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Guang-Yan Ma

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Aug 2026

MFA-YOLO: a lightweight weed detection model for complex farmland environments

A YOLOv11-based lightweight weed detection model, termed multi-level feature aggregation-based YOLO (MFA-YOLO), which combines a gated progressive feature fusion (GPFF) module to enhance hierarchical feature interaction via learnable weighting and channel-wise gating, and an efficient feature aggregation (EFA) module t...

Rui Li, Guang-Yan Ma · 0 citations

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