Vision foundation model for agricultural applications with efficient layer aggregation network

Jianxiong Ye, Zhenghong Yu, Jiewu Lin, Hongyuan Li, Lisheng Lin

Published: 01 Dec 2024, Last Modified: 09 Nov 2025Expert Systems with ApplicationsEveryoneRevisionsCC BY-SA 4.0
Abstract: Highlights•A powerful agricultural vision tool for future research and applications.•Concise and efficient architecture with 16-fold downsampling encoder and 2-layer decoder.•Efficient layer aggregation network for lightweight, high-performance, and robust modeling.•Reporting state-of-the-art performance on three publicly available plant datasets.
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