A lightweight hybrid transformer approach for hyperspectral imaging-based drought tolerance evaluation in tea plants

This study established a robust technical foundation for rapid, accurate, and non-destructive comprehensive evaluation of drought tolerance for tea plant germplasm resources. However, it should be noted that they were based on a specific set of greenhouse-cultivated samples, and further validation under field conditions with expanded germplasm resources would strengthen generalizability. Anyway, the demonstrated potential of the Transformer-based model in our study advances phenomics of tea plants toward greater intelligence and efficiency.

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Publication Details

Journal
Plant Methods
Published
2025-12-31
DOI
https://doi.org/10.1186/s13007-025-01487-1
Primary Topic
Remote Sensing in Agriculture
Type
article
Field-Weighted Citation Impact
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article

A lightweight hybrid transformer approach for hyperspectral imaging-based drought tolerance evaluation in tea plants

Yuchen Li, Yi Zhang, Jiazhi Shen, Yilin Mao et al.
Plant Methods
Remote Sensing in Agriculture
article

A lightweight hybrid transformer approach for hyperspectral imaging-based drought tolerance evaluation in tea plants

Yuchen Li, Yi Zhang, Jiazhi Shen, Yilin Mao, Yu Wang, Xiao Han, Zhaotang Ding, Hao Chen, Litao Sun
article en

Abstract

This study established a robust technical foundation for rapid, accurate, and non-destructive comprehensive evaluation of drought tolerance for tea plant germplasm resources. However, it should be noted that they were based on a specific set of greenhouse-cultivated samples, and further validation under field conditions with expanded germplasm resources would strengthen generalizability. Anyway, the demonstrated potential of the Transformer-based model in our study advances phenomics of tea plants toward greater intelligence and efficiency.

Plant MethodsVol. 22(1)
Qingdao Agricultural University (CN), Shandong Academy of Agricultural Sciences (CN), Tea Research Institute (CN)
Responsible consumption and production
Openalex Percentile: Top 28%
Remote Sensing in Agriculture
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