Concepedia

Publication | Open Access

OpenFace: An open source facial behavior analysis toolkit

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Citations

57

References

2016

Year

TLDR

Interest in automatic facial behavior analysis has grown in recent years. OpenFace is introduced as an open‑source toolkit for researchers and developers to build interactive applications using facial behavior analysis. OpenFace delivers real‑time facial landmark detection, head pose, action unit, and eye‑gaze estimation from a simple webcam, and offers lightweight messaging for easy integration with other applications. Its core algorithms achieve state‑of‑the‑art performance on landmark detection, head pose, action unit, and eye‑gaze estimation.

Abstract

Over the past few years, there has been an increased interest in automatic facial behavior analysis and understanding. We present OpenFace - an open source tool intended for computer vision and machine learning researchers, affective computing community and people interested in building interactive applications based on facial behavior analysis. OpenFace is the first open source tool capable of facial landmark detection, head pose estimation, facial action unit recognition, and eye-gaze estimation. The computer vision algorithms which represent the core of OpenFace demonstrate state-of-the-art results in all of the above mentioned tasks. Furthermore, our tool is capable of real-time performance and is able to run from a simple webcam without any specialist hardware. Finally, OpenFace allows for easy integration with other applications and devices through a lightweight messaging system.

References

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