Research and application of deep learning object detection methods for forest fire smoke recognition

Abstract Forest fires are severe ecological disasters worldwide that cause extensive ecological destruction and economic losses while threatening biodiversity and human safety. With the escalation of climate change, the frequency and intensity of forest fires are increasing annually, underscoring th...

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Bibliographic Details
Main Authors: Luhao He, Yongzhang Zhou, Lei Liu, Yuqing Zhang, Jianhua Ma
Format: Article
Language:English
Published: Nature Portfolio 2025-05-01
Series:Scientific Reports
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Online Access:https://doi.org/10.1038/s41598-025-98086-w
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