Denoising Diffusion Probabilistic Models and Transfer Learning for citrus disease diagnosis

ProblemsPlant Disease diagnosis based on deep learning mechanisms has been extensively studied and applied. However, the complex and dynamic agricultural growth environment results in significant variations in the distribution of state samples, and the lack of sufficient real disease databases weake...

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Bibliographic Details

Published in:	Frontiers in Plant Science
Main Authors:	Yuchen Li, Jianwen Guo, Honghua Qiu, Fengyi Chen, Junqi Zhang
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2023-12-01
Subjects:	plant disease diagnosis citrus Denoising Diffusion Probabilistic Models (DDPM) Transfer Learning Swin Transformer
Online Access:	https://www.frontiersin.org/articles/10.3389/fpls.2023.1267810/full