Abandoned Object Detection Based on Tachograph Videos

被引:0
|
作者
Ma, He [1 ,2 ]
Zhao, Tiantian [1 ]
Li, Jinghan [1 ]
Qian, Wei [1 ]
机构
[1] Northwestern Univ, Sino Dutch Biomed & Informat Engn Sch, Shenyang 110169, Liaoning, Peoples R China
[2] Natl Univ Singapore, Suzhou Res Inst, Suzhou 215123, Peoples R China
基金
中国国家自然科学基金;
关键词
Abandoned object detection; Dynamic background; Particle filter; VIBE algorithm;
D O I
10.1109/ICS.2016.62
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In the traditional abandoned object detection(AOD for short) researches, the monitoring equipment is stationary which is limited in practice. In this paper, a novel abandoned object detection based on tachograph is proposed. Firstly, we use the Harris-SIFT features and particle filter to achieve object tracking. After that, the VIBE algorithm is applied to detect the abandoned object with background modeling frame by frame, using both background subtraction method and frame difference method. Experimental results show that the proposed algorithm can detect the abandoned object accurately and robustly in both ideal and practical condition.
引用
收藏
页码:279 / 284
页数:6
相关论文
共 50 条
  • [31] Detection and Tracking of Moving Object in Compressed Videos
    Jayabalan, E.
    Krishnan, A.
    COMPUTER NETWORKS AND INFORMATION TECHNOLOGIES, 2011, 142 : 39 - +
  • [32] Object Detection and Tracking in Real Time Videos
    Llano, Christian R.
    Ren, Yuan
    Shaikh, Nazrul I.
    INTERNATIONAL JOURNAL OF INFORMATION SYSTEMS IN THE SERVICE SECTOR, 2019, 11 (02) : 1 - 17
  • [34] CNN-based single object detection and tracking in videos and its application to drone detection
    Dong-Hyun Lee
    Multimedia Tools and Applications, 2021, 80 : 34237 - 34248
  • [35] Overview of deep-learning based methods for salient object detection in videos
    Wang, Qiong
    Zhang, Lu
    Li, Yan
    Kpalma, Kidiyo
    PATTERN RECOGNITION, 2020, 104 (104)
  • [36] Object-Aware Skeleton-Based Anomaly Detection in Surveillance Videos
    Moriyama R.
    Kaneko N.
    Sumi K.
    Seimitsu Kogaku Kaishi/Journal of the Japan Society for Precision Engineering, 2023, 89 (12): : 934 - 941
  • [37] Abandoned Object Identification and Detection System for Railways in India
    Arora, Pankit
    Dhar, Akshath
    Singh, Tushar
    Mishra, Anju
    2017 INTERNATIONAL CONFERENCE ON EMERGING TRENDS IN COMPUTING AND COMMUNICATION TECHNOLOGIES (ICETCCT), 2017, : 197 - 201
  • [38] Robust Abandoned Object Detection Using Dual Foregrounds
    Fatih Porikli
    Yuri Ivanov
    Tetsuji Haga
    EURASIP Journal on Advances in Signal Processing, 2008
  • [39] An Interactive Framework for Abandoned and Removed Object Detection in Video
    Singh, Abhineet Kumar
    Agrawal, Anupam
    2013 ANNUAL IEEE INDIA CONFERENCE (INDICON), 2013,
  • [40] A Framework for Abandoned Object Detection from Video Surveillance
    Tripathi, Rajesh Kumar
    Jalal, Anand Singh
    Bhatnagar, Charul
    2013 FOURTH NATIONAL CONFERENCE ON COMPUTER VISION, PATTERN RECOGNITION, IMAGE PROCESSING AND GRAPHICS (NCVPRIPG), 2013,