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Yun-Hong Ding

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Open access Sep 2026

Real-Time Tiny Fire-Spot Detection in Farmland Scenes Based on an Improved YOLOv11

Farmland straw burning can produce incipient fire spots that occupy only a few pixels in UAV images and are easily confused with straw reflections, soil highlights, smoke, and illumination changes. This study proposes FireFly-YOLOv11, a real-time detector for tiny fire-spot detection under edge-device constraints. A st...

Lin Zhang, Xin-Nian Yang, Ming-Yang Wang et al. · 0 citations

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