Diagnosis of early nitrogen, phosphorus and potassium deficiency categories in rice based on multimodal integration and knowledge distillation

Abstract Rapid, non-destructive, lightweight and accurate diagnosis of early stage nutrient deficiency in rice is essential for both yield and quality. Traditional diagnostic methods often exhibit low efficiency, reduced accuracy, and a lack of timeliness. To address these issues, a diagnostic metho...

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Bibliographic Details
Main Authors: Xuanying Liao, Hongyun Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
Online Access:https://doi.org/10.1038/s41598-025-97585-0
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