Video behaviour profiling and abnormality detection without manual labelling

作者: Tao Xiang , Shaogang Gong

DOI: 10.1109/ICCV.2005.248

关键词:

摘要: … To automatically determine the number of clusters, we propose to first perform unsupervised feature selection to eliminate those eigenvectors that are irrelevant/redundant in behaviour …

参考文章(17)
Z. Ghahramani, Learning dynamic bayesian networks Lecture Notes in Computer Science. pp. 168- 197 ,(1998)
T. Xiang, S. Gong, D. Parkinson, Autonomous Visual Events Detection and Classification without Explicit Object-Centred Segmentation and Tracking. british machine vision conference. pp. 1- 10 ,(2002) , 10.5244/C.16.21
T. Xiang, S. Gong, Activity Based Video Content Trajectory Representation and Segmentation british machine vision conference. pp. 1- 10 ,(2004) , 10.5244/C.18.20
A. P. Dempster, N. M. Laird, D. B. Rubin, Maximum Likelihood from Incomplete Data Via theEMAlgorithm Journal of the Royal Statistical Society: Series B (Methodological). ,vol. 39, pp. 1- 22 ,(1977) , 10.1111/J.2517-6161.1977.TB01600.X
S.J. Roberts, D. Husmeier, I. Rezek, W. Penny, Bayesian approaches to Gaussian mixture modeling IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 20, pp. 1133- 1142 ,(1998) , 10.1109/34.730550
C. Stauffer, W.E.L. Grimson, Learning patterns of activity using real-time tracking IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 747- 757 ,(2000) , 10.1109/34.868677
N.M. Oliver, B. Rosario, A.P. Pentland, A Bayesian computer vision system for modeling human interactions IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 831- 843 ,(2000) , 10.1109/34.868684
Jianbo Shi, J. Malik, Normalized cuts and image segmentation IEEE Transactions on Pattern Analysis and Machine Intelligence. ,vol. 22, pp. 888- 905 ,(2000) , 10.1109/34.868688
Hua Zhong, Jianbo Shi, M. Visontai, Detecting unusual activity in video computer vision and pattern recognition. ,vol. 2, pp. 819- 826 ,(2004) , 10.1109/CVPR.2004.1315249
Shaogang Gong, Tao Xiang, Recognition of group activities using dynamic probabilistic networks international conference on computer vision. pp. 742- 749 ,(2003) , 10.1109/ICCV.2003.1238423