Automatic Facial Paralysis Assessment via Computational Image Analysis

被引:28
|
作者
Jiang, Chaoqun [1 ,2 ]
Wu, Jianhuang [1 ]
Zhong, Weizheng [3 ]
Wei, Mingqiang [4 ]
Tong, Jing [2 ]
Yu, Haibo [3 ]
Wang, Ling [3 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Beijing, Peoples R China
[2] Hohai Univ, Nanjing, Jiangsu, Peoples R China
[3] Shenzhen Tradit Chinese Med Hosp, Shenzhen, Guangdong, Peoples R China
[4] Nanjing Univ Aeronaut & Astronaut, Nanjing, Peoples R China
关键词
NERVE; SPECKLE; RELIABILITY; SYSTEM;
D O I
10.1155/2020/2398542
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Facial paralysis (FP) is a loss of facial movement due to nerve damage. Most existing diagnosis systems of FP are subjective, e.g., the House-Brackmann (HB) grading system, which highly depends on the skilled clinicians and lacks an automatic quantitative assessment. In this paper, we propose an efficient yet objective facial paralysis assessment approach via automatic computational image analysis. First, the facial blood flow of FP patients is measured by the technique of laser speckle contrast imaging to generate both RGB color images and blood flow images. Second, with an improved segmentation approach, the patient's face is divided into concerned regions to extract facial blood flow distribution characteristics. Finally, three HB score classifiers are employed to quantify the severity of FP patients. The proposed method has been validated on 80 FP patients, and quantitative results demonstrate that our method, achieving an accuracy of 97.14%, outperforms the state-of-the-art systems. Experimental evaluations also show that the proposed approach could yield objective and quantitative FP diagnosis results, which agree with those obtained by an experienced clinician.
引用
收藏
页数:10
相关论文
共 50 条
  • [21] Objective Assessment of Facial Paralysis Using Infrared Thermography and Formal Concept Analysis
    Liu Xu-long
    Hong Wen-xue
    Liu Jie-min
    SPECTROSCOPY AND SPECTRAL ANALYSIS, 2014, 34 (04) : 932 - 936
  • [22] Facial Filler in Facial Paralysis: A Prospective Case Study and Multidimensional Assessment
    Liu, Rui Han
    Yau, Jenny
    Derakhshan, Adeeb
    Xiao, Roy
    Hadlock, Tessa A. A.
    Lee, Linda N. N.
    FACIAL PLASTIC SURGERY & AESTHETIC MEDICINE, 2024, 26 (04) : 426 - 430
  • [23] Facial Image Analysis for Fully Automatic Prediction of Difficult Endotracheal Intubation
    Cuendet, Gabriel Louis
    Schoettker, Patrick
    Yuece, Anil
    Sorci, Matteo
    Gao, Hua
    Perruchoud, Christophe
    Thiran, Jean-Philippe
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2016, 63 (02) : 328 - 339
  • [24] Efficacy of electrical stimulation of the zygomaticus muscle in complete facial paralysis: evidence from facial grading and automated image analysis
    Krauss, Johannes
    Meincke, Gabriel
    Geitner, Maren
    Kuttenreich, Anna-Maria
    Beckmann, Jan
    Arnold, Dirk
    Ballmaier, Jonas
    Lehmann, Thomas
    Mayr, Winfried
    Guntinas-Lichius, Orlando
    Volk, Gerd Fabian
    EUROPEAN JOURNAL OF TRANSLATIONAL MYOLOGY, 2024, 34 (01)
  • [25] Automatic Recognition of Fetal Facial Standard Plane in Ultrasound Image via Fisher Vector
    Lei, Baiying
    Tan, Ee-Leng
    Chen, Siping
    Zhuo, Liu
    Li, Shengli
    Ni, Dong
    Wang, Tianfu
    PLOS ONE, 2015, 10 (05):
  • [26] A Dynamic Facial Expression Database for Quantitative Analysis of Facial Paralysis
    Kihara, Yuta
    Duan, Guifang
    Nishida, Takeshi
    Matsushiro, Naoki
    Chen, Yen-Wei
    2011 6TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCES AND CONVERGENCE INFORMATION TECHNOLOGY (ICCIT), 2012, : 949 - 952
  • [27] An assessment in the management of facial paralysis following CPA surgery
    Babighian, G
    Trabalzini, F
    THIRD INTERNATIONAL CONFERENCE ON ACOUSTIC NEURINOMA AND OTHER CPA TUMORS, 1999, : 597 - 598
  • [28] Analysis of Influence of Image Contents on Facial Muscle Activity for Image Quality Assessment
    Gutu, Dorin
    Horita, Yuukou
    Shibata, Keiji
    Inazumi, Yasuhiro
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2014, 14 (12): : 9 - 15
  • [29] Quantitative Assessment of Facial Paralysis Based on Spatiotemporal Features
    Truc Hung Ngo
    Chen, Yen-Wei
    Matsushiro, Naoki
    Seo, Masataka
    IEICE TRANSACTIONS ON INFORMATION AND SYSTEMS, 2016, E99D (01): : 187 - 196
  • [30] AUTOMATIC ASSESSMENT OF SHEEP CARCASSES BY IMAGE-ANALYSIS
    HORGAN, GW
    MURPHY, SV
    SIMM, G
    ANIMAL SCIENCE, 1995, 60 : 197 - 202