IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) · 2012 · 504 citations · 115 references
ComputingComputer ScienceComputer VisionHuman BehaviorVisual AttentionAnomaly DetectionEvent DetectionMotion AnalysisScene UnderstandingSurveillance ApplicationsVideo AnalysisAction DetectionActivity RecognitionContent-based Video RetrievalSemantic InferenceVideo Action RecognitionVideo Anomaly DetectionVideo RetrievalVisual Scene Understanding
Human behavior modeling for recognition and detection has attracted significant research interest, with diverse methods developed for intelligent vision systems that enable scene understanding and semantic inference, primarily applied in surveillance, video retrieval, and human‑computer interfaces. This survey updates prior reviews and focuses on contextual abnormal human behavior detection in video surveillance, aiming to comprehensively identify methods and highlight key challenges.
Modeling human behaviors and activity patterns for recognition or detection of special event has attracted significant research interest in recent years. Diverse methods that are abound for building intelligent vision systems aimed at scene understanding and making correct semantic inference from the observed dynamics of moving targets. Most applications are in surveillance, video content retrieval, and human-computer interfaces. This paper presents not only an update extending previous related surveys, but also a focus on contextual abnormal human behavior detection especially in video surveillance applications. The main purpose of this survey is to extensively identify existing methods and characterize the literature in a manner that brings key challenges to attention.
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