面瘫康复应用程序的面部动作识别分析

Ana Grasielle Dionisio Corrêa, Anna de Souza Cruz Ravaglio, Flávio Hergersheimer Navikas, Jucelio Delmondes do Amaral, Paulo César Machado Filho, Daniela Vieira Cunha, Matheus Gois de Lima Silva, Bruno da Silva Rodrigues
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摘要

周围性面瘫(PFP)因面神经受损而导致面部肌肉和感觉功能障碍。在这项研究中,我们评估了 "Fisiobem "应用程序通过面部模仿练习帮助周围性面瘫患者康复的效果。该应用程序使用设备的摄像头来识别用户并测量练习过程中的动作幅度,同时应用 ARKit 框架来量化动作的强度。我们对 34 名未受 PFP 影响的参与者进行了可用性研究,他们进行了不同幅度的模仿练习。结果显示,在抬眉、皱眉和紧闭双眼等练习中,眼镜不会影响识别准确性。至于皱鼻子练习,眼镜会影响较高的强度。至于留胡子或络腮胡、下唇前突、压迫嘴唇、微笑、露齿和吹气填充脸颊则不受影响。然而,当嘴唇并拢微笑时,胡须和络腮胡对强度的影响超过 75%。需要强调的是,这项研究有其局限性,如样本量和没有考虑参与者的种族多样性。未来的研究需要更大和更多样化的样本来验证和推广这些发现,并探索面部特征和面部识别算法之间相互作用的细微差别。尽管存在这些局限性,但 "Fisiobem "应用程序所提供的方法仍有很大的益处,特别是对于在获得专业治疗师治疗方面面临挑战的 PFP 患者。它允许患者在家中进行有指导的面部模仿练习,从而辅助治疗。该应用程序可帮助患者准确地进行练习,并有效跟踪其康复进展。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analysis of the Recognition of Facial Movements of App Designed for Rehabilitation of People with Facial Paralysis
Peripheral facial paralysis (PFP) causes deficits in muscle and sensory functions of the face due to damage to the facial nerve. In this study, we evaluated the effectiveness of the “Fisiobem” app in rehabilitating patients with PFP through facial mimicry exercises. The app uses the device’s camera to identify the user and measure the range of motion during the exercises, applying the ARKit framework to quantify the intensity of the movements. We conducted a usability study with 34 participants unaffected by PFP, performing mimics with different amplitudes. Results show that glasses did not affect recognition accuracy in exercises such as raising eyebrows, frowning, and closing the eyes tightly. As for wrinkling the nose exercise, glasses impacted higher intensities. As for the beard or mustache, lower lip protrusion, compressing the lips, smiling, showing teeth and blowing out filling cheeks were not affected. However, when smiling with lips together, beard and mustache influenced intensities above 75%. It is important to highlight that this study has limitations, such as the sample size and lack of consideration for ethnic diversity among participants. Future research with larger and more diverse samples is needed to validate and generalize these findings and explore the nuances of interactions between facial features and facial recognition algorithms. Despite these limitations, the approach facilitated by the “Fisiobem” application offers significant benefits, especially for patients with PFP who face challenges in accessing specialized therapists. It allows patients to complement their treatment by performing guided facial mimicry exercises at home. The application helps individuals accurately perform the exercises and effectively track the progress of their rehabilitation.
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