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A dataset of cassava whitefly count images
Whiteflies are insect vectors that affect a variety of plants such as tomatoes, cabbages, sweet potatoes, eggplants, and cassava. In Uganda, whiteflies are a major contributor to the spread of Cassava Brown Streak Disease (CBSD). By suckling on infected cassava plants, whiteflies can potentially tra...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8845108/ https://www.ncbi.nlm.nih.gov/pubmed/35198687 http://dx.doi.org/10.1016/j.dib.2022.107911 |
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author | Nakatumba-Nabende, Joyce Tusubira, Jeremy Francis Babirye, Claire Nsumba, Solomon Abu, Christopher Omongo |
author_facet | Nakatumba-Nabende, Joyce Tusubira, Jeremy Francis Babirye, Claire Nsumba, Solomon Abu, Christopher Omongo |
author_sort | Nakatumba-Nabende, Joyce |
collection | PubMed |
description | Whiteflies are insect vectors that affect a variety of plants such as tomatoes, cabbages, sweet potatoes, eggplants, and cassava. In Uganda, whiteflies are a major contributor to the spread of Cassava Brown Streak Disease (CBSD). By suckling on infected cassava plants, whiteflies can potentially transfer the Cassava Brown Streak Virus that causes CBSD to uninfected clean plants nearby when they migrate. When they attack the cassava plants in large numbers, whiteflies can also cause significant physical damage through suckling. This eventually can lead to leaf loss or plant death. Whiteflies also excrete “honeydew”, which harbors a fungus known as “sooty mold” that covers the leaves, limiting access to sunlight which in turn affects plant food production. As part of their work, the cassava breeders often conduct studies to assess the population of whiteflies in cassava fields through a manual process of visual inspection which can be arduous and time-consuming. This paper presents a cassava whitefly dataset that has been curated to enable researchers to build solutions for the automation of the count and detection of whiteflies. The dataset contains 3,000 images captured in a whitefly trial site in Uganda. It depicts different variations of whitefly infestation from low to high infestation. This data has already been used to provide a proof-of-concept solution for whitefly counting based on Machine Learning approaches. |
format | Online Article Text |
id | pubmed-8845108 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-88451082022-02-22 A dataset of cassava whitefly count images Nakatumba-Nabende, Joyce Tusubira, Jeremy Francis Babirye, Claire Nsumba, Solomon Abu, Christopher Omongo Data Brief Data Article Whiteflies are insect vectors that affect a variety of plants such as tomatoes, cabbages, sweet potatoes, eggplants, and cassava. In Uganda, whiteflies are a major contributor to the spread of Cassava Brown Streak Disease (CBSD). By suckling on infected cassava plants, whiteflies can potentially transfer the Cassava Brown Streak Virus that causes CBSD to uninfected clean plants nearby when they migrate. When they attack the cassava plants in large numbers, whiteflies can also cause significant physical damage through suckling. This eventually can lead to leaf loss or plant death. Whiteflies also excrete “honeydew”, which harbors a fungus known as “sooty mold” that covers the leaves, limiting access to sunlight which in turn affects plant food production. As part of their work, the cassava breeders often conduct studies to assess the population of whiteflies in cassava fields through a manual process of visual inspection which can be arduous and time-consuming. This paper presents a cassava whitefly dataset that has been curated to enable researchers to build solutions for the automation of the count and detection of whiteflies. The dataset contains 3,000 images captured in a whitefly trial site in Uganda. It depicts different variations of whitefly infestation from low to high infestation. This data has already been used to provide a proof-of-concept solution for whitefly counting based on Machine Learning approaches. Elsevier 2022-02-03 /pmc/articles/PMC8845108/ /pubmed/35198687 http://dx.doi.org/10.1016/j.dib.2022.107911 Text en © 2022 The Authors. Published by Elsevier Inc. 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 Nakatumba-Nabende, Joyce Tusubira, Jeremy Francis Babirye, Claire Nsumba, Solomon Abu, Christopher Omongo A dataset of cassava whitefly count images |
title | A dataset of cassava whitefly count images |
title_full | A dataset of cassava whitefly count images |
title_fullStr | A dataset of cassava whitefly count images |
title_full_unstemmed | A dataset of cassava whitefly count images |
title_short | A dataset of cassava whitefly count images |
title_sort | dataset of cassava whitefly count images |
topic | Data Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8845108/ https://www.ncbi.nlm.nih.gov/pubmed/35198687 http://dx.doi.org/10.1016/j.dib.2022.107911 |
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