FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials

Abstract FieldimageR.Extra is an advanced R package that enhances user experience and computational efficiency in analyzing orthomosaic images from agricultural field trials. Through the integration of modern GIS libraries like terra, stars, and sf, it surpasses traditional packages like raster and...

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Main Authors: Popat S. Pawar, Filipe Inacio Matias
Format: Article
Language:English
Published: Wiley 2023-12-01
Series:Plant Phenome Journal
Online Access:https://doi.org/10.1002/ppj2.20083
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author Popat S. Pawar
Filipe Inacio Matias
author_facet Popat S. Pawar
Filipe Inacio Matias
author_sort Popat S. Pawar
collection DOAJ
description Abstract FieldimageR.Extra is an advanced R package that enhances user experience and computational efficiency in analyzing orthomosaic images from agricultural field trials. Through the integration of modern GIS libraries like terra, stars, and sf, it surpasses traditional packages like raster and sp. The FieldimageR.Extra offers interactive visualization, vector feature creation, and spatial data editing within the R environment through the integration of mapview and mapedit packages. Notably, FieldimageR.Extra introduces new functions like fieldShape_render and fieldShape_edit, enabling flexible plot grid generation and editing capabilities. Comparative evaluations demonstrate the superior performance of FieldimageR.Extra in handling spatial data, crop and extract operations, and plot grid generation. With its comprehensive features, FieldimageR.Extra stands as a valuable addition to the FieldimageR R package, offering researchers efficient tools for unmanned aerial vehicle‐based orthomosaic image analysis in agricultural research. FIELDimageR.Extra is publicly available as a GitHub repository (https://github.com/filipematias23/FIELDimageR.Extra).
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spelling doaj.art-7a9436bbd89146798bcf8c7a832fca2c2023-12-28T02:10:32ZengWileyPlant Phenome Journal2578-27032023-12-0161n/an/a10.1002/ppj2.20083FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trialsPopat S. Pawar0Filipe Inacio Matias1College of Agricultural Engineering Jawaharlal Nehru Krishi Vishwa Vidyalaya (JNKVV) Jabalpur Madhya Pradesh IndiaPhenome‐Force Learning Community Uberlândia BrazilAbstract FieldimageR.Extra is an advanced R package that enhances user experience and computational efficiency in analyzing orthomosaic images from agricultural field trials. Through the integration of modern GIS libraries like terra, stars, and sf, it surpasses traditional packages like raster and sp. The FieldimageR.Extra offers interactive visualization, vector feature creation, and spatial data editing within the R environment through the integration of mapview and mapedit packages. Notably, FieldimageR.Extra introduces new functions like fieldShape_render and fieldShape_edit, enabling flexible plot grid generation and editing capabilities. Comparative evaluations demonstrate the superior performance of FieldimageR.Extra in handling spatial data, crop and extract operations, and plot grid generation. With its comprehensive features, FieldimageR.Extra stands as a valuable addition to the FieldimageR R package, offering researchers efficient tools for unmanned aerial vehicle‐based orthomosaic image analysis in agricultural research. FIELDimageR.Extra is publicly available as a GitHub repository (https://github.com/filipematias23/FIELDimageR.Extra).https://doi.org/10.1002/ppj2.20083
spellingShingle Popat S. Pawar
Filipe Inacio Matias
FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
Plant Phenome Journal
title FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
title_full FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
title_fullStr FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
title_full_unstemmed FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
title_short FIELDimageR.Extra: Advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
title_sort fieldimager extra advancing user experience and computational efficiency for analysis of orthomosaic from agricultural field trials
url https://doi.org/10.1002/ppj2.20083
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