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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...

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Autores principales: Nakatumba-Nabende, Joyce, Tusubira, Jeremy Francis, Babirye, Claire, Nsumba, Solomon, Abu, Christopher Omongo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
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.
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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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