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Comprehensive dataset of annotated rice panicle image from Bangladesh
Bangladesh's economy is primarily driven by the agriculture sector. Rice is one of the staple food of Bangladesh. The count of panicles per unit area serves as a widely used indicator for estimating rice yield, facilitating breeding efforts, and conducting phenotypic analysis. By calculating th...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10661701/ https://www.ncbi.nlm.nih.gov/pubmed/38020434 http://dx.doi.org/10.1016/j.dib.2023.109772 |
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author | Rashid, Mohammad Rifat Ahmmad Hossain, Md. Shafayat Fahim, MD Islam, Md. Shajibul Tahzib-E-Alindo Prito, Rizvee Hassan Sheikh, Md. Shahadat Anik Ali, Md Sawkat Hasan, Mahamudul Islam, Maheen |
author_facet | Rashid, Mohammad Rifat Ahmmad Hossain, Md. Shafayat Fahim, MD Islam, Md. Shajibul Tahzib-E-Alindo Prito, Rizvee Hassan Sheikh, Md. Shahadat Anik Ali, Md Sawkat Hasan, Mahamudul Islam, Maheen |
author_sort | Rashid, Mohammad Rifat Ahmmad |
collection | PubMed |
description | Bangladesh's economy is primarily driven by the agriculture sector. Rice is one of the staple food of Bangladesh. The count of panicles per unit area serves as a widely used indicator for estimating rice yield, facilitating breeding efforts, and conducting phenotypic analysis. By calculating the number of panicles within a given area, researchers and farmers can assess crop density, plant health, and prospective production. The conventional method of estimating rice yields in Bangladesh is time-consuming, inaccurate, and inefficient. To address the challenge of detecting rice panicles, this article provides a comprehensive dataset of annotated rice panicle images from Bangladesh. Data collection was done by a drone equipped with a 4 K resolution camera, and it took place on April 25, 2023, in Bonkhoria Gazipur, Bangladesh. During the day, the drone captured the rice field from various heights and perspectives. After employing various image processing techniques for curation and annotation, the dataset was generated using images extracted from drone video clips, which were then annotated with information regarding rice panicles. The dataset is the largest publicly accessible collection of rice panicle images from Bangladesh, consisting of 2193 original images and 5701 augmented images. |
format | Online Article Text |
id | pubmed-10661701 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-106617012023-11-04 Comprehensive dataset of annotated rice panicle image from Bangladesh Rashid, Mohammad Rifat Ahmmad Hossain, Md. Shafayat Fahim, MD Islam, Md. Shajibul Tahzib-E-Alindo Prito, Rizvee Hassan Sheikh, Md. Shahadat Anik Ali, Md Sawkat Hasan, Mahamudul Islam, Maheen Data Brief Data Article Bangladesh's economy is primarily driven by the agriculture sector. Rice is one of the staple food of Bangladesh. The count of panicles per unit area serves as a widely used indicator for estimating rice yield, facilitating breeding efforts, and conducting phenotypic analysis. By calculating the number of panicles within a given area, researchers and farmers can assess crop density, plant health, and prospective production. The conventional method of estimating rice yields in Bangladesh is time-consuming, inaccurate, and inefficient. To address the challenge of detecting rice panicles, this article provides a comprehensive dataset of annotated rice panicle images from Bangladesh. Data collection was done by a drone equipped with a 4 K resolution camera, and it took place on April 25, 2023, in Bonkhoria Gazipur, Bangladesh. During the day, the drone captured the rice field from various heights and perspectives. After employing various image processing techniques for curation and annotation, the dataset was generated using images extracted from drone video clips, which were then annotated with information regarding rice panicles. The dataset is the largest publicly accessible collection of rice panicle images from Bangladesh, consisting of 2193 original images and 5701 augmented images. Elsevier 2023-11-04 /pmc/articles/PMC10661701/ /pubmed/38020434 http://dx.doi.org/10.1016/j.dib.2023.109772 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Data Article Rashid, Mohammad Rifat Ahmmad Hossain, Md. Shafayat Fahim, MD Islam, Md. Shajibul Tahzib-E-Alindo Prito, Rizvee Hassan Sheikh, Md. Shahadat Anik Ali, Md Sawkat Hasan, Mahamudul Islam, Maheen Comprehensive dataset of annotated rice panicle image from Bangladesh |
title | Comprehensive dataset of annotated rice panicle image from Bangladesh |
title_full | Comprehensive dataset of annotated rice panicle image from Bangladesh |
title_fullStr | Comprehensive dataset of annotated rice panicle image from Bangladesh |
title_full_unstemmed | Comprehensive dataset of annotated rice panicle image from Bangladesh |
title_short | Comprehensive dataset of annotated rice panicle image from Bangladesh |
title_sort | comprehensive dataset of annotated rice panicle image from bangladesh |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10661701/ https://www.ncbi.nlm.nih.gov/pubmed/38020434 http://dx.doi.org/10.1016/j.dib.2023.109772 |
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