Literature DB >> 33120574

Three-dimensional mandibular motion trajectory-tracking system based on BP neural network.

Su Kun Tian1,2, Ning Dai1,2, Lin Lin Li3,4, Wei Wei Li3,4, Yu Chun Sun3,4, Xiao Sheng Cheng1,2.   

Abstract

The aim of this study was to develop a prototype three-dimensional optical motion capture system based on binocular stereo vision, Back-propagation (BP) Neural Network and 3D compen-sation method for accurate and real-time recording of mandibular movement. A specialized 3D method of compensation to eliminate the involuntary vibration motions by human heart beating and respiration. A kind of binocular visual 3D measurement method based on projection line and a calibration method based on BP neural network is proposed to solve the problem of the high complexity of camera calibration process and the low accuracy of 3D measurement. The accuracy of the proposed system is systematically evaluated by means of electric platform and clinical trials, and the root-mean-square is 0.0773 mm. Finally, comparisons with state-of-the-art methods demonstrate that our system has higher reliability and accuracy. Meanwhile, the motion trajectory-tracking system is expected to be used in the diagnosis of clinical oral diseases and digital design of restoration.

Entities:  

Keywords:  3D compensation method ; BP neural network ; binocular stereo vision ; mandible movement ; motion capture system

Mesh:

Year:  2020        PMID: 33120574     DOI: 10.3934/mbe.2020307

Source DB:  PubMed          Journal:  Math Biosci Eng        ISSN: 1547-1063            Impact factor:   2.080


  4 in total

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2.  Prediction of Bronchopneumonia Inpatients' Total Hospitalization Expenses Based on BP Neural Network and Support Vector Machine Models.

Authors:  Cuiyun Wu; Dahui Zha; Hong Gao
Journal:  Comput Math Methods Med       Date:  2022-05-18       Impact factor: 2.809

3.  Medical Data Acquisition and Internet of Things Technology-Based Cerebral Stroke Disease Prevention and Rehabilitation Nursing Mobile Medical Management System.

Authors:  Yunna Song; Wenjing Zhang; Qingjiang Li; Wenhui Ma
Journal:  Comput Math Methods Med       Date:  2022-01-28       Impact factor: 2.238

4.  Evaluation of a Single-Channel EEG-Based Sleep Staging Algorithm.

Authors:  Shanguang Zhao; Fangfang Long; Xin Wei; Xiaoli Ni; Hui Wang; Bokun Wei
Journal:  Int J Environ Res Public Health       Date:  2022-03-01       Impact factor: 3.390

  4 in total

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