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Identification of tobacco leaf diseases using hyperspectral imaging and machine learning with SHAP interpretability analysis

Tobacco leaf diseases significantly affect yield and quality, underscoring the need for rapid and non-destructive diagnostic tools. Although hyperspectral imaging (HSI) has been applied in tobacco pathology, most existing studies focus on single diseases and lack generalized, interpretable framework...

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Principais autores: Peng Luo, Yang Yang, Huilai Zhang, Man Yi, Xianguo Zhou, Yide Yang, Huabao Chen, Min Yan, Chunxian Jiang
פורמט: Artigo
שפה:Inglês
יצא לאור: Frontiers Media S.A. 2026-01-01
סדרה:Frontiers in Plant Science
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גישה מקוונת:https://www.frontiersin.org/articles/10.3389/fpls.2025.1711972/full
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