Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages

Strawberry (Fragaria X ananassa) is one of the most popular fruits cultivated around the world. That is owing to its unique flavor and nutritious properties in addition to the wide usage utility in fresh or processed condition. Strawberry fruits also have a significant economic importance around the...

Full description

Bibliographic Details
Main Authors: Esraa Elhariri, Nashwa El-Bendary, Samir Mahmoud Saleh
Format: Article
Language:English
Published: Elsevier 2023-06-01
Series:Data in Brief
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2352340923002846
_version_ 1797798105069912064
author Esraa Elhariri
Nashwa El-Bendary
Samir Mahmoud Saleh
author_facet Esraa Elhariri
Nashwa El-Bendary
Samir Mahmoud Saleh
author_sort Esraa Elhariri
collection DOAJ
description Strawberry (Fragaria X ananassa) is one of the most popular fruits cultivated around the world. That is owing to its unique flavor and nutritious properties in addition to the wide usage utility in fresh or processed condition. Strawberry fruits also have a significant economic importance around the world with strong potential as an export commodity. As a matter of fact, investigation and assessment of various strawberry fruit characteristics at different developmental stages is crucial for candidate cultivars selection in fruit plantation as well as fruit yield prediction. Strawberry fruits developmental stage is conventionally applied visually based on expert knowledge, which is a time and labor exhaustive process. Thus, this paper presents a dataset, namely Strawberry-DS (Strawberry-Developmental Stages) dataset, consisting of strawberry fruits (Festival CV type) expert-annotated images at various developmental stages. Data collection was performed on site during the period between January and March from a greenhouse located in the Central Laboratory for Agricultural Climate (CLAC) at the Agricultural Research Center of the Ministry of Agriculture and Land Reclamation in Giza, Egypt. The dataset comprises 247 high-resolution RGB (.jpg) images annotated manually, using Roboflow Annotate annotation tool with reference to ground truth Region of Interest (RoI), and presented in YOLO (.txt files) format. The presented Strawberry-DS dataset can be generally used for developing various automated models of strawberry fruits detection, fruits maturity stage classification, as well as visual counting, through taking into account the visual features such as shape, color, size, and texture of strawberry fruits. Strawberry-DS is freely available at: https://data.mendeley.com/datasets/z6dtfdpzz8/1.
first_indexed 2024-03-13T03:58:30Z
format Article
id doaj.art-e27f7c6090a449b8969f842f3fc0da19
institution Directory Open Access Journal
issn 2352-3409
language English
last_indexed 2024-03-13T03:58:30Z
publishDate 2023-06-01
publisher Elsevier
record_format Article
series Data in Brief
spelling doaj.art-e27f7c6090a449b8969f842f3fc0da192023-06-22T05:03:49ZengElsevierData in Brief2352-34092023-06-0148109165Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stagesEsraa Elhariri0Nashwa El-Bendary1Samir Mahmoud Saleh2Faculty of Computers and Artificial Intelligence, Fayoum University, Fayoum, Egypt; Corresponding authors.College of Computing and Information Technology, Arab Academy for Science, Technology and Maritime Transport (AASTMT), Aswan, Egypt; Corresponding authors.Central Laboratory for Agricultural Climate, Agricultural Research Center, Giza, EgyptStrawberry (Fragaria X ananassa) is one of the most popular fruits cultivated around the world. That is owing to its unique flavor and nutritious properties in addition to the wide usage utility in fresh or processed condition. Strawberry fruits also have a significant economic importance around the world with strong potential as an export commodity. As a matter of fact, investigation and assessment of various strawberry fruit characteristics at different developmental stages is crucial for candidate cultivars selection in fruit plantation as well as fruit yield prediction. Strawberry fruits developmental stage is conventionally applied visually based on expert knowledge, which is a time and labor exhaustive process. Thus, this paper presents a dataset, namely Strawberry-DS (Strawberry-Developmental Stages) dataset, consisting of strawberry fruits (Festival CV type) expert-annotated images at various developmental stages. Data collection was performed on site during the period between January and March from a greenhouse located in the Central Laboratory for Agricultural Climate (CLAC) at the Agricultural Research Center of the Ministry of Agriculture and Land Reclamation in Giza, Egypt. The dataset comprises 247 high-resolution RGB (.jpg) images annotated manually, using Roboflow Annotate annotation tool with reference to ground truth Region of Interest (RoI), and presented in YOLO (.txt files) format. The presented Strawberry-DS dataset can be generally used for developing various automated models of strawberry fruits detection, fruits maturity stage classification, as well as visual counting, through taking into account the visual features such as shape, color, size, and texture of strawberry fruits. Strawberry-DS is freely available at: https://data.mendeley.com/datasets/z6dtfdpzz8/1.http://www.sciencedirect.com/science/article/pii/S2352340923002846Strawberry maturity classificationRipenessAgricultural cropsDeep learningMachine learningObject detection
spellingShingle Esraa Elhariri
Nashwa El-Bendary
Samir Mahmoud Saleh
Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages
Data in Brief
Strawberry maturity classification
Ripeness
Agricultural crops
Deep learning
Machine learning
Object detection
title Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages
title_full Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages
title_fullStr Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages
title_full_unstemmed Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages
title_short Strawberry-DS: Dataset of annotated strawberry fruits images with various developmental stages
title_sort strawberry ds dataset of annotated strawberry fruits images with various developmental stages
topic Strawberry maturity classification
Ripeness
Agricultural crops
Deep learning
Machine learning
Object detection
url http://www.sciencedirect.com/science/article/pii/S2352340923002846
work_keys_str_mv AT esraaelhariri strawberrydsdatasetofannotatedstrawberryfruitsimageswithvariousdevelopmentalstages
AT nashwaelbendary strawberrydsdatasetofannotatedstrawberryfruitsimageswithvariousdevelopmentalstages
AT samirmahmoudsaleh strawberrydsdatasetofannotatedstrawberryfruitsimageswithvariousdevelopmentalstages