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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Juan Liu

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Open access Aug 2026

A lightweight deep learning framework for early fire and smoke detection in forest fire monitoring

FRW-YOLOv8, a lightweight YOLOv8-based model for fire and smoke detection in UAV-perspective forest scenes is proposed and FasterNeXt is introduced into the backbone to reduce redundant computation while preserving feature representation.

Jie Hu, Zi-Shuai Jia, Jiaxin Feng et al. · 1 citation

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