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Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System

Single-shot stereo 3D shape measurement is becoming more popular due to its advantages of noise robustness and short acquisition period. One of the key problems is stereo matching, which is related to the efficiency of background segmentation and seed point generation, etc. In this paper, a more eff...

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Detalles Bibliográficos
Autores principales: Yang, Xiao, Chen, Xiaobo, Xi, Juntong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751618/
https://www.ncbi.nlm.nih.gov/pubmed/29194415
http://dx.doi.org/10.3390/s17122782
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author Yang, Xiao
Chen, Xiaobo
Xi, Juntong
author_facet Yang, Xiao
Chen, Xiaobo
Xi, Juntong
author_sort Yang, Xiao
collection PubMed
description Single-shot stereo 3D shape measurement is becoming more popular due to its advantages of noise robustness and short acquisition period. One of the key problems is stereo matching, which is related to the efficiency of background segmentation and seed point generation, etc. In this paper, a more efficient and automated matching algorithm based on digital image correlation (DIC) is proposed. The standard deviation of image gradients and an adaptive threshold are employed to segment the background. Scale-invariant feature transform (SIFT)-based feature matching and two-dimensional triangulation are combined to estimate accurate initial parameters for seed point generation. The efficiency of background segmentation and seed point generation, as well as the measuring precision, are evaluated by experimental simulation and real tests. Experimental results show that the average segmentation time for an image with a resolution of 1280 × 960 pixels is 240 milliseconds. The efficiency of seed point generation is verified to be high with different convergence criteria.
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spelling pubmed-57516182018-01-10 Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System Yang, Xiao Chen, Xiaobo Xi, Juntong Sensors (Basel) Article Single-shot stereo 3D shape measurement is becoming more popular due to its advantages of noise robustness and short acquisition period. One of the key problems is stereo matching, which is related to the efficiency of background segmentation and seed point generation, etc. In this paper, a more efficient and automated matching algorithm based on digital image correlation (DIC) is proposed. The standard deviation of image gradients and an adaptive threshold are employed to segment the background. Scale-invariant feature transform (SIFT)-based feature matching and two-dimensional triangulation are combined to estimate accurate initial parameters for seed point generation. The efficiency of background segmentation and seed point generation, as well as the measuring precision, are evaluated by experimental simulation and real tests. Experimental results show that the average segmentation time for an image with a resolution of 1280 × 960 pixels is 240 milliseconds. The efficiency of seed point generation is verified to be high with different convergence criteria. MDPI 2017-12-01 /pmc/articles/PMC5751618/ /pubmed/29194415 http://dx.doi.org/10.3390/s17122782 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yang, Xiao
Chen, Xiaobo
Xi, Juntong
Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System
title Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System
title_full Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System
title_fullStr Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System
title_full_unstemmed Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System
title_short Efficient Background Segmentation and Seed Point Generation for a Single-Shot Stereo System
title_sort efficient background segmentation and seed point generation for a single-shot stereo system
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751618/
https://www.ncbi.nlm.nih.gov/pubmed/29194415
http://dx.doi.org/10.3390/s17122782
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