OpenFace 3.0: A Lightweight Multitask System for Comprehensive Facial Behavior Analysis
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Abstract (arXiv)
In recent years, there has been increasing interest in automatic facial behavior analysis systems from computing communities such as vision, multimodal interaction, robotics, and affective computing. Building upon the widespread utility of prior open-source facial analysis systems, we introduce OpenFace 3.0, an open-source toolkit capable of facial landmark detection, facial action unit detection, eye-gaze estimation, and facial emotion recognition. OpenFace 3.0 contributes a lightweight unified model for facial analysis, trained with a multi-task architecture across diverse populations, head poses, lighting conditions, video resolutions, and facial analysis tasks. By leveraging the benefits of parameter sharing through a unified model and training paradigm, OpenFace 3.0 exhibits improvements in prediction performance, inference speed, and memory efficiency over similar toolkits and rivals state-of-the-art models. OpenFace 3.0 can be installed and run with a single line of code and operate in real-time without specialized hardware. OpenFace 3.0 code for training models and running the system is freely available for research purposes and supports contributions from the community.
Key facts. Cited by 5 papers in the map (data through 14 Oct 2026). Builds on 44 of its 92 references that are in the map. First posted on arXiv 3 Jun 2025.
Builds on
44 of 92 references.
References · 44
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32 more
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Built on by
Citing papers per year: 2026: 5.
5 papers.
- 2026TAG: Thinking with Action Unit Grounding for Facial Expression Recognitioncited by 2
- 2026GLEaN: A Text-to-image Bias Detection Approach for Public Comprehensioncited by 0
- 2026Human-Inspired Context-Selective Multimodal Memory for Social Robotscited by 0
- 2026ThinkDeception: A Progressive Reinforcement Learning Framework for Interpretable Multimodal Deception Detectioncited by 0
- 2026Occlusion-Robust Multimodal Emotion Recognition in VR via Fusion of Facial Images and EMGcited by 0
- 2026Occlusion-Robust Multimodal Emotion Recognition in VR via Fusion of Facial Images and EMG3 Sep 2026
- 2026ThinkDeception: A Progressive Reinforcement Learning Framework for Interpretable Multimodal Deception Detection17 Jun 2026
- 2026Human-Inspired Context-Selective Multimodal Memory for Social Robots13 Apr 2026
- 2026GLEaN: A Text-to-image Bias Detection Approach for Public Comprehension10 Apr 2026
- 2026TAG: Thinking with Action Unit Grounding for Facial Expression Recognition21 Feb 2026