Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions

Pierre Plantard, Hubert P. H. Shum and Franck Multon
DHM and Posturography, 2019

Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions

Abstract

Measuring human motion activity in real work condition is challenging as the environment is not controlled, while the worker should perform his/her task without perturbation. Since the early 2010’s affordable and easy-to-use depth cameras, such as the Microsoft Kinect system, have been applied for in-home entertainment for the general public. In this chapter, we evaluate such a system for the use in motion analysis in work conditions, and propose software algorithms to enhance the tracking accuracy. Firstly, we highlighted the high performance of the system when used under the recommended setup without occlusions. However, when the position/orientation of the sensor changes, occlusions may occur and the performance of the system may decrease, making it difficult to be used in real work conditions. Secondly, we propose a software algorithm to adapt the system to challenging conditions with occlusions to enhance the robustness and accuracy. Thirdly, we show that real work condition assessment using such an adapted system leads to similar results comparing with those performed manually by ergonomists. These results show that such adapted systems could be used to support the ergonomists work by providing them with reproducible and objective information about the human movement. It consequently saves ergonomists time and effort and allows them to focus on high-level analysis and actions.

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BibTeX

@incollection{plantard19motion,
 author={Plantard, Pierre and Shum, Hubert P. H. and Multon, Franck},
 booktitle={DHM and Posturography},
 title={Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions},
 year={2019},
 pages={673--682},
 numpages={10},
 doi={10.1016/B978-0-12-816713-7.00052-0},
 isbn={978-0-12-816713-7},
 publisher={Academic Press},
}

RIS

TY  - CHAP
AU  - Plantard, Pierre
AU  - Shum, Hubert P. H.
AU  - Multon, Franck
T2  - DHM and Posturography
TI  - Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions
PY  - 2019
SP  - 673
EP  - 682
DO  - 10.1016/B978-0-12-816713-7.00052-0
SN  - 978-0-12-816713-7
PB  - Academic Press
ER  - 

Plain Text

Pierre Plantard, Hubert P. H. Shum and Franck Multon, "Motion Analysis of Work Conditions using Commercial Depth Cameras in Real Industrial Conditions," in DHM and Posturography, pp. 673-682, Academic Press, 2019.

Supporting Grants

Similar Research

Pierre Plantard, Hubert P. H. Shum, Anne-Sophie Le Pierres and Franck Multon, "Validation of an Ergonomic Assessment Method using Kinect Data in Real Workplace Conditions", Applied Ergonomics (AE), 2017
Pierre Plantard, Hubert P. H. Shum and Franck Multon, "Ergonomics Measurements using Kinect with a Pose Correction Framework", Proceedings of the 2016 International Digital Human Modeling Symposium (DHM), 2016
Pierre Plantard, Antoine Muller, Charles Pontonnier, Georges Dumont, Hubert P. H. Shum and Franck Multon, "Inverse Dynamics Based on Occlusion-Resistant Kinect Data: Is It Usable for Ergonomics?", International Journal of Industrial Ergonomics (IJIE), 2017
Pierre Plantard, Hubert P. H. Shum and Franck Multon, "Usability of Corrected Kinect Measurement for Ergonomic Evaluation in Constrained Environment", International Journal Human Factors Modelling and Simulation (IJHFMS), 2017
Hubert P. H. Shum, He Wang, Edmond S. L. Ho and Taku Komura, "SkillVis: A Visualization Tool for Boxing Skill Assessment", Proceedings of the 2016 ACM International Conference on Motion in Games (MIG), 2016
Yijun Shen, He Wang, Edmond S. L. Ho, Longzhi Yang and Hubert P. H. Shum, "Posture-Based and Action-Based Graphs for Boxing Skill Visualization", Computers and Graphics (C&G), 2017

 

 

Last updated on 4 June 2024
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