Ergonomic postural assessment using a new open-source human pose estimation technology (OpenPose)

被引:57
|
作者
Kim, Woojoo [1 ]
Sung, Jaeho [2 ]
Saakes, Daniel [2 ]
Huang, Chunxi [1 ]
Xiong, Shuping [1 ]
机构
[1] Korea Adv Inst Sci & Technol KAIST, Dept Ind & Syst Engn, Coll Engn, Daejeon 34141, South Korea
[2] Korea Adv Inst Sci & Technol KAIST, Dept Ind Design, Coll Engn, Daejeon 34141, South Korea
基金
新加坡国家研究基金会;
关键词
Ergonomic postural assessment; Joint angle; OpenPose; Kinect; RULA; REBA; MUSCULOSKELETAL DISORDERS; MICROSOFT KINECT(TM); WORKING POSTURES; SYSTEM; RULA; CONSTRUCTION; VALIDATION; TRACKING; VALIDITY; SENSOR;
D O I
10.1016/j.ergon.2021.103164
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Observational ergonomic postural assessment methods have been commonly used to evaluate the risks of musculoskeletal disorders. Researchers have proposed semi-automatic methods using Kinect, known for limitations with body occlusions and non-frontal tracking. Meanwhile, new human pose estimation methods have been actively developed, and a popular open-source technology is OpenPose. This study aims to propose the OpenPose-based system for computing joint angles and RULA/REBA scores and validate against the reference motion capture system, and compare its performance to the Kinect-based system. Recordings of 10 participants performing 12 experimental tasks under different conditions: with/without body occlusions and tracked from frontal/non-frontal views were analyzed. OpenPose showed good performance under all task conditions, whereas Kinect performed significantly worse than OpenPose especially at cases with body occlusions or non-frontal tracking. The findings suggested that OpenPose could be a promising technology to measure joint angles and conduct semi-automatic ergonomic postural assessments in the real workspace where the conditions are often non-ideal.
引用
收藏
页数:12
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