Video background subtraction algorithm for a moving camera

被引:0
|
作者
Li, Jinjiang [1 ,2 ]
Guo, Jie [1 ,2 ]
Fan, Hui [1 ,2 ]
机构
[1] Shandong Institute of Business and Technology, Yantai, China
[2] Shandong Normal University, Jinan, China
关键词
Cameras - Image segmentation;
D O I
10.14257/ijmue.2015.10.8.09
中图分类号
学科分类号
摘要
At present, the video background extraction algorithm of static scene has been nearly mature. However, video background extraction in dynamic scenes remains a challenge. In order to solve this problem, this paper proposes a dynamic scenes video background extraction algorithm. Here, our dynamic scene is based on camera movement. Firstly, we detect saliency target of video frame according to context information and do a processing of fuzzy enhancement. Meanwhile, we analyze flow filed by SIFT Flow method to do a nonlinear fusion with fuzzy enhancement result. Up to now, we can obtain moving target .Because of other gray information in the foreground affect target extraction, so we have to do a process of binarization and find out bounding box. After these preparations, we will track moving object with real-time algorithm. Finally, we use KNN algorithm to get accurate moving targets. Experiment results show that the proposed method for dynamic scenes video background extraction could get better results. © 2015 SERSC.
引用
下载
收藏
页码:83 / 96
相关论文
共 50 条
  • [1] Background Subtraction with a Moving Camera
    Topcu, Osman
    Kalem, Aslihan
    Esen, Ersin
    2013 21ST SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS CONFERENCE (SIU), 2013,
  • [2] Online Moving Camera Background Subtraction
    Elqursh, Ali
    Elgammal, Ahmed
    COMPUTER VISION - ECCV 2012, PT VI, 2012, 7577 : 228 - 241
  • [3] BACKGROUND SUBTRACTION FOR STATIC & MOVING CAMERA
    Sajid, Hasan
    Cheung, Sen-Ching Samson
    2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2015, : 4530 - 4534
  • [4] Background subtraction for the moving camera: A geometric approach
    Zamalieva, Daniya
    Yilmaz, Alper
    COMPUTER VISION AND IMAGE UNDERSTANDING, 2014, 127 : 73 - 85
  • [5] A Robust Background Subtraction Approach with a Moving Camera
    Zou, Xiaochun
    Zhao, Xinbo
    Chi, Zheru
    2012 7TH INTERNATIONAL CONFERENCE ON COMPUTING AND CONVERGENCE TECHNOLOGY (ICCCT2012), 2012, : 1026 - 1029
  • [6] Exploiting Temporal Geometry for Moving Camera Background Subtraction
    Zamalieva, Daniya
    Yilmaz, Alper
    Davis, James W.
    2014 22ND INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2014, : 1200 - 1205
  • [7] Online Codebook Modeling Based Background Subtraction with a Moving Camera
    Gong, Liyun
    Yu, Miao
    Gordon, Timothy
    2017 3RD INTERNATIONAL CONFERENCE ON FRONTIERS OF SIGNAL PROCESSING (ICFSP), 2017, : 136 - 140
  • [8] Moving Object Detection Using Background Subtraction for a Moving Camera with Pronounced Parallax
    Zhou, Yifan
    Maskell, Simon
    2017 SENSOR DATA FUSION: TRENDS, SOLUTIONS, APPLICATIONS (SDF), 2017,
  • [9] Moving Object Detection With a Freely Moving Camera via Background Motion Subtraction
    Wu, Yuanyuan
    He, Xiaohai
    Nguyen, Truong Q.
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2017, 27 (02) : 236 - 248
  • [10] A Background Subtraction Algorithm for a Pan-Tilt Camera
    Chen, Ying
    Zhang, Hong
    2014 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND BIOMIMETICS IEEE-ROBIO 2014, 2014, : 1056 - 1061