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MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH

To realize the automatic symptom recognition and classification of MR images and improve the accuracy and efficiency of the diagnosis of lumbar intervertebral disc herniation (LDH), a method for lumbar intervertebral disc recognition and disease classification is proposed in this paper. The method m...

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Detalles Bibliográficos
Autores principales: Wang, Shuai, Jiang, Zhengwei, Yang, Hualin, Li, Xiangrong, Yang, Zhicheng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481307/
https://www.ncbi.nlm.nih.gov/pubmed/36120698
http://dx.doi.org/10.1155/2022/5207178
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author Wang, Shuai
Jiang, Zhengwei
Yang, Hualin
Li, Xiangrong
Yang, Zhicheng
author_facet Wang, Shuai
Jiang, Zhengwei
Yang, Hualin
Li, Xiangrong
Yang, Zhicheng
author_sort Wang, Shuai
collection PubMed
description To realize the automatic symptom recognition and classification of MR images and improve the accuracy and efficiency of the diagnosis of lumbar intervertebral disc herniation (LDH), a method for lumbar intervertebral disc recognition and disease classification is proposed in this paper. The method mainly includes three steps: preprocessing, target segmentation, and symptom classification. Preprocessing is performed by noise reduction and interference removal methods for blurred images. The contour poles are used to determine the four points of the tail vertebra in order to reduce the wrong segmentation of the tail vertebra. A classification method based on five judgment indicators is proposed, which effectively improves the stability of disease diagnosis. The example verifies that the algorithm can accurately complete the target segmentation and the accuracy of symptom classification reaches the standard of professional doctors, which proves that the method has good robustness.
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spelling pubmed-94813072022-09-17 MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH Wang, Shuai Jiang, Zhengwei Yang, Hualin Li, Xiangrong Yang, Zhicheng Comput Intell Neurosci Research Article To realize the automatic symptom recognition and classification of MR images and improve the accuracy and efficiency of the diagnosis of lumbar intervertebral disc herniation (LDH), a method for lumbar intervertebral disc recognition and disease classification is proposed in this paper. The method mainly includes three steps: preprocessing, target segmentation, and symptom classification. Preprocessing is performed by noise reduction and interference removal methods for blurred images. The contour poles are used to determine the four points of the tail vertebra in order to reduce the wrong segmentation of the tail vertebra. A classification method based on five judgment indicators is proposed, which effectively improves the stability of disease diagnosis. The example verifies that the algorithm can accurately complete the target segmentation and the accuracy of symptom classification reaches the standard of professional doctors, which proves that the method has good robustness. Hindawi 2022-09-09 /pmc/articles/PMC9481307/ /pubmed/36120698 http://dx.doi.org/10.1155/2022/5207178 Text en Copyright © 2022 Shuai Wang 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
Wang, Shuai
Jiang, Zhengwei
Yang, Hualin
Li, Xiangrong
Yang, Zhicheng
MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH
title MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH
title_full MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH
title_fullStr MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH
title_full_unstemmed MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH
title_short MRI-Based Medical Image Recognition: Identification and Diagnosis of LDH
title_sort mri-based medical image recognition: identification and diagnosis of ldh
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9481307/
https://www.ncbi.nlm.nih.gov/pubmed/36120698
http://dx.doi.org/10.1155/2022/5207178
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