Real time fire and smoke detection using vision transformers and spatiotemporal learning

Abstract The detection of fire and smoke in images and videos is essential for environmental monitoring and safety; however, the unpredictable nature of fires makes it a difficult task. Although traditional methods such as CNNs, LSTMs, and 3D-CNNs have made progress in fire detection, they frequentl...

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Principais autores:	Umesh Kumar Lilhore, Yogesh Kumar Sharma, Kavitha Venkatachari, Nikhil Kumar Jain, Sultan Aldossary, Shimaa A. Hussien, Ehab Seif Ghith, Lidia Gosy Tekeste, Sarita Simaiya
פורמט:	Artigo
שפה:	Inglês
יצא לאור:	Nature Portfolio 2026-03-01
סדרה:	Scientific Reports
נושאים:	Fire detection Smoke detection Vision transformers 3D-CNNs Multimodal fusion Spatio-temporal features
גישה מקוונת:	https://doi.org/10.1038/s41598-026-36687-9
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