| OS | Build Status |
|---|---|
| Linux |  |
| Windows |  |
| macOS-Intel |  |
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. Checkout the OpenDBM digital biomarker variables and list of scientific publications
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 |
| Verbal Acoustic | An OpenDBM module to get verbal acoustic attributes |
| Speech & Language | An OpenDBM module to get speech & language attributes |
Usually, OpenDBM is used for:
- A digital biomaker extraction app
- A helper tools to give insight of patient condition
Make sure to install conda first at anaconda
On Linux/macOS
conda install -c conda-forge cmake ffmpeg soxOn Windows
#Make sure to run in Anaconda Prompt, or add conda to the path.
conda install -c conda-forge ffmpeg sox dlibpip install opendbm Make sure you have installed docker and already login to Docker Hub.
If you haven't, Find the tutorial here
docker pull opendbmteam/dbm-openfacefrom opendbm import FacialActivity
#make sure Docker is active to access the model
model = FacialActivity()
path = "sample.mp4"
model.fit(path)
landmark = model.get_landmark()To get the attribute like mean and std is as straighforward as .mean():
landmark.mean()
landmark.std()
landmark.to_dataframe() # convert results as pandas dataframeFor more in-depth tutorials about OpenDBM, you can check out:
- OpenDBM Github Pages
- OpenDBM 2.0 Documentation
- AiCure page
- Submit to the list of publications
- Sign up to join the list serve
OpenDBM is published under the GNU AGPL 3.0 license.
OpenDBM is maintained by the Clinical Data Science Team (including Andre Paredes, Director of OpenDBM) at AiCure. Current development and maintenance build on the efforts of Anzar Abbas and Vijay Yadav, alongside Vidya Koesmahargyo and Isaac Galatzer-Levy. OpenDBM was made open source in October 2020. Email the community at [email protected].