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Multi-feature fusion based fast video flame detection

机译:基于多特征融合的快速视频火焰检测

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摘要

A video flame detection method based on the multi-feature fusion is presented in this paper. The temporal and spatial characteristics of flames, such as ordinary flame movement and color clues, a flame flickering detection algorithm is incorporated into the scheme to detect fires in color video sequences. An improved Gaussian mixture model method is firstly adopted to extract moving foreground objects from the still background of detection scenes; secondly, detected moving objects are then categorized into candidate and non-candidate flame regions by using a flame color filtering algorithm; finally, a flame flicker identification algorithm based on statistical frequency counting is used to distinguish true flames from fire-like objects in video images. Testing results show that the proposed algorithms are effective, robust and efficient. The processing rate of the flame detection method can achieve 24 fps with image size of 320 × 240 pixels on a PC with an AMD 2.04 GHz processor.
机译:提出了一种基于多特征融合的视频火焰检测方法。火焰的时间和空间特征,例如普通的火焰运动和颜色线索,将火焰闪烁检测算法结合到该方案中,以检测彩色视频序列中的火焰。首先采用改进的高斯混合模型方法从检测场景的静止背景中提取运动前景物体。其次,利用火焰颜色过滤算法将检测到的移动物体分类为候选和非候选火焰区域。最后,使用基于统计频率计数的火焰闪烁识别算法,将真实的火焰与视频图像中的火似物体区分开。测试结果表明,该算法是有效,鲁棒和高效的。在配备AMD 2.04 GHz处理器的PC上,火焰检测方法的处理速率可以达到24 fps,图像尺寸为320×240像素。

著录项

  • 来源
    《Building and Environment》 |2010年第5期|1113-1122|共10页
  • 作者

    Juan Chen; Yaping He; Jian Wang;

  • 作者单位

    State Key Laboratory of Fire Science, University of Science and Technology of China, Hefei 230027, PR China Zhejiang Key Laboratory of Safety Engineering and Technology Research, Zhejiang Institute of Safety Science and Technology, Hangzhou 310012, PR China;

    School of Engineering, University of Western Sydney, Australia;

    State Key Laboratory of Fire Science, University of Science and Technology of China, Hefei 230027, PR China;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    motion detection; gaussian mixture model; color mapping; flickering analysis;

    机译:运动检测;高斯混合模型颜色映射;闪烁分析;
  • 入库时间 2022-08-17 23:54:39

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