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Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery

In laparoscopic gynecologic surgery, ultrasound has been typically implemented to diagnose urological and gynecological conditions. We applied laparoscopic ultrasonography (using Esaote 7.5~10MHz laparoscopic transducer) on the retrospective analyses of 42 women subjects during laparoscopic extirpat...

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Autores principales: Gong, Xue-Hao, Lu, Jun, Liu, Jin, Deng, Ying-Yuan, Liu, Wei-Zong, Huang, Xian, Yang, Yong-Heng, Xu, Qin, Yu, Zhi-Ying
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4627783/
https://www.ncbi.nlm.nih.gov/pubmed/26516767
http://dx.doi.org/10.1371/journal.pone.0141046
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author Gong, Xue-Hao
Lu, Jun
Liu, Jin
Deng, Ying-Yuan
Liu, Wei-Zong
Huang, Xian
Yang, Yong-Heng
Xu, Qin
Yu, Zhi-Ying
author_facet Gong, Xue-Hao
Lu, Jun
Liu, Jin
Deng, Ying-Yuan
Liu, Wei-Zong
Huang, Xian
Yang, Yong-Heng
Xu, Qin
Yu, Zhi-Ying
author_sort Gong, Xue-Hao
collection PubMed
description In laparoscopic gynecologic surgery, ultrasound has been typically implemented to diagnose urological and gynecological conditions. We applied laparoscopic ultrasonography (using Esaote 7.5~10MHz laparoscopic transducer) on the retrospective analyses of 42 women subjects during laparoscopic extirpation and excision of gynecological tumors in our hospital from August 2011 to August 2013. The objective of our research is to develop robust segmentation technique for isolation and identification of the uterus from the ultrasound images, so as to assess, locate and guide in removing the lesions during laparoscopic operations. Our method enables segmentation of the uterus by the active contour algorithm. We evaluated 42 in-vivo laparoscopic images acquired from the 42 patients (age 39.1 ± 7.2 years old) and selected images pertaining to 4 cases of congenital uterine malformations and 2 cases of pelvic adhesions masses. These cases (n = 6) were used for our uterus segmentation experiments. Based on them, the active contour method was compared with the manual segmentation method by a medical expert using linear regression and the Bland-Altman analysis (used to measure the correlation and the agreement). Then, the Dice and Jaccard indices are computed for measuring the similarity of uterus segmented between computational and manual methods. Good correlation was achieved whereby 84%–92% results fall within the 95% confidence interval in the Student t-test) and we demonstrate that the proposed segmentation method of uterus using laparoscopic images is effective.
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spelling pubmed-46277832015-11-06 Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery Gong, Xue-Hao Lu, Jun Liu, Jin Deng, Ying-Yuan Liu, Wei-Zong Huang, Xian Yang, Yong-Heng Xu, Qin Yu, Zhi-Ying PLoS One Research Article In laparoscopic gynecologic surgery, ultrasound has been typically implemented to diagnose urological and gynecological conditions. We applied laparoscopic ultrasonography (using Esaote 7.5~10MHz laparoscopic transducer) on the retrospective analyses of 42 women subjects during laparoscopic extirpation and excision of gynecological tumors in our hospital from August 2011 to August 2013. The objective of our research is to develop robust segmentation technique for isolation and identification of the uterus from the ultrasound images, so as to assess, locate and guide in removing the lesions during laparoscopic operations. Our method enables segmentation of the uterus by the active contour algorithm. We evaluated 42 in-vivo laparoscopic images acquired from the 42 patients (age 39.1 ± 7.2 years old) and selected images pertaining to 4 cases of congenital uterine malformations and 2 cases of pelvic adhesions masses. These cases (n = 6) were used for our uterus segmentation experiments. Based on them, the active contour method was compared with the manual segmentation method by a medical expert using linear regression and the Bland-Altman analysis (used to measure the correlation and the agreement). Then, the Dice and Jaccard indices are computed for measuring the similarity of uterus segmented between computational and manual methods. Good correlation was achieved whereby 84%–92% results fall within the 95% confidence interval in the Student t-test) and we demonstrate that the proposed segmentation method of uterus using laparoscopic images is effective. Public Library of Science 2015-10-30 /pmc/articles/PMC4627783/ /pubmed/26516767 http://dx.doi.org/10.1371/journal.pone.0141046 Text en © 2015 Gong et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Gong, Xue-Hao
Lu, Jun
Liu, Jin
Deng, Ying-Yuan
Liu, Wei-Zong
Huang, Xian
Yang, Yong-Heng
Xu, Qin
Yu, Zhi-Ying
Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery
title Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery
title_full Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery
title_fullStr Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery
title_full_unstemmed Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery
title_short Segmentation of Uterus Using Laparoscopic Ultrasound by an Image-Based Active Contour Approach for Guiding Gynecological Diagnosis and Surgery
title_sort segmentation of uterus using laparoscopic ultrasound by an image-based active contour approach for guiding gynecological diagnosis and surgery
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4627783/
https://www.ncbi.nlm.nih.gov/pubmed/26516767
http://dx.doi.org/10.1371/journal.pone.0141046
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