Advances and Prospects of Vision-Based 3D Shape Measurement Methods

Vision-based three-dimensional (3D) shape measurement techniques have been widely applied over the past decades in numerous applications due to their characteristics of high precision, high efficiency and non-contact. Recently, great advances in computing devices and artificial intelligence have fac...

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Main Authors: Guofeng Zhang, Shuming Yang, Pengyu Hu, Huiwen Deng
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Machines
Subjects:
Online Access:https://www.mdpi.com/2075-1702/10/2/124
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author Guofeng Zhang
Shuming Yang
Pengyu Hu
Huiwen Deng
author_facet Guofeng Zhang
Shuming Yang
Pengyu Hu
Huiwen Deng
author_sort Guofeng Zhang
collection DOAJ
description Vision-based three-dimensional (3D) shape measurement techniques have been widely applied over the past decades in numerous applications due to their characteristics of high precision, high efficiency and non-contact. Recently, great advances in computing devices and artificial intelligence have facilitated the development of vision-based measurement technology. This paper mainly focuses on state-of-the-art vision-based methods that can perform 3D shape measurement with high precision and high resolution. Specifically, the basic principles and typical techniques of triangulation-based measurement methods as well as their advantages and limitations are elaborated, and the learning-based techniques used for 3D vision measurement are enumerated. Finally, the advances of, and the prospects for, further improvement of vision-based 3D shape measurement techniques are proposed.
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spelling doaj.art-e18db77741bb4b2eb95d7663cf0653f32023-11-23T20:48:39ZengMDPI AGMachines2075-17022022-02-0110212410.3390/machines10020124Advances and Prospects of Vision-Based 3D Shape Measurement MethodsGuofeng Zhang0Shuming Yang1Pengyu Hu2Huiwen Deng3State Key Laboratory for Manufacturing Systems Engineering, Xi’an Jiaotong University, Xi’an 710049, ChinaState Key Laboratory for Manufacturing Systems Engineering, Xi’an Jiaotong University, Xi’an 710049, ChinaState Key Laboratory for Manufacturing Systems Engineering, Xi’an Jiaotong University, Xi’an 710049, ChinaState Key Laboratory for Manufacturing Systems Engineering, Xi’an Jiaotong University, Xi’an 710049, ChinaVision-based three-dimensional (3D) shape measurement techniques have been widely applied over the past decades in numerous applications due to their characteristics of high precision, high efficiency and non-contact. Recently, great advances in computing devices and artificial intelligence have facilitated the development of vision-based measurement technology. This paper mainly focuses on state-of-the-art vision-based methods that can perform 3D shape measurement with high precision and high resolution. Specifically, the basic principles and typical techniques of triangulation-based measurement methods as well as their advantages and limitations are elaborated, and the learning-based techniques used for 3D vision measurement are enumerated. Finally, the advances of, and the prospects for, further improvement of vision-based 3D shape measurement techniques are proposed.https://www.mdpi.com/2075-1702/10/2/124three-dimensional measurementstereo visiontriangulationlaser scanningstructured lightsystem calibration
spellingShingle Guofeng Zhang
Shuming Yang
Pengyu Hu
Huiwen Deng
Advances and Prospects of Vision-Based 3D Shape Measurement Methods
Machines
three-dimensional measurement
stereo vision
triangulation
laser scanning
structured light
system calibration
title Advances and Prospects of Vision-Based 3D Shape Measurement Methods
title_full Advances and Prospects of Vision-Based 3D Shape Measurement Methods
title_fullStr Advances and Prospects of Vision-Based 3D Shape Measurement Methods
title_full_unstemmed Advances and Prospects of Vision-Based 3D Shape Measurement Methods
title_short Advances and Prospects of Vision-Based 3D Shape Measurement Methods
title_sort advances and prospects of vision based 3d shape measurement methods
topic three-dimensional measurement
stereo vision
triangulation
laser scanning
structured light
system calibration
url https://www.mdpi.com/2075-1702/10/2/124
work_keys_str_mv AT guofengzhang advancesandprospectsofvisionbased3dshapemeasurementmethods
AT shumingyang advancesandprospectsofvisionbased3dshapemeasurementmethods
AT pengyuhu advancesandprospectsofvisionbased3dshapemeasurementmethods
AT huiwendeng advancesandprospectsofvisionbased3dshapemeasurementmethods