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Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker

PURPOSE: To provide an integrated visualisation of intraoperative ultrasound and endoscopic images to facilitate intraoperative guidance, real-time tracking of the ultrasound probe is required. State-of-the-art methods are suitable for planar targets while most of the laparoscopic ultrasound probes...

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Autores principales: Zhang, Lin, Ye, Menglong, Chan, Po-Ling, Yang, Guang-Zhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer International Publishing 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5447333/
https://www.ncbi.nlm.nih.gov/pubmed/28342105
http://dx.doi.org/10.1007/s11548-017-1558-9
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author Zhang, Lin
Ye, Menglong
Chan, Po-Ling
Yang, Guang-Zhong
author_facet Zhang, Lin
Ye, Menglong
Chan, Po-Ling
Yang, Guang-Zhong
author_sort Zhang, Lin
collection PubMed
description PURPOSE: To provide an integrated visualisation of intraoperative ultrasound and endoscopic images to facilitate intraoperative guidance, real-time tracking of the ultrasound probe is required. State-of-the-art methods are suitable for planar targets while most of the laparoscopic ultrasound probes are cylindrical objects. A tracking framework for cylindrical objects with a large work space will improve the usability of the intraoperative ultrasound guidance. METHODS: A hybrid marker design that combines circular dots and chessboard vertices is proposed for facilitating tracking cylindrical tools. The circular dots placed over the curved surface are used for pose estimation. The chessboard vertices are employed to provide additional information for resolving the ambiguous pose problem due to the use of planar model points under a monocular camera. Furthermore, temporal information between consecutive images is considered to minimise tracking failures with real-time computational performance. RESULTS: Detailed validation confirms that our hybrid marker provides a large working space for different tool sizes (6–14 mm in diameter). The tracking framework allows translational movements between 40 and 185 mm along the depth direction and rotational motion around three local orthogonal axes up to [Formula: see text] . Comparative studies with the current state of the art confirm that our approach outperforms existing methods by providing nearly 100% detection rates and accurate pose estimation with mean errors of 2.8 mm and 0.72[Formula: see text] . The tracking algorithm runs at 20 frames per second for [Formula: see text] image resolution videos. CONCLUSION: Experiments show that the proposed hybrid marker can be applied to a wide range of surgical tools with superior detection rates and pose estimation accuracies. Both the qualitative and quantitative results demonstrate that our framework can be used not only for assisting intraoperative ultrasound guidance but also for tracking general surgical tools in MIS.
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spelling pubmed-54473332017-06-06 Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker Zhang, Lin Ye, Menglong Chan, Po-Ling Yang, Guang-Zhong Int J Comput Assist Radiol Surg Original Article PURPOSE: To provide an integrated visualisation of intraoperative ultrasound and endoscopic images to facilitate intraoperative guidance, real-time tracking of the ultrasound probe is required. State-of-the-art methods are suitable for planar targets while most of the laparoscopic ultrasound probes are cylindrical objects. A tracking framework for cylindrical objects with a large work space will improve the usability of the intraoperative ultrasound guidance. METHODS: A hybrid marker design that combines circular dots and chessboard vertices is proposed for facilitating tracking cylindrical tools. The circular dots placed over the curved surface are used for pose estimation. The chessboard vertices are employed to provide additional information for resolving the ambiguous pose problem due to the use of planar model points under a monocular camera. Furthermore, temporal information between consecutive images is considered to minimise tracking failures with real-time computational performance. RESULTS: Detailed validation confirms that our hybrid marker provides a large working space for different tool sizes (6–14 mm in diameter). The tracking framework allows translational movements between 40 and 185 mm along the depth direction and rotational motion around three local orthogonal axes up to [Formula: see text] . Comparative studies with the current state of the art confirm that our approach outperforms existing methods by providing nearly 100% detection rates and accurate pose estimation with mean errors of 2.8 mm and 0.72[Formula: see text] . The tracking algorithm runs at 20 frames per second for [Formula: see text] image resolution videos. CONCLUSION: Experiments show that the proposed hybrid marker can be applied to a wide range of surgical tools with superior detection rates and pose estimation accuracies. Both the qualitative and quantitative results demonstrate that our framework can be used not only for assisting intraoperative ultrasound guidance but also for tracking general surgical tools in MIS. Springer International Publishing 2017-03-24 2017 /pmc/articles/PMC5447333/ /pubmed/28342105 http://dx.doi.org/10.1007/s11548-017-1558-9 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Article
Zhang, Lin
Ye, Menglong
Chan, Po-Ling
Yang, Guang-Zhong
Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
title Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
title_full Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
title_fullStr Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
title_full_unstemmed Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
title_short Real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
title_sort real-time surgical tool tracking and pose estimation using a hybrid cylindrical marker
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5447333/
https://www.ncbi.nlm.nih.gov/pubmed/28342105
http://dx.doi.org/10.1007/s11548-017-1558-9
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