Algorithms for clustering data
Algorithms for clustering data
Machine Learning
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Distinctive Image Features from Scale-Invariant Keypoints
International Journal of Computer Vision
Video Behavior Profiling for Anomaly Detection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Audio-Visual Event Recognition in Surveillance Video Sequences
IEEE Transactions on Multimedia
A survey on visual surveillance of object motion and behaviors
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
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In this paper, we present a system for event recognition and classification in video surveillance sequences First, local invariant descriptors of video frames are employed to remove background information and segment the video into events Next, visual word histograms are computed for each video event and used to define a distance measure between events Finally, machine learning techniques are employed to classify events into predefined categories Numerical experiments indicate that the proposed approach provides high event detection and classification rates.