Related Experiment Video

Updated: Mar 27, 2026

An Objective and Child-friendly Assessment of Arm Function by Using a 3-D Sensor
07:25

An Objective and Child-friendly Assessment of Arm Function by Using a 3-D Sensor

Published on: February 12, 2018

7.3K

Quantifying facial paralysis using the Kinect v2

Amira Gaber, Mona F Taher, Manal Abdel Wahed

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |January 7, 2016
    PubMed

    Abstract:

    Assessment of facial paralysis (FP) and quantitative grading of facial asymmetry are essential in order to quantify the extent of the condition as well as to follow its improvement or progression. As such, there is a need for an accurate quantitative grading system that is easy to use, inexpensive and has minimal inter-observer variability. A comprehensive automated system to quantify and grade FP is the main objective of this work. An initial prototype has been presented by the authors. The present research aims to enhance the accuracy and robustness of one of this system's modules: the resting symmetry module. This is achieved by including several modifications to the computation method of the symmetry index (SI) for the eyebrows, eyes and mouth. These modifications are the gamma correction technique, the area of the eyes, and the slope of the mouth. The system was tested on normal subjects and showed promising results. The mean SI of the eyebrows decreased slightly from 98.42% to 98.04% using the modified method while the mean SI for the eyes and mouth increased from 96.93% to 99.63% and from 95.6% to 98.11% respectively while using the modified method. The system is easy to use, inexpensive, automated and fast, has no inter-observer variability and is thus well suited for clinical use.

    More Related Videos

    Author Spotlight: Enhancing Remote Rehabilitation with Virtual Reality and Electromyography
    04:06

    Author Spotlight: Enhancing Remote Rehabilitation with Virtual Reality and Electromyography

    Published on: January 12, 2024

    1.1K
    Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
    10:28

    Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease

    Published on: July 24, 2019

    16.5K

    Related Experiment Videos

    Last Updated: Mar 27, 2026

    An Objective and Child-friendly Assessment of Arm Function by Using a 3-D Sensor
    07:25

    An Objective and Child-friendly Assessment of Arm Function by Using a 3-D Sensor

    Published on: February 12, 2018

    7.3K
    Author Spotlight: Enhancing Remote Rehabilitation with Virtual Reality and Electromyography
    04:06

    Author Spotlight: Enhancing Remote Rehabilitation with Virtual Reality and Electromyography

    Published on: January 12, 2024

    1.1K
    Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease
    10:28

    Dynamic Digital Biomarkers of Motor and Cognitive Function in Parkinson's Disease

    Published on: July 24, 2019

    16.5K

    Related Concept Videos

    Muscles for Facial Expressions01:14

    Muscles for Facial Expressions

    5.6K
    The craniofacial muscles are a collection of approximately 20 thin skeletal muscles situated beneath the skin of the face and scalp. These muscles, primarily responsible for the vast array of human facial expressions, originate from the bones or fibrous structures of the skull and extend outwards to connect with the skin. While most skeletal muscles in the body are enveloped in thick fascia, facial muscles generally have a more delicate fascial covering, with the buccinator muscle being a...
    5.6K

    Articles linked to this work by shared authors, journal, and citation graph.

    Genomic language models (gLMs): Emerging applications, challenges, and future directions in computational genomics.

    Biochemical and biophysical research communications·2026

    Integrating multi-source data for skin burn classification using deep learning.

    Computers in biology and medicine·2025

    The Intersection of Genetics and Neuroimaging: A Systematic Review of Imaging Genetics in Neurological Disease for Personalized Treatment.

    Journal of molecular neuroscience : MN·2025

    Facia-fix: mobile application for bell's palsy diagnosis and assessment using computer vision and deep learning.

    Biomedical physics & engineering express·2024

    A hybrid model for the detection of retinal disorders using artificial intelligence techniques.

    Biomedical physics & engineering express·2024

    Comprehensive assessment of facial paralysis based on facial animation units.

    PloS one·2022

    Analysis of End-Tidal CO2 Variability During Plateau Waves Episodes: An Information Theoretic Approach.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025

    AI and Tomosynthesis for Breast Cancer Molecular Subtyping: A step toward precision medicine.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025

    Towards Sustainable Protein Recovery from Biological Waste: Assessing Polyethersulfone-based Microfiltration.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025

    Analysis of the cardiovascular response to standardized polymicrobial peritonitis experimental model.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025

    Automated Wrist Ultrasound Image Bone Enhancement and Segmentation Using Deep Learning.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025

    A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025

    Functional alignment with robotic-assisted total knee arthroplasty is associated with reduced early postoperative pain and alignment outliers compared to mechanical alignment with conventional total knee arthroplasty: a prospective cohort study.

    SICOT-J·2026

    Association between stent graft landing zone angle and aneurysm remodelling after total arch replacement with frozen elephant trunk for distal aortic arch aneurysm.

    Interdisciplinary cardiovascular and thoracic surgery·2026

    [Effectiveness analysis of anterior intervertebral osteotomy and fusion assisted by inflection point of uncinate process for treatment of cervical spondylotic myelopathy].

    Zhongguo xiu fu chong jian wai ke za zhi = Zhongguo xiufu chongjian waike zazhi = Chinese journal of reparative and reconstructive surgery·2026

    Super-additive multi-dimensional self-balancing deficit: implication for flight mishaps and falling.

    Experimental brain research·2026

    Hypoxia awareness and symptom dynamics under aviation-related simulated exposure.

    Frontiers in physiology·2026

    The Tripartite Aviation Risk Perception Scale (TARPS): Development and preliminary scale validation in pilots.

    Journal of safety research·2026
    See all related articles
    JoVE
    x logofacebook logolinkedin logoyoutube logo
    ABOUT JoVE
    OverviewLeadershipBlogJoVE Help Center
    AUTHORS
    Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
    LIBRARIANS
    TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
    RESEARCH
    JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
    EDUCATION
    JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
    Terms & Conditions of Use
    Privacy Policy
    Policies
    Jove
    Visualize
    Contact Us