An efficient non-parametric feature calibration method for few-shot plant disease classification

The temporal and spatial irregularity of plant diseases results in insufficient image data for certain diseases, challenging traditional deep learning methods that rely on large amounts of manually annotated data for training. Few-shot learning has emerged as an effective solution to this problem. T...

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Bibliographic Details
Main Authors: Jiqing Li, Zhendong Yin, Dasen Li, Hongjun Zhang, Mingdong Xu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-05-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1541982/full
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