Browse > Article
http://dx.doi.org/10.9717/kmms.2014.17.1.015

Loitering Detection Solution for CCTV Security System  

Kang, Joohyung (한밭대학교 제어계측공학과)
Kwak, Sooyeong (한밭대학교 전자.제어공학과)
Publication Information
Abstract
In this paper, we propose a loitering detection using trajectory probability distribution and local direction descriptor for intelligent surveillance system. We use a background modeling method for detecting moving object and extract the motion features from each moving object for making feature vectors. After that, we detect the loitering behavior person using K-Nearest Neighbor classifier. We test the proposed method in real world environment and it can achieve real time and robust detection results.
Keywords
intelligent surveillance system; loitering detection; trajectory analysis;
Citations & Related Records
Times Cited By KSCI : 3  (Citation Analysis)
연도 인용수 순위
1 Sunil Kumar Kopparapu and M Satish, "Identifying Optimal Gaussian Filter for Gaussian Noise Removal," 2011 Third National Conference on Image Processing and Graphics, pp. 126-129, 2011.
2 Tian Wang and Hichem Snoussi, "Histograms of Optical Flow Orientation for Visual Abnormal Events Detection," 2012 IEEE Ninth International Conference on Advanced Video and Signal-Based Surveillance, pp. 13-18, 2012.
3 G.T. Bea, S.Y. Kwak, and H.R. Byun, "Abnormal motion detection using dominant motion analysis," Workshop on Image Processing and Image Under-Standing, 2010.
4 PETS 2007 Benchmark data, http://www.hitech-projects.com/euprojects/ cantata/datasets_ cantata/dataset.html, 2007.
5 D. Simon, "Kalman Filtering with State Constraints: A Survey of Linear and Nonlinear Algorithms," Control Theory and Applications. IET, Vol. 4, No. 8, pp. 1303-1318, 2010.   DOI   ScienceOn
6 Thi Thi Zin, Pyke Tin, and Takashi Toriu, "A Markov Random Walk Model for Loitering People Detection," International Conference on Intelligent Information Hiding and Multimedia Signal Processing, pp. 680-683, 2010.
7 정치윤, 한종욱, "지능형 영상분석 이벤트 탐지 기술동향," 전자통신동향분석, 제27권 제4호, pp. 114-122, 2012.
8 이승원, 김태경, 유장희, 백준기, "지능형 비디오 분석을 위한 적응적 배경 생성 기반의 이상 행위 검출," 대한전자공학회논문지, 제48권, 제1호, pp. 111-121, 2011.
9 Chung-Hsien Huang, Ming-Yu Shih, Yi-Ta Wu and Jau-Hong Kao, "Loitering Detection Using Bayesian Appearance Tracker and List of Visitors," Advances in Multimedia Information Processing, PCM'08, LNCS 5353, pp. 906-910, 2008.
10 박은수, 김학일, "그림자 제가와 색도 히스토그램 비교를 이용한 배회행위검출," 한국정보보호학회논문지, 제21권, 제6호, pp. 159-169, 2011.
11 Aergio A. Velastin, Boghossian A. Boghossian, Benny Ping Lai Lo, Jie Sun, and Maria Alicia Vicencio-Silva, "PRISMATICA: Toward Ambient Intelligence in Public Transport Environments," IEEE Systems. Man. and Cybernetics, Vol. 35, No. 1, pp. 164-182, 2005.
12 Nathaiel D. Bird, Osama Masoud, Nikolaos P. Papanikolopoulos, and Aaron Isaac, "Detection of Loitering Individuals in Public Transportation Areas," IEEE Transactions on Intelligent Transportation Systems, Vol. 6, No. 2, pp. 167-177, 2005.   DOI   ScienceOn
13 Mohannad Elhamod and Martin D. Levine, "Automated Real-Time Detection of Potentially Suspicious Behavior in Public Transport Areas," IEEE Transactions on Intelligent Transportation Systems, Vol. 14, No. 2, pp. 688-699, 2013.   DOI   ScienceOn
14 Arnold Wiliem, Vamsi Madasu, Wageeh Boles, and Prasad Yarlagadda, "Detecting Uncommon Trajectories," Digital Image Computing. Techniques and Applications, pp. 398-404, 2008.
15 A. Singh, S. Sawan, M. Hanmandlu, V.K. Madasu, and B.C. Lovell, "An Abandoned Object Detection System Based on Dual Background Segmentation," Proc. Int. Conf. Advanced Video, Signal Based Surveillance, pp. 352-357, 2009.
16 G.G. Lee, J.J. Kim, and W.Y. Kim, "A Fast Background Subtraction Method Robust to High Traffic and Rapid Illumination Changes," Journal of Korea Multimedia Society, Vol. 13, No. 3, pp. 417-429, 2010.   과학기술학회마을
17 Hua Yang, Yihua Cao, Shuang Wu, and Weiyao Lin, "Abnormal Crowd Behavior Detection Based on Local Pressure Model," Signal and Imformation Processing Association Annual Summit and Conference, pp. 1-4, 2012.
18 Myo Thida, How-Lung Eng, and Paolo Remagnino, "Laplacian Eigenmap with Temporal Constraints for Local Abnormality Detection in Crowded Scenes," IEEE Transactions on Cybernetics, Vol 43, No. 6, pp. 1-10, 2013.   DOI