Institutions | About Us | Help | Gaeilge
rian logo


Mark
Go Back
DCU and UTA at ImageCLEFPhoto 2007
Järvelin, Anni; Wilkins, Peter; Adamek, Tomasz; Airio, Eija; Jones, Gareth J.F.
Dublin City University (DCU) and University of Tampere(UTA) participated in the ImageCLEF 2007 photographic ad-hoc retrieval task with several monolingual and bilingual runs. Our approach was language independent: text retrieval based on fuzzy s-gram query translation was combined with visual retrieval. Data fusion between text and image content was performed using unsupervised query-time weight generation approaches. Our baseline was a combination of dictionary-based query translation and visual retrieval, which achieved the best result. The best mixed modality runs using fuzzy s-gram translation achieved on average around 83% of the performance of the baseline. Performance was more similar when only top rank precision levels of P10 and P20 were considered. This suggests that fuzzy sgram query translation combined with visual retrieval is a cheap alternative for cross-lingual image retrieval where only a small number of relevant items are required. Both sets of results emphasize the merit of our query-time weight generation schemes for data fusion, with the fused runs exhibiting marked performance increases over single modalities, this is achieved without the use of any prior training data.
Keyword(s): Information retrieval; Fuzzy matching; Content-Based Image Retrieval; Data Fusion
Publication Date:
2007
Type: Other
Peer-Reviewed: Unknown
Language(s): English
Institution: Dublin City University
Citation(s): Järvelin, Anni, Wilkins, Peter, Adamek, Tomasz, Airio, Eija and Jones, Gareth J.F. ORCID: 0000-0003-2923-8365 <https://orcid.org/0000-0003-2923-8365> (2007) DCU and UTA at ImageCLEFPhoto 2007. In: CLEF 2007: Workshop on Cross-Language Information Retrieval and Evaluation, 19-21 Sept. 2007, Budapest, Hungary.
File Format(s): application/pdf
Related Link(s): http://doras.dcu.ie/16193/1/DCU_and_UTA_at_ImageCLEFPhoto_2007.pdf
First Indexed: 2011-06-18 05:14:05 Last Updated: 2019-02-09 06:50:00