GPU-Accelerated Real-Time Video Background Subtraction

被引:0
|
作者
Boghdady, Ramy [1 ]
Salama, Cherif [1 ]
Wahba, Ayman [1 ]
机构
[1] Ain Shams Univ, Fac Engn, Comp & Syst Engn Dept, Cairo, Egypt
关键词
Background Subtraction; Single Gaussian Model; GPU-Acceleration; Multiple Videos Processing;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Identifying objects of interest in a video sequence is a fundamental and essential part in many vision systems. A common method to achieve that goal is to perform background subtraction. For automated surveillance systems with multiple cameras, real-time background subtraction is particularly important. In this paper, we examine how to exploit GPU parallelism to accelerate the single Gaussian background subtraction algorithm achieving real-time processing of multiple concurrent videos. Experiments performed on a low end GPU showed promising results.
引用
收藏
页码:34 / 39
页数:6
相关论文
共 50 条
  • [1] GPU-Accelerated Video Background Subtraction Using Gabor Detector
    Qin, Lixia
    Sheng, Bin
    Lin, Weiyao
    Wu, Wen
    Shen, Ruimin
    JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2015, 32 : 1 - 9
  • [2] GPU-Accelerated Foreground Segmentation and Labeling for Real-Time Video Surveillance
    Song, Wei
    Tian, Yifei
    Fong, Simon
    Cho, Kyungeun
    Wang, Wei
    Zhang, Weiqiang
    SUSTAINABILITY, 2016, 8 (10)
  • [3] GPU-accelerated real-time stixel computation
    Hernandez-Juarez, Daniel
    Espinosa, Antonio
    Moure, Juan C.
    Vazquez, David
    Lopez, Antonio M.
    2017 IEEE WINTER CONFERENCE ON APPLICATIONS OF COMPUTER VISION (WACV 2017), 2017, : 1054 - 1062
  • [4] Real-Time Panoramic Background Subtraction on GPU
    Buyuksarac, Serdar
    Akar, Gozde
    Temizel, Alptekin
    2016 24TH SIGNAL PROCESSING AND COMMUNICATION APPLICATION CONFERENCE (SIU), 2016, : 1013 - 1016
  • [5] A GPU-Accelerated Real-Time NLMeans Algorithm for Denoising Color Video Sequences
    Goossens, Bart
    Luong, Hiep
    Aelterman, Jan
    Pizurica, Aleksandra
    Philips, Wilfried
    ADVANCED CONCEPTS FOR INTELLIGENT VISION SYSTEMS, PT II, 2010, 6475 : 46 - 57
  • [6] GPU-accelerated Real-time Gastrointestinal Diseases Detection
    Pogorelov, Konstantin
    Riegler, Michael
    Halvorsen, Pal
    Schmidt, Peter Thelin
    Griwodz, Carsten
    Johansen, Dag
    Eskeland, Sigrun Losada
    de Lange, Thomas
    2016 IEEE 29TH INTERNATIONAL SYMPOSIUM ON COMPUTER-BASED MEDICAL SYSTEMS (CBMS), 2016, : 185 - 190
  • [7] GPU-Accelerated Near Real-Time Image Colorization
    Zhao, Hanli
    Ji, Zhijian
    Jin, Xiaogang
    Li, Xujie
    Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 2017, 29 (08): : 1425 - 1433
  • [8] GPU-accelerated phase extraction algorithm for interferograms: A real-time application
    Zhu, Xiaoqiang
    Wu, Yongqian
    Liu, Fengwei
    OPTICAL METROLOGY AND INSPECTION FOR INDUSTRIAL APPLICATIONS IV, 2016, 10023
  • [9] GPU-Accelerated Real-Time Stereo Estimation With Binary Neural Network
    Chen, Gang
    Meng, Haitao
    Liang, Yucheng
    Huang, Kai
    IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2020, 31 (12) : 2896 - 2907
  • [10] GPU-accelerated ray-tracing for real-time treatment planning
    Heinrich, H.
    Ziegenhein, P.
    Kamerling, C. P.
    Frorning, H.
    Pelfke, U.
    XVII INTERNATIONAL CONFERENCE ON THE USE OF COMPUTERS IN RADIATION THERAPY (ICCR 2013), 2014, 489