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Table · dataset · 2026

<b>AgroVisionBD:</b> A Primary Image Dataset of Healthy and Diseased Banana, Mango, and Papaya Fruits and Leaves from Bangladesh

Listed in HKU DataHub and figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.34005402.v1

<p dir="ltr"><b>AgroVisionBD</b> is a primary image collection of healthy and diseased banana, mango, and papaya fruits and leaves acquired in Bangladesh.

Description

The repository contains 5,280 RGB JPEG images organized into 18 classes, comprising 12 disease-related and six healthy classes. The collection includes 2,261 fruit images and 3,019 leaf images.</p><p dir="ltr">Images were collected between May and September 2025 from Mirpur, Dhaka, and Patuakhali, Barishal Division, Bangladesh.

Image acquisition was performed using Apple iPhone 16 Pro Max and Xiaomi Redmi Note 15 Pro smartphones under practical acquisition conditions. Variations in background, illumination, viewing angle, orientation, acquisition distance, and visible disease severity were retained. All images included in this release were collected directly by the research team; no images obtained from websites or previously published public datasets are included.</p><p dir="ltr">Images were manually curated for visual quality and class consistency, while perceptual hashing (pHash) was used to support duplicate and near-duplicate screening.

Read the rest (2 more)

An external academic expert in agronomy reviewed all 18 class definitions together with representative images. Sixteen classes were recorded as Accepted, while <code>mango_anthracnose_fruit</code> and <code>mango_black_spot_fruit</code> were recorded as Moderate because of overlapping visual characteristics. The validation represents class-level visual assessment and does not constitute laboratory or pathogen-confirmed diagnosis.</p><p dir="ltr">The repository includes the original-resolution image collection, image-level <code>metadata.csv</code>, class-level documentation, expert-validation information, and a README describing the dataset structure and reuse conditions.

Image-level metadata include class information, collection location, capture device, image dimensions, image format, color mode, file size, and relative repository path.</p><p dir="ltr">AgroVisionBD is intended for reuse in plant disease classification, transfer learning, agricultural computer vision, machine learning, feature extraction, explainable AI, class-imbalance analysis, and related image-based agricultural research.</p>

Links

Where it is published

Catalogue records · 1

Topics

Inferred from text
Disease 75% · Image 75%
Provenance · 3 source records, 40 field assertions
SourceKeyLast seenRaw
HKU DataHuboai:figshare.com:article/340054025 d agoJSON v1
figshareoai:figshare.com:article/340054024 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/340054024 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[disease].local:disease:diseaseenrichment · datahub hku hkkeyword-concept-rules@1.0.0title+description (75%)
concepts[field].anzsrc:field:310805mapping · figshare comvocabulary-mapper@1.0.0keywords['Plant pathology']
concepts[field].anzsrc:field:310805mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Plant pathology']
concepts[field].anzsrc:field:310805mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Plant pathology']
concepts[field].anzsrc:field:460306mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Image processing']
concepts[field].anzsrc:field:460306mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Image processing']
concepts[field].anzsrc:field:460306mapping · figshare comvocabulary-mapper@1.0.0keywords['Image processing']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:humanitiesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:life-sciencesmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
concepts[modality].local:modality:imageenrichment · datahub hku hkkeyword-concept-rules@1.0.0title+description (75%)
descriptionsource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/description
licensesource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/rights
publication_datesource · datahub hku hkconnector:datahub_hku_hk@1.0.0
titlesource · datahub hku hkconnector:datahub_hku_hk@1.0.0/metadata/dc/title