DSC-DeepLabv3+: a lightweight semantic segmentation model for weed identification in maize fields

IntroductionWeeds compete with crops for water, nutrients, and light, negatively impacting maize yield and quality. To enhance weed identification accuracy and meet the requirements of precision agriculture, we propose a lightweight semantic segmentation model named DSC-DeepLabv3+.MethodsMobileNetV2...

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Bibliographic Details

Published in:	Frontiers in Plant Science
Main Authors:	Haitao Fu, Xiaoyao Li, Li Zhu, Xin Pan, Tuo Wu, Wen Li, Yuxuan Feng
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2025-09-01
Subjects:	weed recognition lightweight semantic segmentation DeepLabV3+ feature fusion attention mechanisms
Online Access:	https://www.frontiersin.org/articles/10.3389/fpls.2025.1647736/full