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| Content Provider | Springer Nature Link |
|---|---|
| Author | Ramampiaro, Heri Ruocco, Massimiliano |
| Copyright Year | 2013 |
| Abstract | Providing effective tools to retrieve event-related pictures within media-sharing applications, such as Flickr, is an important but challenging task. One interesting aspect is to search pictures related to a specific event with a given annotated image. Most existing methods have focused on doing this by extracting visual features from the pictures. However, pictures in media-sharing applications increasingly come with location information, such as geotags. Therefore, we stress the importance of exploring the possibility to leverage on the geographical and temporal distribution of terms in a tag-based search process, within event-related image retrieval. Specifically, we propose extended query expansion models that exploit the information about the temporal neighborhoods among pictures in a collection, and leverage on the geo-temporal distribution of the candidate expansion terms to reweight and expand the initial query. To evaluate our approach, we conduct extensive experiments on a dataset consisting of pictures from Flickr. The results from these experiments demonstrate the effectiveness of our method with respect to retrieval performance. |
| Starting Page | 273 |
| Ending Page | 288 |
| Page Count | 16 |
| File Format | |
| ISSN | 21926611 |
| Journal | International Journal of Multimedia Information Retrieval |
| Volume Number | 2 |
| Issue Number | 4 |
| e-ISSN | 2192662X |
| Language | English |
| Publisher | Springer London |
| Publisher Date | 2013-08-25 |
| Publisher Place | London |
| Access Restriction | One Nation One Subscription (ONOS) |
| Subject Keyword | Tag-based image search Image retrieval Information Storage and Retrieval Data Mining and Knowledge Discovery Image Processing and Computer Vision Computer Science Query expansion Information Systems Applications (incl. Internet) Multimedia Information Systems Spatio-temporal approach |
| Content Type | Text |
| Resource Type | Article |
| Subject | Library and Information Sciences Information Systems Media Technology |
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