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Moving object detection in video sequence images based on an improved visual background extraction algorithm

机译:基于改进的视觉背景提取算法在视频序列图像中移动对象检测

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摘要

Visual background extraction is a method for detecting moving objects in video sequence images. In the traditional visual background extraction algorithm, ghost phenomena and dynamic background interference exist in the detection results. In order to speed up ghost removal and suppress the interference of dynamic background, an improved visual background extraction algorithm is proposed. In this method, secondary judgment is added to eliminate ghost pixel interference in the process of spatial transmission of pixels, and the flicker degree of pixels is analyzed to suppress the interference of dynamic background pixels. In order to improve the detection effect, the edge of moving object is obtained by edge detection method, then filled and fused with the detected object. Finally, the detection of moving object is optimized by means of median filtering and mathematical morphology. The simulation results show that the improved algorithm accelerate ghost removal, effectively suppresses the noise interference caused by dynamic background, and improves the accuracy of moving object detection.
机译:视觉背景提取是用于检测视频序列图像中的移动对象的方法。在传统的视觉背景提取算法中,在检测结果中存在重影现象和动态背景干扰。为了加速幽灵移除和抑制动态背景的干扰,提出了一种改进的视觉背景提取算法。在该方法中,添加次要判断以消除像素的空间传输过程中的重影像素干扰,并且分析了像素的闪烁程度以抑制动态背景像素的干扰。为了提高检测效果,通过边缘检测方法获得移动物体的边缘,然后填充并与检测到的对象融合。最后,通过中值滤波和数学形态进行了优化了移动物体的检测。仿真结果表明,改进的算法加速了幽灵移除,有效地抑制了动态背景引起的噪声干扰,提高了移动物体检测的准确性。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2020年第40期|29663-29684|共22页
  • 作者单位

    College of Information Science and Engineering Xinjiang University 666 Shengli Road Tianshan District Urumqi. China;

    College of Information Science and Engineering Xinjiang University 666 Shengli Road Tianshan District Urumqi. China;

    Institute of Image Processing and Pattern Recognition Shanghai Jiao Tong University 2-427 SEIEE Building 800 Dong Chun Road Shanghai China;

    Knowledge Engineering and Discovery Research Institute Auckland University of Technology Private Bag 92006 Auckland New Zealand;

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

    Moving object detection; Visual background extraction; Ghost removal; Dynamic background; Edge detection;

    机译:移动物体检测;视觉背景提取;鬼魂删除;动态背景;边缘检测;
  • 入库时间 2022-08-18 21:29:23

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