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Banana Plant Disease Classification Using Hybrid Convolutional Neural Network
Banana cultivation is one of the main agricultural elements in India, while the common problem of cultivation is that the crop has been influenced by several diseases, while the pest indications have been needed for discovering the infections initially for avoiding the financial loss to the farmers....
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8890843/ https://www.ncbi.nlm.nih.gov/pubmed/35251158 http://dx.doi.org/10.1155/2022/9153699 |
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author | Narayanan, K. Lakshmi Krishnan, R. Santhana Robinson, Y. Harold Julie, E. Golden Vimal, S. Saravanan, V. Kaliappan, M. |
author_facet | Narayanan, K. Lakshmi Krishnan, R. Santhana Robinson, Y. Harold Julie, E. Golden Vimal, S. Saravanan, V. Kaliappan, M. |
author_sort | Narayanan, K. Lakshmi |
collection | PubMed |
description | Banana cultivation is one of the main agricultural elements in India, while the common problem of cultivation is that the crop has been influenced by several diseases, while the pest indications have been needed for discovering the infections initially for avoiding the financial loss to the farmers. This problem will affect the entire banana productivity and directly affects the economy of the country. A hybrid convolution neural network (CNN) enabled banana disease detection, and the classification is proposed to overcome these issues guide the farmers through enabling fertilizers that have to be utilized for avoiding the disease in the initial stages, and the proposed technique shows 99% of accuracy that is compared with the related deep learning techniques. |
format | Online Article Text |
id | pubmed-8890843 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Hindawi |
record_format | MEDLINE/PubMed |
spelling | pubmed-88908432022-03-03 Banana Plant Disease Classification Using Hybrid Convolutional Neural Network Narayanan, K. Lakshmi Krishnan, R. Santhana Robinson, Y. Harold Julie, E. Golden Vimal, S. Saravanan, V. Kaliappan, M. Comput Intell Neurosci Research Article Banana cultivation is one of the main agricultural elements in India, while the common problem of cultivation is that the crop has been influenced by several diseases, while the pest indications have been needed for discovering the infections initially for avoiding the financial loss to the farmers. This problem will affect the entire banana productivity and directly affects the economy of the country. A hybrid convolution neural network (CNN) enabled banana disease detection, and the classification is proposed to overcome these issues guide the farmers through enabling fertilizers that have to be utilized for avoiding the disease in the initial stages, and the proposed technique shows 99% of accuracy that is compared with the related deep learning techniques. Hindawi 2022-02-23 /pmc/articles/PMC8890843/ /pubmed/35251158 http://dx.doi.org/10.1155/2022/9153699 Text en Copyright © 2022 K. Lakshmi Narayanan 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 Narayanan, K. Lakshmi Krishnan, R. Santhana Robinson, Y. Harold Julie, E. Golden Vimal, S. Saravanan, V. Kaliappan, M. Banana Plant Disease Classification Using Hybrid Convolutional Neural Network |
title | Banana Plant Disease Classification Using Hybrid Convolutional Neural Network |
title_full | Banana Plant Disease Classification Using Hybrid Convolutional Neural Network |
title_fullStr | Banana Plant Disease Classification Using Hybrid Convolutional Neural Network |
title_full_unstemmed | Banana Plant Disease Classification Using Hybrid Convolutional Neural Network |
title_short | Banana Plant Disease Classification Using Hybrid Convolutional Neural Network |
title_sort | banana plant disease classification using hybrid convolutional neural network |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8890843/ https://www.ncbi.nlm.nih.gov/pubmed/35251158 http://dx.doi.org/10.1155/2022/9153699 |
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