OpenDBM is a software package that allows for calculation of digital biomarkers of health and functioning from video or audio of an individual’s behavior.
Project description
OpenDBM
Supported OS Platforms
OS | Build Status |
---|---|
Linux | |
Windows | |
macOS |
What is it
OpenDBM is a software package that allows for calculation of digital biomarkers of health and functioning from video or audio of an individual’s behavior. It integrates existing tools for behavioral measurements such as facial activity, voice, speech, and movement into a single package for measurement of overall behavior.
More About OpenDBM
At a modular level, OpenDBM is a library that consists of the following components:
Component | Description |
---|---|
Facial | An OpenDBM module to get facial attributes |
Movement | An OpenDBM module to get movement attributes |
Accoustic | An OpenDBM module to get accoustic attributes |
Audio | An OpenDBM module to get audio attributes |
Usually, OpenDBM is used for:
- A digital biomaker extraction app
- A helper tools to give insight of patient condition
Table of Contents
⭐️ Installation
Prerequisites
Install Dependencies
On Linux
sudo apt-get install libsndfile1
sudo apt-get install sox
On macOS
brew install sox
On Windows
none required
OpenDBM Installation
$ pip install opendbm
⭐️ Usage
Basic Usage
Try your first OpenDBM program
from opendbm.facial import FacialActivity
model = FacialActivity()
To get the attribute like mean and std is as straighforward as .mean()
:
from opendbm.facial import FacialActivity
model = FacialActivity()
m.fit()
landmark = model.get_landmark()
landmark.mean()
landmark.std()
For more in-depth tutorials about OpenDBM, you can check out:
⭐️ More resources
⭐️ License
OpenDBM is published under the GNU AGPL 3.0 license.
⭐️ People
OpenDBM was developed by Anzar Abbas and Vijay Yadav, alongside Vidya Koesmahargyo and Isaac Galatzer-Levy, from within the Research and Development department at AiCure––a health tech startup in New York. It was made open source in October 2020. You can contact us at opendbm@aicure.com.
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