Few-shot learning approach with multi-scale feature fusion and attention for plant disease recognition

Image-based deep learning method for plant disease diagnosing is promising but relies on large-scale dataset. Currently, the shortage of data has become an obstacle to leverage deep learning methods. Few-shot learning can generalize to new categories with the supports of few samples, which is very h...

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Bibliographic Details
Main Authors: Hong Lin, Rita Tse, Su-Kit Tang, Zhen-ping Qiang, Giovanni Pau
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-09-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2022.907916/full