An investigation into the generation, encoding and retrieval of CCTV-derived knowledge

Annesley, James Alexander Grove (2008) An investigation into the generation, encoding and retrieval of CCTV-derived knowledge. (PhD thesis), Kingston University.

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Abstract

Modern video surveillance systems generate diverse forms of data and to facilitate the effective exchange of these data a methodical approach is required. This thesis proposes the Video Surveillance Content Description Interface (VSCDI), a component of ISO/IEC 23000-10 - Information technology - Multimedia application format (MPEG-A) - Part 10: Video surveillance application format. The interface is designed to describe content associated with and generated by a surveillance system. In particular, a set of descriptors are included for: content-based image retrieval; user-defined Classification Schemes to impose any required description ontology; and to provide consistent descriptions across multiple sources. The VSCDI is evaluated using comparisons with other meta-data frameworks and in terms of the performance of its colour descriptor components. Two new data sets are created of pedestrians in indoor environments with multiple camera views for re-identification experiments. The experiments use a novel application of colour constancy for cross-camera comparisons. Two evaluation measures are used: the Average Normalised Mean Retrieval Rate (ANMRR) for ranked estimates; and the Information Gain metric for probabilistic estimates. Techniques are investigated for using more than one descriptor both to provide the estimate and to represent a person whose image is split into Top and Bottom clothing components. The re-identification of pedestrians is discussed in the context of providing both a coherent description of the overall scene activity and within an embedded system.

Item Type: Thesis (PhD)
Additional Information: This work was supported by Faraday Imaging Partnership, The Engineering and Physical Sciences Research Council and Overview Ltd.
Physical Location: This item is held in stock at Kingston University Library.
Research Area: Computer science and informatics
Faculty, School or Research Centre: Faculty of Computing, Information Systems and Mathematics (until 2011)
Depositing User: Katrina Clifford
Date Deposited: 24 Nov 2011 11:59
Last Modified: 23 May 2014 13:26
URI: http://eprints.kingston.ac.uk/id/eprint/21729

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