Estimation of Botanical Composition in Mixed Clover–Grass Fields Using Machine Learning-Based Image Analysis

This study aims to provide an effective image analysis method for clover detection and botanical composition (BC) estimation in clover–grass mixture fields. Three transfer learning methods, namely, fine-tuned DeepLab V3+, SegNet, and fully convolutional network-8s (FCN-8s), were utilized to detect c...

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Detalles Bibliográficos
Autores principales: Sun, Sashuang, Liang, Ning, Zuo, Zhiyu, Parsons, David, Morel, Julien, Shi, Jiang, Wang, Zhao, Luo, Letan, Zhao, Lin, Fang, Hui, He, Yong, Zhou, Zhenjiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Plant Science
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7905353/
https://www.ncbi.nlm.nih.gov/pubmed/33643352
http://dx.doi.org/10.3389/fpls.2021.622429

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7905353/
https://www.ncbi.nlm.nih.gov/pubmed/33643352
http://dx.doi.org/10.3389/fpls.2021.622429

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