Spatial attention-guided pre-trained networks for accurate identification of crop diseases

Abstract The maintenance of agricultural productivity is critically dependent on the efficient and accurate identification of plant diseases. As observed, the manual inspection to the illness is often inefficient and error-prone, particularly under conditions such as inconsistent lighting, leaf defo...

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Bibliographic Details

Published in:	Scientific Reports
Main Authors:	Satrughan Kumar, S. S. Aravinth, Sreedhar Kollem, Munish Kumar, Quadri Noorulhasan Naveed, Azath Mubarakali, Abhishek Bhattacherjee, Addisu Frinjo Emma
Format:	Article
Language:	English
Published:	Nature Portfolio 2025-07-01
Subjects:	Deep learning EfficientNet-B3 Spatial attention Crop management Food security
Online Access:	https://doi.org/10.1038/s41598-025-08004-3