Skip to main content

Pure Python OpenFace 2.2 AU extraction with CLNF landmark refinement

Project description

pyfaceau

Python implementation of OpenFace 2.2's Facial Action Unit extraction pipeline.

Installation

pip install pyfaceau

Usage

from pyfaceau import FaceAnalyzer

analyzer = FaceAnalyzer()
result = analyzer.analyze(image)

print(result.au_intensities)  # 17 action unit intensities
print(result.landmarks)       # 68 facial landmarks
print(result.pose)            # head pose

What it does

  • Extracts 17 facial action units (AU01, AU02, AU04, AU05, AU06, AU07, AU09, AU10, AU12, AU14, AU15, AU17, AU20, AU23, AU25, AU26, AU45)
  • Detects 68 facial landmarks via pyclnf
  • Estimates 3D head pose
  • No C++ compilation required

Citation

If you use this in research, please cite:

Wilson IV, J., Rosenberg, J., Gray, M. L., & Razavi, C. R. (2025). A split-face computer vision/machine learning assessment of facial paralysis using facial action units. Facial Plastic Surgery & Aesthetic Medicine. https://doi.org/10.1177/26893614251394382

License

CC BY-NC 4.0 — free for non-commercial use with attribution.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

pyfaceau-1.3.5.tar.gz (142.0 kB view details)

Uploaded Source

File details

Details for the file pyfaceau-1.3.5.tar.gz.

File metadata

  • Download URL: pyfaceau-1.3.5.tar.gz
  • Upload date:
  • Size: 142.0 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.7

File hashes

Hashes for pyfaceau-1.3.5.tar.gz
Algorithm Hash digest
SHA256 c6fb189a40192b7ee1f16d375f6e4a44fc6fe66b4b16bd37b7ed067e96bb6940
MD5 eb24c693d443e448a39605a724883dfb
BLAKE2b-256 582f0175b028cdb4472beb25163c47a261df29ab6048ca4c7895703e0097bca3

See more details on using hashes here.

Provenance

The following attestation bundles were made for pyfaceau-1.3.5.tar.gz:

Publisher: publish.yml on johnwilsoniv/pyfaceau

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page