dynaface 0.2.2

Facial landmark analysis and symmetry measurement tool for facial paralysis.

Dynaface Python Library

Dynaface is an AI-driven facial tracking Python Library utilizing computer vision techniques that integrate Convolutional Neural Networks (CNNs) with cascaded Graph Attention Network (GAT) regressors to enhance facial landmark detection by capturing both local appearance and global structural relationships (Prados-Torreblanca1, A & Buenaposada, J). This approach encodes both the appearance and spatial positioning of facial landmarks while employing an attention mechanism to prioritize reliable information. Such a method is particularly advantageous for assessing facial asymmetry in patients with facial paralysis, where conventional landmarking algorithms are often biased toward symmetric faces. By leveraging a global representation of facial structure, Dynaface enables precise detection of key landmarks despite asymmetries, facilitating the objective quantification of facial movement and asymmetry. These measurements, including the Facial Asymmetry Index (FAI) and Oral Commissure Excursion (OCE), serve as critical indicators of facial function and can be correlated with patient-reported outcomes to evaluate recovery and patient satisfaction.

Sample Code

Install from pypi.

pip install dynaface

Calculate measures on a face.

import cv2
from dynaface import facial, measures, models

all_measures = measures.all_measures()
face = facial.AnalyzeFace(measures = all_measures)
face.load_image(image_rgb,crop=True)
face.analyze()

Helpful Links

• Dynaface Application

Helpful Python Commands

Activate Environment

source venv/bin/activate
.\venv\Scripts\activate.bat
.\venv\Scripts\Activate.ps1

Allow Windows to Use Environment

Set-ExecutionPolicy RemoteSigned -Scope CurrentUser

Run Unit Tests

For Mac/Linux:

cd dynaface-lib
python3.11 -m venv venv
source venv/bin/activate
pip install -e ".[dev]"
python -m unittest discover -s tests

For Windows:

cd dynaface-lib
python3.11 -m venv venv
.\venv\Scripts\Activate.ps1
pip install -e ".[dev]"
python -m unittest discover -s tests

⚠️ Note for Windows users: If you get an error like execution of scripts is disabled on this system when activating the virtual environment, you can temporarily bypass it with:

Set-ExecutionPolicy -Scope Process -ExecutionPolicy Bypass
.\venv\Scripts\Activate.ps1

Running Examples

• Dynaface Examples

python ./examples/process_media.py /Users/jeff/data/facial/samples/tracy-ref-blink.mp4

python ./examples/process_media.py --crop /Users/jeff/data/facial/samples/2021-8-19.png

python ./examples/process_media.py --crop /Users/jeff/data/facial/samples/tracy_frame.png

python ./examples/process_media.py --crop /Users/jeff/data/facial/samples/tracy-blink-single.mp4