GAN-based image prediction of maize growth across varieties and developmental stages

GAN-based image prediction of maize growth across varieties and developmental stages

Abstract Background Plant growth prediction assists physiologists and botanists in analyzing future development trends, thereby shortening experimental cycles and reducing costs. Traditional growth prediction methods mainly focused on phenotypic traits instead of images, which leads to limited visua...

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Bibliographic Details
Main Authors: Xinyi Wang, Shilong Liu, Zhihao Wang, Zedong Geng, Weikun Li, Chengxiu Wu, Yingjie Xiao, Wanneng Yang, Lingfeng Duan
Format: Article
Language:English
Published: BMC 2025-08-01
Series:Plant Methods
Subjects:
Visualized growth prediction
High resolution
Pix2PixHD
Maize
Whole growth periods
Online Access:https://doi.org/10.1186/s13007-025-01430-4
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