Performance Evaluation of the Parallel Codebook Algorithm for Background Subtraction in Video Stream

被引:0
|
作者
Szwoch, Grzegorz [1 ]
机构
[1] Gdansk Univ Technol, Multimedia Syst Dept, PL-80233 Gdansk, Poland
关键词
background subtraction; image content analysis; multi-core parallel processing;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A background subtraction algorithm based on the codebook approach was implemented on a multi-core processor in a parallel form, using the OpenMP system. The aim of the experiments was to evaluate performance of the multithreaded algorithm in processing video streams recorded from monitoring cameras, depending on a number of computer cores used, method of task scheduling, image resolution and degree of image content variability. The results of the tests are presented and discussed. The main purpose of the research is application of the tested algorithm in a real-time video content analysis system, e.g. for automatic detection of important security threats.
引用
收藏
页码:149 / 157
页数:9
相关论文
共 50 条
  • [41] A Comprehensive Survey of Video Datasets for Background Subtraction
    Kalsotra, Rudrika
    Arora, Sakshi
    IEEE ACCESS, 2019, 7 : 59143 - 59171
  • [42] Spatio-temporal context for codebook-based dynamic background subtraction
    Wu, Mingjun
    Peng, Xianrong
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2010, 64 (08) : 739 - 747
  • [43] Codebook-Based Background Subtraction to Generate Photorealistic Avatars in a Walkthrough Simulator
    Park, Anjin
    Jung, Keechul
    Kurata, Takeshi
    ADVANCES IN VISUAL COMPUTING, PT 1, PROCEEDINGS, 2009, 5875 : 500 - +
  • [44] A Robust Technique for Background Subtraction in Traffic Video
    Gao, Tao
    Liu, Zheng-guang
    Gao, Wen-chun
    Zhang, Jun
    ADVANCES IN NEURO-INFORMATION PROCESSING, PT II, 2009, 5507 : 736 - +
  • [45] Robust background subtraction in traffic video sequence
    Gao Tao
    Liu Zheng-guang
    Yue Shi-hong
    Zhang Jun
    Mei Jian-qiang
    Gao Wen-chun
    JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY, 2010, 17 (01): : 187 - 195
  • [46] Fast Background Subtraction Based on a Multilayer Codebook Model for Moving Object Detection
    Guo, Jing-Ming
    Hsia, Chih-Hsien
    Liu, Yun-Fu
    Shih, Min-Hsiung
    Chang, Cheng-Hsin
    Wu, Jing-Yu
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2013, 23 (10) : 1809 - 1821
  • [47] Online EM Algorithm for Background Subtraction
    Chen, Peng
    Chen, Xiang
    Jin, Beibei
    Zhu, Xiangbing
    2012 INTERNATIONAL WORKSHOP ON INFORMATION AND ELECTRONICS ENGINEERING, 2012, 29 : 164 - 169
  • [48] An improved background modeling algorithm based on the codebook model
    Zhu Bin
    Tian Lian-fang
    Du Qi-liang
    Yu Lu-bin
    Shi Li-xin
    2017 29TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2017, : 3998 - 4003
  • [49] Object Detection in a Maritime Environment: Performance Evaluation of Background Subtraction Methods
    Prasad, Dilip K.
    Prasath, Chandrashekar Krishna
    Rajan, Deepu
    Rachmawati, Lily
    Rajabally, Eshan
    Quek, Chai
    IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS, 2019, 20 (05) : 1787 - 1802
  • [50] An Experimental Evaluation of Some Background Subtraction Algorithms Under a Variety of Video Surveillance Challenges
    Tarek, Benlefki
    Liu, Rongke
    Bachir, Boubekeur Mohamed
    Hocine, Labidi
    SIXTH INTERNATIONAL CONFERENCE ON GRAPHIC AND IMAGE PROCESSING (ICGIP 2014), 2015, 9443