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Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation

The kidney tissue image is affected by other interferences in the tissue, which makes it difficult to extract the kidney tissue image features, and it is difficult to judge the lesion characteristics and types by intelligent feature recognition. In order to improve the efficiency and accuracy of fea...

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Detalles Bibliográficos
Autores principales: Lian, Jie, Zhang, Mingyu, Jiang, Na, Bi, Wei, Dong, Xiaoqiu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8093061/
https://www.ncbi.nlm.nih.gov/pubmed/33986943
http://dx.doi.org/10.1155/2021/9915697
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author Lian, Jie
Zhang, Mingyu
Jiang, Na
Bi, Wei
Dong, Xiaoqiu
author_facet Lian, Jie
Zhang, Mingyu
Jiang, Na
Bi, Wei
Dong, Xiaoqiu
author_sort Lian, Jie
collection PubMed
description The kidney tissue image is affected by other interferences in the tissue, which makes it difficult to extract the kidney tissue image features, and it is difficult to judge the lesion characteristics and types by intelligent feature recognition. In order to improve the efficiency and accuracy of feature extraction of kidney tissue images, refer to the ultrasonic heart image for analysis and then apply it to the feature extraction of kidney tissue. This paper proposes a feature extraction method based on ultrasound image segmentation. Moreover, this study combines the optical flow method and the speckle tracking algorithm to select the best image tracking method and optimizes the algorithm speed through the full search method and the two-dimensional log search method. In addition, this study verifies the performance of the method proposed in this paper through comparative experimental research, and this study combines statistical analysis methods to perform data analysis. The research results show that the algorithm proposed in this paper has a certain effect.
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spelling pubmed-80930612021-05-12 Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation Lian, Jie Zhang, Mingyu Jiang, Na Bi, Wei Dong, Xiaoqiu J Healthc Eng Research Article The kidney tissue image is affected by other interferences in the tissue, which makes it difficult to extract the kidney tissue image features, and it is difficult to judge the lesion characteristics and types by intelligent feature recognition. In order to improve the efficiency and accuracy of feature extraction of kidney tissue images, refer to the ultrasonic heart image for analysis and then apply it to the feature extraction of kidney tissue. This paper proposes a feature extraction method based on ultrasound image segmentation. Moreover, this study combines the optical flow method and the speckle tracking algorithm to select the best image tracking method and optimizes the algorithm speed through the full search method and the two-dimensional log search method. In addition, this study verifies the performance of the method proposed in this paper through comparative experimental research, and this study combines statistical analysis methods to perform data analysis. The research results show that the algorithm proposed in this paper has a certain effect. Hindawi 2021-04-26 /pmc/articles/PMC8093061/ /pubmed/33986943 http://dx.doi.org/10.1155/2021/9915697 Text en Copyright © 2021 Jie Lian et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Lian, Jie
Zhang, Mingyu
Jiang, Na
Bi, Wei
Dong, Xiaoqiu
Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation
title Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation
title_full Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation
title_fullStr Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation
title_full_unstemmed Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation
title_short Feature Extraction of Kidney Tissue Image Based on Ultrasound Image Segmentation
title_sort feature extraction of kidney tissue image based on ultrasound image segmentation
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8093061/
https://www.ncbi.nlm.nih.gov/pubmed/33986943
http://dx.doi.org/10.1155/2021/9915697
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