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A survey on visual surveillance of object motion and behaviors (2004)
| Venue: | IEEE Transactions on Systems, Man and Cybernetics |
| Citations: | 438 - 6 self |
BibTeX
@ARTICLE{Hu04asurvey,
author = {Weiming Hu and Tieniu Tan and Liang Wang and Steve Maybank},
title = {A survey on visual surveillance of object motion and behaviors},
journal = {IEEE Transactions on Systems, Man and Cybernetics},
year = {2004},
volume = {34},
pages = {334--352}
}
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Abstract
Abstract—Visual surveillance in dynamic scenes, especially for humans and vehicles, is currently one of the most active research topics in computer vision. It has a wide spectrum of promising applications, including access control in special areas, human identification at a distance, crowd flux statistics and congestion analysis, detection of anomalous behaviors, and interactive surveillance using multiple cameras, etc. In general, the processing framework of visual surveillance in dynamic scenes includes the following stages: modeling of environments, detection of motion, classification of moving objects, tracking, understanding and description of behaviors, human identification, and fusion of data from multiple cameras. We review recent developments and general strategies of all these stages. Finally, we analyze possible research directions, e.g., occlusion handling, a combination of twoand three-dimensional tracking, a combination of motion analysis and biometrics, anomaly detection and behavior prediction, content-based retrieval of surveillance videos, behavior understanding and natural language description, fusion of information from multiple sensors, and remote surveillance. Index Terms—Behavior understanding and description, fusion of data from multiple cameras, motion detection, personal identification, tracking, visual surveillance.
Keyphrases
visual surveillance multiple camera object motion human identification dynamic scene occlusion handling access control flux statistic general strategy processing framework motion detection anomaly detection content-based retrieval remote surveillance surveillance video computer vision natural language description wide spectrum active research topic motion analysis behavior understanding recent development abstract visual surveillance congestion analysis special area anomalous behavior promising application interactive surveillance possible research direction following stage personal identification index term behavior understanding twoand three-dimensional tracking behavior prediction multiple sensor
