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Original Research
Published 28 August 2026
A lightweight deep learning framework for early fire and smoke detection in forest fire monitoring
Jie Hu · Zishuai Jia · Jiaxin Feng · Yian Ding · Shujie Wang · Shuai Zhang · Juan Liu
Frontiers in Forests and Global Change
doi 10.3389/ffgc.2026.1919686