Smoke and Fire-You Only Look Once: A Lightweight Deep Learning Model for Video Smoke and Flame Detection in Natural Scenes

Smoke and Fire-You Only Look Once: A Lightweight Deep Learning Model for Video Smoke and Flame Detection in Natural Scenes

Owing to the demand for smoke and flame detection in natural scenes, this paper proposes a lightweight deep learning model, SF-YOLO (Smoke and Fire-YOLO), for video smoke and flame detection in such environments. Firstly, YOLOv11 is employed as the backbone network, combined with the C3k2 module bas...

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Bibliographic Details
Main Authors: Chenmeng Zhao, Like Zhao, Ka Zhang, Yinghua Ren, Hui Chen, Yehua Sheng
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Fire
Subjects:
natural scenes
smoke and flame detection
video images
attention mechanism
SF-YOLO
Online Access:https://www.mdpi.com/2571-6255/8/3/104
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