FaraPy: An Augmented Reality Feedback System for Facial Paralysis using Action Unit Intensity Estimation
Giuliana Barrios Dell'Olio, Misha Sra
摘要
Facial paralysis is the most common facial nerve disorder. It causes functional and aesthetic deficits that often lead to emotional distress and affect psychosocial well-being. One form of treatment is mirror therapy, which has shown potential but has several mirror-related drawbacks that limit its effectiveness. We propose FaraPy, the first mobile augmented reality mirror therapy system for facial paralysis that provides real-time feedback and tracks user progress over time. We developed an efficient convolutional neural network to detect muscle activations and intensities as users perform facial exercises in front of a mobile device camera. Our model outperforms the state-of-the-art model on benchmark data for detecting facial action unit intensity. Our user study (n=20) shows high user satisfaction and greater preference for our interactive system over traditional mirror therapy.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper2
- When XR and AI Meet - A Scoping Review on Extended Reality and Artificial IntelligenceTeresa Hirzle, Florian Müller, Fiona Draxler, Martin Schmitz 等CHI 2023 · 被引用 90 次
- Embedded vs. Situated: An Evaluation of AR Facial Training FeedbackAvinash Ajit Nargund, Andrea M. Park, Tobias Höllerer, Misha SraCHI 2026 · 被引用 1 次
它引用的顶会 Paper1
相关 Paper
- ExpressEar: Sensing Fine-Grained Facial Expressions with EarablesDhruv Verma, Sejal Bhalla, Dhruv Sahnan, Jainendra Shukla 等UbiComp 2021 · 被引用 59 次
- InterFACE: Establishing a Facial Action Unit Input Vocabulary for Hands-Free Extended Reality Interactions, From VR Gaming to AR Web BrowsingGraham A. Wilson, Jamie McCready, Euan Freeman, Florian Mathis 等CHI 2025 · 被引用 3 次
- Virtual Reality Self Co-Embodiment: An Alternative to Mirror Therapy for Post-Stroke Upper Limb RehabilitationRodrigo Cerecero Curiel, Takuto Nakamura, Hideaki Kuzuoka, Takafumi Kanaya 等IEEE VR 2024 · 被引用 11 次
- A-MIrror: Augmented Reality Mirror System for Enhanced Visual Illusion in Post-Stroke Upper-Limb RehabilitationLeheng Chen, Yibo Yang, Yongxin Luo, Ruolan Hu 等CHI 2026 · 被引用 1 次
- Beyond Symmetry: A Novel Asymmetric Interaction Strategy for Immersive VR-Based Mirror TherapyTian Zhou, Lin Chen, Xiaocheng Wang, Zoe Xiao Fang 等IEEE VR 2026
