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Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm

In order to improve the teaching efficiency of English teachers in classroom teaching, the target detection algorithm in deep learning and the monitoring information from teachers are used, the target detection algorithm of deep learning Single Shot MultiBox Detector (SSD) is optimized, and the opti...

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Detalles Bibliográficos
Autores principales: Zhang, Wei, Xu, Qian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8799347/
https://www.ncbi.nlm.nih.gov/pubmed/35096036
http://dx.doi.org/10.1155/2022/1014501
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author Zhang, Wei
Xu, Qian
author_facet Zhang, Wei
Xu, Qian
author_sort Zhang, Wei
collection PubMed
description In order to improve the teaching efficiency of English teachers in classroom teaching, the target detection algorithm in deep learning and the monitoring information from teachers are used, the target detection algorithm of deep learning Single Shot MultiBox Detector (SSD) is optimized, and the optimized Mobilenet-Single Shot MultiBox Detector (Mobilenet-SSD) is designed. After analyzing the Mobilenet-SSD algorithm, it is recognized that the algorithm has the shortcomings of large amount of basic network parameters and poor small target detection. The deficiencies are optimized in the following partThrough related experiments of student behaviour analysis, the average detection accuracy of the optimized algorithm reached 82.13%, and the detection speed reached 23.5 fps (frames per second). Through experiments, the algorithm has achieved 81.11% in detecting students' writing behaviour. This proves that the proposed algorithm has improved the accuracy of small target recognition without changing the operation speed of the traditional algorithm. The designed algorithm has more advantages in detection accuracy compared with previous detection algorithms. The optimized algorithm improves the detection efficiency of the algorithm, which is beneficial to provide modern technical support for English teachers to understand the learning status of students and has strong practical significance for improving the efficiency of English classroom teaching.
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spelling pubmed-87993472022-01-29 Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm Zhang, Wei Xu, Qian Comput Intell Neurosci Research Article In order to improve the teaching efficiency of English teachers in classroom teaching, the target detection algorithm in deep learning and the monitoring information from teachers are used, the target detection algorithm of deep learning Single Shot MultiBox Detector (SSD) is optimized, and the optimized Mobilenet-Single Shot MultiBox Detector (Mobilenet-SSD) is designed. After analyzing the Mobilenet-SSD algorithm, it is recognized that the algorithm has the shortcomings of large amount of basic network parameters and poor small target detection. The deficiencies are optimized in the following partThrough related experiments of student behaviour analysis, the average detection accuracy of the optimized algorithm reached 82.13%, and the detection speed reached 23.5 fps (frames per second). Through experiments, the algorithm has achieved 81.11% in detecting students' writing behaviour. This proves that the proposed algorithm has improved the accuracy of small target recognition without changing the operation speed of the traditional algorithm. The designed algorithm has more advantages in detection accuracy compared with previous detection algorithms. The optimized algorithm improves the detection efficiency of the algorithm, which is beneficial to provide modern technical support for English teachers to understand the learning status of students and has strong practical significance for improving the efficiency of English classroom teaching. Hindawi 2022-01-21 /pmc/articles/PMC8799347/ /pubmed/35096036 http://dx.doi.org/10.1155/2022/1014501 Text en Copyright © 2022 Wei Zhang and Qian Xu. 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
Zhang, Wei
Xu, Qian
Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm
title Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm
title_full Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm
title_fullStr Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm
title_full_unstemmed Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm
title_short Optimization of College English Classroom Teaching Efficiency by Deep Learning SDD Algorithm
title_sort optimization of college english classroom teaching efficiency by deep learning sdd algorithm
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8799347/
https://www.ncbi.nlm.nih.gov/pubmed/35096036
http://dx.doi.org/10.1155/2022/1014501
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