Research and Application of Deep Learning Object Detection Methods for Forest Fire Smoke Recognition

Luhao He,Yongzhang Zhou, Lei Liu, Yuqing Zhang, Jianhua Ma

Scientific reports（2025）

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Deep learning,Object detection,YOLOv11x,Forest fire,Flame detection,Smoke recognition,Early warning

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