Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision
This article analyzes the research progress in field of Convolutional Neural Networks (CNNs) using the bibliometric method. Literature samples of CNNs are analyzed by a basic statistic and co-citation network. Experimental results show that CNNs are being utilized in many computer vision application...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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IEEE
2020-01-01
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| Series: | IEEE Access |
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| Online Access: | https://ieeexplore.ieee.org/document/9177006/ |
| _version_ | 1818616822689169408 |
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| author | Huie Chen Zhenjie Deng |
| author_facet | Huie Chen Zhenjie Deng |
| author_sort | Huie Chen |
| collection | DOAJ |
| description | This article analyzes the research progress in field of Convolutional Neural Networks (CNNs) using the bibliometric method. Literature samples of CNNs are analyzed by a basic statistic and co-citation network. Experimental results show that CNNs are being utilized in many computer vision applications, such as fault and image recognition diagnosis, seismic detection, positioning, and automatic detection of cracks and signals, image classification and image segmentation. In addition, there is systematic research on unbalanced problems in CNNs. Quantitative experimental research, extensive application fields, and market research informatization will be the three vital research tendencies in the future. The ideas and conclusions of this article provide insights to the academic research of CNNs and their practical application in the corporate world. |
| first_indexed | 2024-12-16T16:55:55Z |
| format | Article |
| id | doaj.art-124a324351dd4e7ca0499b4316349c9b |
| institution | Directory Open Access Journal |
| issn | 2169-3536 |
| language | English |
| last_indexed | 2024-12-16T16:55:55Z |
| publishDate | 2020-01-01 |
| publisher | IEEE |
| record_format | Article |
| series | IEEE Access |
| spelling | doaj.art-124a324351dd4e7ca0499b4316349c9b2022-12-21T22:23:53ZengIEEEIEEE Access2169-35362020-01-01815541715542810.1109/ACCESS.2020.30193369177006Bibliometric Analysis of the Application of Convolutional Neural Network in Computer VisionHuie Chen0https://orcid.org/0000-0002-4621-6718Zhenjie Deng1https://orcid.org/0000-0002-3432-2169School of Internet Finance and Information Engineering, Guangdong University of Finance, Guangzhou, ChinaSchool of Internet Finance and Information Engineering, Guangdong University of Finance, Guangzhou, ChinaThis article analyzes the research progress in field of Convolutional Neural Networks (CNNs) using the bibliometric method. Literature samples of CNNs are analyzed by a basic statistic and co-citation network. Experimental results show that CNNs are being utilized in many computer vision applications, such as fault and image recognition diagnosis, seismic detection, positioning, and automatic detection of cracks and signals, image classification and image segmentation. In addition, there is systematic research on unbalanced problems in CNNs. Quantitative experimental research, extensive application fields, and market research informatization will be the three vital research tendencies in the future. The ideas and conclusions of this article provide insights to the academic research of CNNs and their practical application in the corporate world.https://ieeexplore.ieee.org/document/9177006/Convolutional neural networkscomputer visionbibliometric analysis |
| spellingShingle | Huie Chen Zhenjie Deng Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision IEEE Access Convolutional neural networks computer vision bibliometric analysis |
| title | Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision |
| title_full | Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision |
| title_fullStr | Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision |
| title_full_unstemmed | Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision |
| title_short | Bibliometric Analysis of the Application of Convolutional Neural Network in Computer Vision |
| title_sort | bibliometric analysis of the application of convolutional neural network in computer vision |
| topic | Convolutional neural networks computer vision bibliometric analysis |
| url | https://ieeexplore.ieee.org/document/9177006/ |
| work_keys_str_mv | AT huiechen bibliometricanalysisoftheapplicationofconvolutionalneuralnetworkincomputervision AT zhenjiedeng bibliometricanalysisoftheapplicationofconvolutionalneuralnetworkincomputervision |