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Ze-Jiang Li

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Open access Sep 2026

Flora-YOLO: A lightweight framework for real-time rose grading on edge devices via structural optimization and feature refinement

Precise flower grading in modern agriculture is critical for determining market value but remains hindered by inefficient manual labor and the computational constraints of edge devices. To address these challenges, this paper introduces Flora-YOLO, a lightweight and robust detection framework built upon the YOLO11n arc...

Wen-Wei Liu, Jin-Yu Xu, Guo-Ao Wang et al. · 0 citations

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