ABSTRACT
In this paper, we describe the results of an experiment designed to compare different user interfaces for retrieving tagged images from a database comprised of images of Jewish cultural heritage. The participants were given ten scenarios, for which they were asked to retrieve all the relevant images in the database. Each participant was randomly assigned to one of four retrieval interfaces: tag search in a search box; faceted tag search in a search box, selecting terms from the tag cloud of all the tags in the database and selecting concepts from an ontology created from the tags assigned to the images. Each interface was tested by 21 users. The results show that the highest recall on average was achieved by users of the ontology interface, for seven out of the ten tasks, however users were more satisfied with the textbox based search than the cloud or the ontology. Differences between the precision values were small (less than 10%), but none of the interfaces clearly outdid the others. In terms of recall, on average there was a 27% difference between the group achieving the highest and lowest recall.
- Bar-Ilan, J., Shoham, S., Idan, A., Miller, Y. and Shachak, A. 2008. Structured vs. unstructured tagging -- A case study. Online Information Review, 32(5) 635--647.Google ScholarCross Ref
- Bar-Ilan, J., Zhitomirsky-Geffet, M., Miller, Y. and Shoham, S. 2010. The effects of background information and social interaction on image tagging, Journal of the American Society for Information Science and Technology, 61(5), 940--951. Google ScholarDigital Library
- Baterman, S., Gutwin, C. and Nacenta, M. 2008. Seeing things in the clouds: The effect of visual features on tag cloud selections. In Proceedings of the nineteenth ACM conference on Hypertext and Hypermedia (Pittsburgh, PA, 2008) pp. 193--202. Google ScholarDigital Library
- Begelman, G., Keller, P. and Smadja, F. 2006. Automated tag clustering: Improving search and exploration in the tag space. In Proceedings of the Workshop on Collaborative Web Tagging at WWW06. http://www.pui.ch/phred/automated_tag_clustering/automated_tag_clustering.pdfGoogle Scholar
- Braun, S., Schmidt, A. and Walter, A. 2007. Ontology maturing: A collaborative Web 2.0 approach to ontology engineering. In Proceedings of the Workshop on Collaborative Construction of Structured Knowledge at the 16th International World Wide Web Conference. http://www2007.org/workshops/paper_14.pdfGoogle Scholar
- Christiaens, S. 2006. Metadata mechanisms: From ontology to folksonomy & and back. On the Move to Meaningful Internet Systems 2006: OTM 2006 Workshops. Lecture Notes in Computer Science, 4277, 199--207. Google ScholarDigital Library
- Gruber, T. 2008. Collective knowledge systems: Where the Social Web meets the Semantic Web. Web Semantics: Science, Services and Agents on the World Wide Web, 6(1), 4--13. DOI=10.1016/j.websem.2007.11.011 Google ScholarDigital Library
- Halvey, M. and Keane, M. T. 2007. An assessment of tag presentation techniques. In Proceedings of the 16th International Conference on World Wide Web (Banff, Alberta), pp. 1313--1314. Google ScholarDigital Library
- Hassan-Montero, Y. and Herrero-Solana, V. 2006. Improving tag-clouds as visual information retrieval interfaces. InScit2006: International Conference on Multidisciplinary Information Sciences and Technologies. http://www.nosolousabilidad.com/hassan/improving_tagclouds.pdfGoogle Scholar
- Hearst, M. 2006. Clustering versus faceted categories for information exploration. Communication of the ACM, 49, (4), 59--61. Google ScholarDigital Library
- Hearst, M. and Rosner, D. 2008. Tag clouds: Data analysis tool or social signaller? Proceedings of the 41st Annual Hawaii International Conference on System Sciences, Computer Society Press. http://www.computer.org/portal/web/csdl/doi/10.1109/HICSS.2008.422 Google ScholarDigital Library
- Heymann, P. and Garcia-Molina, P. 2006. Collaborative creation of communal hierarchical taxonomies in social tagging. Stanford Infolab Technical Report 2006-10. http://dbpubs.stanford.edu:8090/pub/showDoc.Fulltext?lang=en&doc=2006-10&format=pdf&compGoogle Scholar
- MacGregor, G. and McCulloch, E. 2006. Collaborative tagging as a knowledge organisation and resource discovery tool. Library Review, 55(5), 291--300.Google ScholarCross Ref
- Marlow, C., Naaman, M., Boyd, D. and Davis, M. HT06, tagging paper, taxonomy, Flickr, academic article, to read. In Proceedings of the Seventeenth Conference on Hypertext and Hypermedia, (Odense, Denmark, 2006) pp. 31--39. Google ScholarDigital Library
- Mika, Peter. 2007. Ontologies are us: A unified model of social networks and semantics. Journal of Web Semantics, 5(1), 5--15. Google ScholarDigital Library
- Overell,S. Sigurbjörsson, B. and van Zwol, R. 2009. Classifying tags using open content resources. In Proceedings of WSDM 2009 pp. 64--73. DOI= 10.1145/1498759.1498810 Google ScholarDigital Library
- Quintarelli, E., Resmini, A. and Rosati, L. 2007. Facetag: Integrating bottom-up and top-down classification in a social-tagging system. IA Summit, Las Vegas. http://www.facetag.org/download/facetag-20070325.pdfGoogle Scholar
- Rattenbury, T., Good, N. and Naaman, M. 2007. Towards automatic extraction of event and place semantics from Flickr tags. In Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval. 103--110. Google ScholarDigital Library
- Rivadeneira, A. W., Gruen, D. M., Muller, M. J. and Millen, D. R. 2007. Getting our head in the clouds: Toward evaluation studies of tagclouds. In Proceedings of the SIGCHI conference on Human Factors in Computing Systems (San Jose, CA,2007) pp. 995--998 Google ScholarDigital Library
- Schmitz, P. 2006. Inducing an ontology from Flickr tags. In Proceedings of the Workshop on Collaborative Web Tagging at WWW06. http://www.ibiblio.org/www_tagging/2006/22.pdfGoogle Scholar
- Sigurbjörsson B. and van Zwol R. 2008.Flickr tag recommendation based on collective knowledge. In Proceeding of the 17th International Conference on the World Wide Web, pp. 327--336. Google ScholarDigital Library
- Sinclair, J. and Cardew-Hall, M. 2008. The folksonomy cloud tag: When is it useful? Journal of Information Science, 34(1), 15--29. Google ScholarDigital Library
- Voß, J. (2007). Tagging, folksonomy & co -- Renaissance of manual indexing? http://arxiv.org/PS_cache/cs/pdf/0701/0701072v2.pdfGoogle Scholar
- Weller, K. 2007. Folksonomies and ontologies. Two new players in indexing and knowledge representation. In Proceedings of Online Information 2007. http://wwwalt.phil-fak.uni-duesseldorf.de/infowiss/admin/public_dateien/files/35/1197280560weller009p.pdfGoogle Scholar
Index Terms
- Tag, cloud and ontology based retrieval of images
Recommendations
Tag-Based Integrated Semantic Ontology Construction and Evolution
IMIS '13: Proceedings of the 2013 Seventh International Conference on Innovative Mobile and Internet Services in Ubiquitous ComputingIn this research, we propose a methodology for ontology construction and evolution using tags from tag-cloud to improve availability of analysis and utilization of large scale of data. It is possible to construct semantic relationships among tags. To do ...
An ontology-based approach to auto-tagging articles
This paper proposes an auto-tagging methodology using tags defined in the ontology. The auto-tagging methodology consists of two main processes: classification process and tag selection process. The classification process concerns semantic analysis ...
Linked tag: image annotation using semantic relationships between image tags
State of the art image tagging systems are limited because they allow users to annotate image tags in noun form, which cannot fully express the semantics of image content. In this paper, we propose Linked Tag, a semi-automatic image annotation system ...
Comments