptic installation.
Generally, you just need to open a terminal and run the following commands to install and then launch Panoptic:
pip3 install panoptic
panoptic
2.2 Automatic Installation and Launch Scripts (recommended)
The script may ask for your password to install dependencies. This is necessary if you are missing system dependencies to install Panoptic (python, pip, and/or venv).
2.2.1 Windows
We have a prebuild launcher hosted here: you can use it to install and then launch panoptic.
Note that you might have a warning message from windows but if you're here we guess you trust us, if you don't you can still use the python installer !
2.2.2 Linux
Here are the three commands to run to install Panoptic on Linux:
wget https://raw.githubusercontent.com/CERES-Sorbonne/Panoptic/refs/heads/main/install/start_panoptic_linux.sh -O start_panoptic_linux.sh
chmod +x start_panoptic_linux.sh
./start_panoptic_linux.sh
For more detailed steps:
- Download the automatic installation and launch script for Panoptic by clicking the following link: start_panoptic_linux.sh
or directly from the terminal with the following command:
wget https://raw.githubusercontent.com/CERES-Sorbonne/Panoptic/refs/heads/main/install/start_panoptic_linux.sh -O start_panoptic_linux.sh
- Make the script executable by using the file properties or with the following command:
chmod +x start_panoptic_linux.sh
- Run the script (double-click the file or use the following command):
./start_panoptic_linux.sh
You can also specify Panoptic launch parameters using the following command:
./start_panoptic_linux.sh [-y|--yes|--assume-yes] [-r|--reinstall] [-s|--start-only] [-u|--uninstall] [--no-bin-copy] [--no-update-script] [-h|--help]
Available options are:
-y
, --yes
or --assume-yes
: Use this option to automatically accept all confirmation requests.
-r
or --reinstall
: Use this option to reinstall Panoptic.
-s
or --start-only
: Use this option to launch Panoptic without reinstalling.
-u
or --uninstall
: Use this option to uninstall Panoptic (does not delete data or system dependencies).
--no-bin-copy
: Use this option to not copy the Panoptic launch script to the /usr/local/bin
directory.
--no-update-script
: Use this option to not update the Panoptic launch script in the /usr/local/bin
directory.
-h
or --help
: Use this option to display help.
Post-installation
After installation, you can launch Panoptic using the following command:
start-panoptic
You can also specify Panoptic launch parameters using the following command:
start-panoptic [-y|--yes|--assume-yes] [-r|--reinstall] [-s|--start-only] [-u|--uninstall] [--no-bin-copy] [-no-update-script] [-h|--help]
Available options are:
-y
, --yes
or --assume-yes
: Use this option to automatically accept all confirmation requests.
-r
or --reinstall
: Use this option to reinstall Panoptic.
-s
or --start-only
: Use this option to launch Panoptic without reinstalling.
-u
or --uninstall
: Use this option to uninstall Panoptic (does not delete data or system dependencies).
--no-bin-copy
: Use this option to not copy the Panoptic launch script to the /usr/local/bin
directory.
--no-update-script
: Use this option to not update the Panoptic launch script in the /usr/local/bin
directory.
-h
or --help
: Use this option to display help.
2.2.3 MacOS
Here are the three commands to run to install Panoptic on MacOS:
curl -O https://raw.githubusercontent.com/CERES-Sorbonne/Panoptic/refs/heads/main/install/start_panoptic_mac.sh
chmod +x start_panoptic_mac.sh
./start_panoptic_mac.sh
For more detailed steps:
- Download the automatic installation and launch script for Panoptic by clicking the following link: start_panoptic_mac.sh
- Make the script executable by using the file properties or with the following command:
chmod +x start_panoptic_mac.sh
- Run the script (double-click the file or use the following command):
./start_panoptic_mac.sh
Post-installation
After installation, you can launch Panoptic by going back to the folder where you executed the installation script and running the following command:
./start-panoptic.sh
2.3 Docker Installation
If you encountered issues with the standard installation, or prefer using Docker, an image is available. First, you need to:
2.3.1 Install Docker
Differences from the Python version
In the Docker version, there is no small interface for adding folders or managing projects; you need to directly specify the folders to Docker to work with:
2.3.2 Option 1: One folder for images and Panoptic data:
This requires creating a special folder named "images" within the folder you provide to Panoptic as input. In the following example, you would need a folder named images
inside /path/to/your/folder
, resulting in /path/to/your/folder/images
.
Then run the following command (with Docker already running):
docker run -it -p 8000:8000 -v /path/to/your/folder:/data --name panoptic ceressorbonne/panoptic
2.3.3 Option 2: Separate folders for images and Panoptic data:
docker run -it -p 8000:8000 \
-v /path/to/images:/images \
-v /path/to/panoptic/data:/data \
--name panoptic ceressorbonne/panoptic
Once launched, visit http://127.0.0.1:8000 in your browser to access Panoptic.
2.3.4 Post-installation (Docker)
To relaunch Panoptic with Docker after the initial installation:
docker start -ai panoptic
You can also specify Panoptic launch parameters as follows:
docker run -it -p 8000:8000 -v /path/to/your/folder:/data --name panoptic ceressorbonne/panoptic [-y|--yes|--assume-yes] [-r|--reinstall] [-s|--start-only] [-u|--uninstall] [--no-bin-copy] [--no-update-script] [-h|--help]
Available options are the same as for the Linux installation.
2.4 Development Installation
If you want to contribute to Panoptic's development or test the latest unpublished features, you can clone the GitHub repository and install Panoptic in development mode.
2.4.1 Backend Development Only
To test and modify the backend, we provide a pre-built frontend in the backend's html
folder.
- Navigate to the
panoptic-back
folder.
- To install dependencies:
python3 setup.py install
to simply use Panoptic.
pip3 install -e .
for development.
pip3 install -r requirements.txt
and add panoptic-back
to PYTHON_PATH
for development as well.
- Run the backend with
python panoptic/main.py
.
2.4.2 Frontend and Backend Development
- First, complete the backend installation steps.
- Navigate to the
panoptic-front
folder.
- Run
npm install
.
- Start the frontend server with
npm run dev
.
- Before starting the backend, set the environment variable
PANOPTIC_ENV
to DEV
to use the development frontend.
License
This project is licensed under the GNU-GPL3 - see the LICENSE file for details.