An adaptive real-time background subtraction and moving shadows detection

被引:6
|
作者
Thongkamwitoon, T [1 ]
Aramvith, S [1 ]
Chalidabhongse, TH [1 ]
机构
[1] Chulalongkorn Univ, Fac Engn, Dept Elect Engn, Bangkok 10330, Thailand
关键词
D O I
10.1109/ICME.2004.1394510
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a statistical adaptive realtime background subtraction algorithm that is very robust to moving shadows and dynamic scene environment. The algorithm enhances the previously developed method reported in [4] by adding adaptation of modeling correspond to dynamic background using adaptive brightness and color distortion. In addition, we propose a novel "vivacity factor" to measure activities of foreground objects. It is used to delay the adaptation rate for the area of often-occurred moving foregrounds. Our method provides a solution to real-time moving object and shadow detection in dynamic background scene from video stream. We also develop the learning-rate control mechanism that was not addressed by most background subtraction algorithms.
引用
收藏
页码:1459 / 1462
页数:4
相关论文
共 50 条
  • [21] Real-time detection of rapid moving infrared target on variation background
    Chen, Yong
    Liu, Xia
    Huang, Qi
    INFRARED PHYSICS & TECHNOLOGY, 2008, 51 (03) : 146 - 151
  • [22] Evaluation and improvements of a real-time background subtraction method
    Conte, D
    Foggia, P
    Petretta, M
    Tufano, F
    Vento, M
    IMAGE ANALYSIS AND RECOGNITION, 2005, 3656 : 1234 - 1241
  • [23] Incorporating Estimated Motion in Real-time Background Subtraction
    Gong, Minglun
    Cheng, Li
    2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011,
  • [24] The Approach of Real-time Monitoring Based on Background Subtraction
    Wang, Weihua
    2009 INTERNATIONAL SYMPOSIUM ON INTELLIGENT UBIQUITOUS COMPUTING AND EDUCATION, 2009, : 46 - 49
  • [25] Hierarchical data structure for real-time background subtraction
    Park, Johnny
    Tabb, Ainy
    Kak, Avinash C.
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 1849 - +
  • [26] Real-time adaptive background segmentation
    Butler, D
    Sridharan, S
    Bove, VM
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL III, PROCEEDINGS: IMAGE & MULTIDIMENSIONAL SIGNAL PROCESSING SIGNAL, PROCESSING EDUCATION, 2003, : 349 - 352
  • [27] Real-time adaptive background segmentation
    Butler, D
    Sridharan, S
    Bove, VM
    2003 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND EXPO, VOL III, PROCEEDINGS, 2003, : 341 - 344
  • [28] Improved Moving Object Detection Algorithm Based on Adaptive Background Subtraction
    Rashed, Dina M.
    Sayed, Mohammed S.
    Abdalla, Mahmoud I.
    PROCEEDINGS OF THE 2013 SECOND INTERNATIONAL JAPAN-EGYPT CONFERENCE ON ELECTRONICS, COMMUNICATIONS AND COMPUTERS (JEC-ECC), 2013, : 29 - 33
  • [29] REAL-TIME RADAR DETECTION OF ICEBERG SHADOWS
    ORLANDO, JR
    HAYKIN, S
    IEEE JOURNAL OF OCEANIC ENGINEERING, 1990, 15 (02) : 112 - 118
  • [30] Real-time institution video data analysis using fog computing and adaptive background subtraction
    Amshavalli, R. S.
    Kalaivani, J.
    JOURNAL OF REAL-TIME IMAGE PROCESSING, 2023, 20 (05)