An edge-enhanced detector, HieraEdgeNet, reports mAP@.5:.95 of 0.8444 on a 120-class pollen dataset, outperforming YOLOv12n and RT-DETR baselines on that benchmark.
The influence of environmental pollution on the allergenic potential of grass pollen
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HieraEdgeNet: A Multi-Scale Edge-Enhanced Framework for Automated Pollen Recognition
An edge-enhanced detector, HieraEdgeNet, reports mAP@.5:.95 of 0.8444 on a 120-class pollen dataset, outperforming YOLOv12n and RT-DETR baselines on that benchmark.