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Published on: March 21, 2017
IntraFace
Fernando De la Torre1, Wen-Sheng Chu1, Xuehan Xiong1
1Robotics Institute, Carnegie Mellon University, Pittsburgh, PA 15213.
IntraFace (IF) is a new, free software package for automated facial analysis, including feature tracking and expression recognition. It also introduces novel synchrony detection for analyzing correlated facial behaviors between people.
Area of Science:
- Computer Vision
- Human-Computer Interaction
- Biometrics
Background:
- Increasing interest in automated facial image analysis for diverse applications.
- Existing commercial software lacks comprehensive, integrated, and freely available solutions.
- Need for advanced tools for facial feature tracking, pose estimation, attribute recognition, and expression analysis.
Purpose of the Study:
- Introduce IntraFace (IF), a publicly available software package for automated facial image analysis.
- Present a novel technique for unsupervised synchrony detection to analyze correlated facial behaviors.
- Provide a comprehensive and accessible tool for researchers and developers.
Main Methods:
- Development of the IntraFace (IF) software package.
- Implementation of algorithms for facial feature tracking, head pose estimation, facial attribute recognition, and facial expression analysis.
- Introduction of a new unsupervised synchrony detection technique for analyzing correlated facial behaviors.
Main Results:
- IntraFace (IF) achieved state-of-the-art results in emotion expression and action unit detection on FERA, CK+, and RU-FACS databases.
- Demonstrated the capability to measure audience reaction to a live talk.
- Successfully discovered synchrony in smiling behaviors within parent-infant interaction videos.
Conclusions:
- IntraFace (IF) offers a powerful, free, and integrated solution for automated facial image analysis.
- The novel synchrony detection method opens new avenues for studying interpersonal facial behavior dynamics.
- IF provides state-of-the-art performance and is valuable for research in computer vision and related fields.
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