New classification of weed development stages using machine learning methods: radiomics parameters

Background: In recent years, artificial intelligence methods based on image processing have been introduced for weed identification therefore weed control. Image processing methods typically cause a heavy computer workload. Objective: The goal of this research was to create a classification model for weed development stages with better accuracy reduced workload by incorporating Region of Interest (ROI) into existing classification models. Methods: Weeds were grown and photographed in several development stages for the dataset. Using the ROI technique, commonly utilized [...]

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Publication Details

Journal
Advances in Weed Science
Published
2025-01-01
DOI
https://doi.org/10.51694/advweedsci/2025;43:00018
Primary Topic
Scientific Research Methodologies and Applications
Type
article
Field-Weighted Citation Impact
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article

New classification of weed development stages using machine learning methods: radiomics parameters

Eyyüp Gülbandılar, Ahmet Uludağ, Yasin ÇİÇEK
Advances in Weed Science
Scientific Research Methodologies and Applications
article

New classification of weed development stages using machine learning methods: radiomics parameters

Eyyüp Gülbandılar, Ahmet Uludağ, Yasin ÇİÇEK
article en

Abstract

Background: In recent years, artificial intelligence methods based on image processing have been introduced for weed identification therefore weed control. Image processing methods typically cause a heavy computer workload. Objective: The goal of this research was to create a classification model for weed development stages with better accuracy reduced workload by incorporating Region of Interest (ROI) into existing classification models. Methods: Weeds were grown and photographed in several development stages for the dataset. Using the ROI technique, commonly utilized [...]

Advances in Weed ScienceVol. 43
Openalex Percentile: Top 86%
Scientific Research Methodologies and Applications
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