AMS-MLP: adaptive multi-scale MLP network with multi-scale context relation decoder for pepper leaf segmentation

AMS-MLP: adaptive multi-scale MLP network with multi-scale context relation decoder for pepper leaf segmentation

IntroductionPepper leaf segmentation plays a pivotal role in monitoring pepper leaf diseases across diverse backgrounds and ensuring healthy pepper growth. However, existing Transformer-based segmentation methods grapple with computational inefficiency, excessive parameterization, and inadequate uti...

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Bibliographic Details
Main Authors: Jiangxiong Fang, Huaxiang Liu, Shiqing Zhang, Hui Hu, Huaqi Gu, Youyao Fu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Plant Science
Subjects:
pepper leaf segmentation
multi-scale MLP
multi-path aggregation module
context relation mask module
adaptive attention mechanism
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2025.1515105/full
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https://www.frontiersin.org/articles/10.3389/fpls.2025.1515105/full

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