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Placing flickr photos on a map
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Annual ACM Conference on Research and Development in Information Retrieval archive
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval table of contents
Boston, MA, USA
SESSION: Multimedia II (images and tags) table of contents
Pages 484-491  
Year of Publication: 2009
ISBN:978-1-60558-483-6
Authors
Pavel Serdyukov  University of Twente, Enschede, Netherlands
Vanessa Murdock  Yahoo!, Barcelona, Spain
Roelof van Zwol  Yahoo!, Barcelona, Spain
Sponsors
SIGIR: ACM Special Interest Group on Information Retrieval
ACM: Association for Computing Machinery
Publisher
ACM  New York, NY, USA
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ABSTRACT

In this paper we investigate generic methods for placing photos uploaded to Flickr on the World map. As primary input for our methods we use the textual annotations provided by the users to predict the single most probable location where the image was taken. Central to our approach is a language model based entirely on the annotations provided by users. We define extensions to improve over the language model using tag-based smoothing and cell-based smoothing, and leveraging spatial ambiguity. Further we demonstrate how to incorporate GeoNames\footnote{http://www.geonames.org visited May 2009}, a large external database of locations. For varying levels of granularity, we are able to place images on a map with at least twice the precision of the state-of-the-art reported in the literature.


REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

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Collaborative Colleagues:
Pavel Serdyukov: colleagues
Vanessa Murdock: colleagues
Roelof van Zwol: colleagues