Real-time Objects Detection Using Layered Codebook Model

被引:1
|
作者
Yan, Dan [1 ]
Yu, Qiang [1 ]
Wang, Minghui [1 ]
机构
[1] Xihua Univ, Sch Math & Comp Sci, Chengdu 610039, Peoples R China
来源
MANUFACTURING PROCESS AND EQUIPMENT, PTS 1-4 | 2013年 / 694-697卷
关键词
Object detection; Codebook model; Surveillance system; Background subtraction;
D O I
10.4028/www.scientific.net/AMR.694-697.1937
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In surveillance system,it was challenging to improve real-time in the presence of dynamic background motions.We presented a real-time algorithm for foreground-background segmentation based on codebook model.Pixels were converted from RGB space to YCrCb space,background model used layered model.Firstly we established a basic codebook background model and then got rough background pixels by twice frame difference,and then only trained rough background pixels which have removed foreground pixels.Secondly the foreground was segmented from the background and we updated the background in real-time. The experimental results show that this method can save time of establishment of codebook background model and has small calculation and high accuracy in scenes such as illumination changes,swaying trees and stopped objects should be considered part of the background objects.
引用
收藏
页码:1937 / 1944
页数:8
相关论文
共 50 条
  • [1] Box-based Codebook Model for Real-time Objects Detection
    Tu, Qiu
    Xu, Yiping
    Zhou, Manli
    2008 7TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-23, 2008, : 7621 - 7625
  • [2] MEMORY-BASED CODEBOOK MODEL FOR REAL-TIME OBJECT DETECTION
    Niu Xiaoran
    Wang Yanjiang
    Qi Yujuan
    2014 12TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2014, : 913 - 917
  • [3] Tracking Nautical Objects in Real-Time via Layered Saliency Detection
    Dawkins, Matthew
    Sun, Zhaohui
    Basharat, Arslan
    Perera, Amitha
    Hoogs, Anthony
    GEOSPATIAL INFOFUSION AND VIDEO ANALYTICS IV; AND MOTION IMAGERY FOR ISR AND SITUATIONAL AWARENESS II, 2014, 9089
  • [4] Real-time foreground-background segmentation using codebook model
    Kim, K
    Chalidabhongse, TH
    Harwood, D
    Davis, L
    REAL-TIME IMAGING, 2005, 11 (03) : 172 - 185
  • [5] Robust Real-time Detection of Abandoned Objects using a Dual Background Model
    Park, Hyeseung
    Park, Seungchul
    Joo, Youngbok
    KSII TRANSACTIONS ON INTERNET AND INFORMATION SYSTEMS, 2020, 14 (02): : 771 - 788
  • [6] Enhanced Codebook Model for Real-Time Background Subtraction
    Shah, Munir
    Deng, Jeremiah
    Woodford, Brendon
    NEURAL INFORMATION PROCESSING, PT III, 2011, 7064 : 449 - 458
  • [7] Real-time detection of moving objects
    Niitsuma, H
    Maruyama, T
    FIELD-PROGRAMMABLE LOGIC AND APPLICATIONS, PROCEEDINGS, 2004, 3203 : 1155 - 1157
  • [8] Layered Video Objects Detection Based on LBP and Codebook
    Wu, Yu
    Zeng, Delong
    Li, Hongbo
    PROCEEDINGS OF THE FIRST INTERNATIONAL WORKSHOP ON EDUCATION TECHNOLOGY AND COMPUTER SCIENCE, VOL I, 2009, : 207 - 213
  • [9] Real-time background modeling/subtraction using two-layer codebook model
    Sigari, Mohamad Hoseyn
    Fathy, Mahmood
    IMECS 2008: INTERNATIONAL MULTICONFERENCE OF ENGINEERS AND COMPUTER SCIENTISTS, VOLS I AND II, 2008, : 717 - 720
  • [10] Real-Time Detection of Small Surface Objects Using Weather Effects
    Qi, Baojun
    Wu, Tao
    He, Hangen
    Hu, Tingbo
    COMPUTER VISION - ACCV 2010, PT III, 2011, 6494 : 27 - 38