Learning Patterns of Activity Using Real-Time Tracking
IEEE Transactions on Pattern Analysis and Machine Intelligence
Flexible test-bed for unusual behavior detection
Proceedings of the 6th ACM international conference on Image and video retrieval
Journal on Image and Video Processing - Color in Image and Video Processing
A Hidden Markov Model Approach to Parsing MTV Video Shot
CISP '08 Proceedings of the 2008 Congress on Image and Signal Processing, Vol. 2 - Volume 02
Continuously variable duration hidden Markov models for automatic speech recognition
Computer Speech and Language
Bayesian Foreground and Shadow Detection in Uncertain Frame Rate Surveillance Videos
IEEE Transactions on Image Processing
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In this paper we present robust statistical methods for segmentation and preprocessing of time-multiplexed videos. We will present hidden Markov and hidden semi-Markov model based real-time detectors and their usage for video segmentation and anomalous event detection. We demonstrate the high performance of our detectors with real-life outdoor videos from low-quality cameras.