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Detection and Analysis of Human Cells Based on Artificial Neural Network

The detection and classification of histopathological cell images is a hot topic in current research. Medical images are an important research direction and are widely used in computer-aided diagnosis, biological research, and other fields. A neural network model based on deep learning is also commo...

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Detalles Bibliográficos
Autores principales: Yao, Jun, Yuan, Hongji
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452942/
https://www.ncbi.nlm.nih.gov/pubmed/36093498
http://dx.doi.org/10.1155/2022/4600840
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author Yao, Jun
Yuan, Hongji
author_facet Yao, Jun
Yuan, Hongji
author_sort Yao, Jun
collection PubMed
description The detection and classification of histopathological cell images is a hot topic in current research. Medical images are an important research direction and are widely used in computer-aided diagnosis, biological research, and other fields. A neural network model based on deep learning is also common in medical image analysis and automatic detection and classification of tissue and cell images. Current medical cell detection methods generally do not consider that the yield is affected by other factors in the topological region, which leads to inevitable errors in the accuracy and generalization of the algorithm; at the same time, the current medical cell imaging methods are too simple to predict the classification markers, which affect the accuracy of cell image classification. This study introduces the concepts of two kinds of neural networks and then constructs a cell recognition model based on the convolution neural network principle and staining principle. In the experimental part, we developed three groups of experiments using the same equation as the experiment and tested the best cell recognition model proposed in this study.
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spelling pubmed-94529422022-09-09 Detection and Analysis of Human Cells Based on Artificial Neural Network Yao, Jun Yuan, Hongji Comput Intell Neurosci Research Article The detection and classification of histopathological cell images is a hot topic in current research. Medical images are an important research direction and are widely used in computer-aided diagnosis, biological research, and other fields. A neural network model based on deep learning is also common in medical image analysis and automatic detection and classification of tissue and cell images. Current medical cell detection methods generally do not consider that the yield is affected by other factors in the topological region, which leads to inevitable errors in the accuracy and generalization of the algorithm; at the same time, the current medical cell imaging methods are too simple to predict the classification markers, which affect the accuracy of cell image classification. This study introduces the concepts of two kinds of neural networks and then constructs a cell recognition model based on the convolution neural network principle and staining principle. In the experimental part, we developed three groups of experiments using the same equation as the experiment and tested the best cell recognition model proposed in this study. Hindawi 2022-08-31 /pmc/articles/PMC9452942/ /pubmed/36093498 http://dx.doi.org/10.1155/2022/4600840 Text en Copyright © 2022 Jun Yao and Hongji Yuan. 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
Yao, Jun
Yuan, Hongji
Detection and Analysis of Human Cells Based on Artificial Neural Network
title Detection and Analysis of Human Cells Based on Artificial Neural Network
title_full Detection and Analysis of Human Cells Based on Artificial Neural Network
title_fullStr Detection and Analysis of Human Cells Based on Artificial Neural Network
title_full_unstemmed Detection and Analysis of Human Cells Based on Artificial Neural Network
title_short Detection and Analysis of Human Cells Based on Artificial Neural Network
title_sort detection and analysis of human cells based on artificial neural network
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9452942/
https://www.ncbi.nlm.nih.gov/pubmed/36093498
http://dx.doi.org/10.1155/2022/4600840
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