Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria
Smart technologies have drastically reshaped the traditional methods of practicing agriculture as witnessed in husbandry. In this paper, a novel application of machine learning identification and classification of Muturu and Keteku cattle species in Nigeria was proposed as the mainstream model that...
| Main Authors: | , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Joint Coordination Centre of the World Bank assisted National Agricultural Research Programme (NARP)
2022-07-01
|
| Series: | Journal of Applied Sciences and Environmental Management |
| Subjects: | |
| Online Access: | https://www.ajol.info/index.php/jasem/article/view/228274 |
| _version_ | 1797228232519450624 |
|---|---|
| author | R. W. Bello E. S. Ikeremo D. A. Olubummo |
| author_facet | R. W. Bello E. S. Ikeremo D. A. Olubummo |
| author_sort | R. W. Bello |
| collection | DOAJ |
| description |
Smart technologies have drastically reshaped the traditional methods of practicing agriculture as witnessed in husbandry. In this paper, a novel application of machine learning identification and classification of Muturu and Keteku cattle species in Nigeria was proposed as the mainstream model that enables the precision and intelligence perception of animal husbandry for a smart agricultural practice using enhanced mask region-based convolutional neural networks (mask R-CNN). A performance accuracy of 0.92 mAP (mean Average Precision) was achieved by the enhanced mask R-CNN model, making it on a par with the existing models.
|
| first_indexed | 2024-04-24T14:53:26Z |
| format | Article |
| id | doaj.art-5e50092a94884c85acc98875bdd21a86 |
| institution | Directory Open Access Journal |
| issn | 2659-1502 2659-1499 |
| language | English |
| last_indexed | 2024-04-24T14:53:26Z |
| publishDate | 2022-07-01 |
| publisher | Joint Coordination Centre of the World Bank assisted National Agricultural Research Programme (NARP) |
| record_format | Article |
| series | Journal of Applied Sciences and Environmental Management |
| spelling | doaj.art-5e50092a94884c85acc98875bdd21a862024-04-02T19:46:45ZengJoint Coordination Centre of the World Bank assisted National Agricultural Research Programme (NARP)Journal of Applied Sciences and Environmental Management2659-15022659-14992022-07-0126710.4314/jasem.v26i7.11Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as NigeriaR. W. BelloE. S. IkeremoD. A. Olubummo Smart technologies have drastically reshaped the traditional methods of practicing agriculture as witnessed in husbandry. In this paper, a novel application of machine learning identification and classification of Muturu and Keteku cattle species in Nigeria was proposed as the mainstream model that enables the precision and intelligence perception of animal husbandry for a smart agricultural practice using enhanced mask region-based convolutional neural networks (mask R-CNN). A performance accuracy of 0.92 mAP (mean Average Precision) was achieved by the enhanced mask R-CNN model, making it on a par with the existing models. https://www.ajol.info/index.php/jasem/article/view/228274Cattle;Livestock husbandry;Machine learning;convolutional neural networks;smart agricultural practice |
| spellingShingle | R. W. Bello E. S. Ikeremo D. A. Olubummo Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria Journal of Applied Sciences and Environmental Management Cattle; Livestock husbandry; Machine learning; convolutional neural networks; smart agricultural practice |
| title | Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria |
| title_full | Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria |
| title_fullStr | Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria |
| title_full_unstemmed | Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria |
| title_short | Application of Machine Learning Identification and Classification of Muturu and Keteku Cattle Species for a Smart Agricultural Practice in Developing Countries such as Nigeria |
| title_sort | application of machine learning identification and classification of muturu and keteku cattle species for a smart agricultural practice in developing countries such as nigeria |
| topic | Cattle; Livestock husbandry; Machine learning; convolutional neural networks; smart agricultural practice |
| url | https://www.ajol.info/index.php/jasem/article/view/228274 |
| work_keys_str_mv | AT rwbello applicationofmachinelearningidentificationandclassificationofmuturuandketekucattlespeciesforasmartagriculturalpracticeindevelopingcountriessuchasnigeria AT esikeremo applicationofmachinelearningidentificationandclassificationofmuturuandketekucattlespeciesforasmartagriculturalpracticeindevelopingcountriessuchasnigeria AT daolubummo applicationofmachinelearningidentificationandclassificationofmuturuandketekucattlespeciesforasmartagriculturalpracticeindevelopingcountriessuchasnigeria |