Video Behavior Profiling for Anomaly Detection

作者: Tao Xiang , Shaogang Gong

DOI: 10.1109/TPAMI.2007.70731

关键词: Dynamic Bayesian networkModel selectionSpectral clusteringComputer scienceRobustness (computer science)Artificial intelligencePattern recognitionUnsupervised learningBayesian networkTraining setAnomaly detectionFeature extractionCluster analysisFeature selection

摘要: … behavior profiling and online anomaly detection. Our framework … anomaly detection using the anomaly detection rate and the false alarm rate,4 which are defined as Anomaly-detection …

参考文章(35)
L. Zelnik-Manor, M. Irani, Event-Based Video Analysis, Weizmann Science Press of Israel. ,(2001)
J Kruskall, M Liberman, The Symmetric Time-Warping Problem : From Continuous to Discrete Time Warps, String Edits, and Macromolecules : The Theory and Practice of Sequence Comparison. pp. 125- 161 ,(1983)
Harpreet S. Sawhney, Ying Shan, Art Pope, MEASURING THE SIMILARITY OF TWO IMAGE SEQUENCES ,(2003)
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
Leonard E. Baum, Ted Petrie, Statistical Inference for Probabilistic Functions of Finite State Markov Chains Annals of Mathematical Statistics. ,vol. 37, pp. 1554- 1563 ,(1966) , 10.1214/AOMS/1177699147
Oren Boiman, Michal Irani, Detecting Irregularities in Images and in Video International Journal of Computer Vision. ,vol. 74, pp. 17- 31 ,(2007) , 10.1007/S11263-006-0009-9
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
A Higgins, L Bahler, J Porter, Speaker verification using randomized phrase prompting Digital Signal Processing. ,vol. 1, pp. 89- 106 ,(1991) , 10.1016/1051-2004(91)90098-6