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K-Space at TRECVid 2007
Wilkins, Peter; Adamek, Tomasz; Byrne, Daragh; Jones, Gareth J.F.; Lee, Hyowon; Keenan, Gordon; McGuinness, Kevin; O'Connor, Noel E.; Smeaton, Alan F.
In this paper we describe K-Space participation in TRECVid 2007. K-Space participated in two tasks, high-level feature extraction and interactive search. We present our approaches for each of these activities and provide a brief analysis of our results. Our high-level feature submission utilized multi-modal low-level features which included visual, audio and temporal elements. Specific concept detectors (such as Face detectors) developed by K-Space partners were also used. We experimented with different machine learning approaches including logistic regression and support vector machines (SVM). Finally we also experimented with both early and late fusion for feature combination. This year we also participated in interactive search, submitting 6 runs. We developed two interfaces which both utilized the same retrieval functionality. Our objective was to measure the effect of context, which was supported to different degrees in each interface, on user performance. The first of the two systems was a ‘shot’ based interface, where the results from a query were presented as a ranked list of shots. The second interface was ‘broadcast’ based, where results were presented as a ranked list of broadcasts. Both systems made use of the outputs of our high-level feature submission as well as low-level visual features.
Keyword(s): Information storage and retrieval systems; Digital video
Publication Date:
2007
Type: Other
Peer-Reviewed: Unknown
Language(s): English
Institution: Dublin City University
Citation(s): Wilkins, Peter, Adamek, Tomasz, Byrne, Daragh ORCID: 0000-0002-2040-9765 <https://orcid.org/0000-0002-2040-9765>, Jones, Gareth J.F. ORCID: 0000-0003-2923-8365 <https://orcid.org/0000-0003-2923-8365>, Lee, Hyowon ORCID: 0000-0003-4395-7702 <https://orcid.org/0000-0003-4395-7702>, Keenan, Gordon, McGuinness, Kevin ORCID: 0000-0003-1336-6477 <https://orcid.org/0000-0003-1336-6477>, O'Connor, Noel E. ORCID: 0000-0002-4033-9135 <https://orcid.org/0000-0002-4033-9135> and Smeaton, Alan F. ORCID: 0000-0003-1028-8389 <https://orcid.org/0000-0003-1028-8389> (2007) K-Space at TRECVid 2007. In: TRECVid 2007 - Text REtrieval Conference TRECVid Workshop, 5-6 November 2007, Gaithersburg, Maryland.
Publisher(s): NIST
File Format(s): application/pdf
Related Link(s): http://doras.dcu.ie/432/1/trecvid_2007_4.pdf,
http://www-nlpir.nist.gov/projects/tvpubs/tv.pubs.org.html
First Indexed: 2009-11-05 02:00:41 Last Updated: 2019-02-09 06:05:50