Conference paper

CHMELAŘ Petr and ZENDULKA Jaroslav. Visual Surveillance Metadata Management. In: Eighteenth International Workshop on Database and Expert Systems Applications. Regensburg: IEEE Computer Society Press, 2007, pp. 79-83. ISBN 978-0-7695-2932-5.
Publication language:english
Original title:Visual Surveillance Metadata Management
Title (cs):Správa metadat pro vizuální dohled
Pages:79-83
Proceedings:Eighteenth International Workshop on Database and Expert Systems Applications
Conference:18th International Conference on Database and Expert Systems Applications
Series:IEEE CPS
Place:Regensburg, DE
Year:2007
ISBN:978-0-7695-2932-5
Publisher:IEEE Computer Society Press
Keywords
Visual surveillance, metadata management, cameras, vision units, moving objects, data cleaning, integration, persistence, Kalman filter, classification, object model.
Annotation
The paper deals with a solution for visual surveillance metadata management. Data coming from many cameras is annotated using computer vision units to produce metadata representing moving objects in their states. It is assumed that the data is often uncertain, noisy and some states are missing.

The solution consists of the following three layers: (a) data cleaning layer - improves quality of the data by smoothing it and by filling in missing states in short sequences referred to as tracks that represent a composite state of a moving object in a spatiotemporal subspace followed by one camera. (b) Data integration layer - assigns a global identity to tracks that represent the same object. (c) Persistence layer - manages the metadata in a database so that it can be used for online identification and offline querying, analyzing and mining. A Kalman filter technique is used to solve (a) and a classification based on the moving object's state and its visual properties is used in (b). An object model for layer (c) is presented too.

BibTeX:
@INPROCEEDINGS{
   author = {Petr Chmela{\v{r}} and Jaroslav Zendulka},
   title = {Visual Surveillance Metadata Management},
   pages = {79--83},
   booktitle = {Eighteenth International Workshop on Database and Expert
	Systems Applications},
   series = {IEEE CPS},
   year = {2007},
   location = {Regensburg, DE},
   publisher = {IEEE Computer Society Press},
   ISBN = {978-0-7695-2932-5},
   language = {english},
   url = {http://www.fit.vutbr.cz/research/view_pub.php.en.iso-8859-2?id=8426}
}

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