An improved ViBe motion detection method via background refresh from content difference

Motion object detection is a commonly used video image processing method used to extract motion regions, thereby reducing the amount of data required for further information processing such as object detection and recognition. ViBe is a high-quality motion object detection algorithm, but in practical applications, it is easy to cause scene switching in the image content due to camera pan tilt rotation and shaking, resulting in deviation in background updates and deviation in the extracted motion regions. This article introduces scene content differences analysis to achieve more reliable background updates and further reduce the computational complexity of background updates. The experiment shows that this method can improve the original ViBe algorithm in terms of quality and speed.

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Publication Details

Published
2024-10-22
DOI
https://doi.org/10.1117/12.3037707
Primary Topic
Image Processing Techniques and Applications
Type
article
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An improved ViBe motion detection method via background refresh from content difference

Peiqin Li, Ruiming Zhang, Bin Zhang, Pengwei Wang et al.
Image Processing Techniques and Applications
article

An improved ViBe motion detection method via background refresh from content difference

Peiqin Li, Ruiming Zhang, Bin Zhang, Pengwei Wang, Bingyang Li, Haoxuan Xu
article en

Abstract

Motion object detection is a commonly used video image processing method used to extract motion regions, thereby reducing the amount of data required for further information processing such as object detection and recognition. ViBe is a high-quality motion object detection algorithm, but in practical applications, it is easy to cause scene switching in the image content due to camera pan tilt rotation and shaking, resulting in deviation in background updates and deviation in the extracted motion regions. This article introduces scene content differences analysis to achieve more reliable background updates and further reduce the computational complexity of background updates. The experiment shows that this method can improve the original ViBe algorithm in terms of quality and speed.

National University of Defense Technology (CN)
Openalex Percentile: Top 71%
Image Processing Techniques and Applications
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