ROBUST CODEBOOK-BASED VIDEO BACKGROUND SUBTRACTION

被引:20
|
作者
Pal, Amit [1 ]
Schaefer, Gerald [2 ]
Celebi, M. Emre [3 ]
机构
[1] Indian Inst Technol, Gauhati, Assam, India
[2] Loughborough Univ Technol, Dept Comp Sci, Loughborough LE11 3TU, Leics, England
[3] Louisiana State Univ, Dept Comp Sci, Baton Rouge, LA 70803 USA
关键词
Video analysis; background modelling; codebook; SURVEILLANCE; LAYERS; MODEL;
D O I
10.1109/ICASSP.2010.5495367
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Dynamic backgrounds and sudden illumination changes are two of the major problems associated with background subtraction techniques. In this paper, we present a novel approach to background subtraction that addresses both of these challenges. In particular, we present an improved codebook background modelling and subtraction technique. We utilise image segmentation on the background image and model the background with a codebook for each pixel along with a pseudo background layer. We perceive background motion as an occlusion of one background layer by a nearby background layer. In other words, sliding of one background layer over a neighbouring layer causes background motion and will hence result in false segmentation. We present our approach of codeword spreading across layer boundaries to handle background motion. Furthermore, we present a two-step update of the background codebook to handle both sudden and gradual illumination changes.
引用
收藏
页码:1146 / 1149
页数:4
相关论文
共 50 条
  • [41] Non-intrusive codebook-based intelligibility prediction
    Sorensen, Charlotte
    Kavalekalam, Mathew Shaji
    Xenaki, Angeliki
    Boldt, Jesper Bunsow
    Christensen, Mads Graesboll
    SPEECH COMMUNICATION, 2018, 101 : 85 - 93
  • [42] Background Subtraction With Video Coding
    Huang, Zhenkun
    Hu, Ruimin
    Wang, Zhongyuan
    IEEE SIGNAL PROCESSING LETTERS, 2013, 20 (11) : 1058 - 1061
  • [43] Lossless Codebook-Based Digital Watermarking Scheme with Authentication
    Park, Geum-Dal
    Kim, Dae-Soo
    Yoo, Kee-Young
    2014 11TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY: NEW GENERATIONS (ITNG), 2014, : 301 - 306
  • [44] Codebook-based Bayesian speech enhancement for nonstationary environments
    Srinivasan, Sriram
    Samuelsson, Jonas
    Kleijn, W. Bastiaan
    IEEE TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2007, 15 (02): : 441 - 452
  • [45] RIS codebook-based beamsteering validation and field trials
    Wang, Yiwen
    Wang, Weimin
    Wu, Yongle
    Fan, Wei
    ELECTRONICS LETTERS, 2024, 60 (14)
  • [46] Codebook-based precoding for generalized spatial modulation with diversity
    Essam Sourour
    EURASIP Journal on Wireless Communications and Networking, 2019
  • [47] Robust estimation for background subtraction
    Zhang, Hongxun
    Xu, De
    ICICIC 2006: FIRST INTERNATIONAL CONFERENCE ON INNOVATIVE COMPUTING, INFORMATION AND CONTROL, VOL 1, PROCEEDINGS, 2006, : 660 - +
  • [48] Robust background subtraction and maintenance
    Zang, Q
    Klette, R
    PROCEEDINGS OF THE 17TH INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION, VOL 2, 2004, : 90 - 93
  • [49] Probabilistic Codebook-Based Fault Localization in Data Networks
    Reali, Gianluca
    Femminella, Mauro
    Monacelli, Luca
    IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT, 2018, 15 (02): : 567 - 581
  • [50] Codebook-based precoding for generalized spatial modulation with diversity
    Sourour, Essam
    EURASIP JOURNAL ON WIRELESS COMMUNICATIONS AND NETWORKING, 2019, 2019 (01)