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Placing flickr photos on a map

Published: 19 July 2009 Publication History

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

[1]
S. Ahern, M. Naaman, R. Nair, and J. Yang. World Explorer: Visualizing aggregate data from unstructured text in geo-referenced collections. In JCDL '07, 2007.
[2]
M. Ames and M. Naaman. Why we tag: motivations for annotation in mobile and online media. In CHI '07, pages 971--980, New York, NY, USA, 2007. ACM.
[3]
E. Amitay, N. Har'El, R. Sivan, and A. Soffer. Web-a-where: geotagging web content. In SIGIR '04, pages 273--280, New York, NY, USA, 2004. ACM.
[4]
L. Backstrom, J. Kleinberg, R. Kumar, and J. Novak. Spatial variation in search engine queries. In WWW '08, 2008.
[5]
G. Cao, J.-Y. Nie, J. Gao, and S. Robertson. Selecting good expansion terms for pseudo-relevance feedback. In SIGIR '08, pages 243--250, New York, NY, USA, 2008. ACM.
[6]
D. Crandall, L. Backstrom, D. Huttenlocher, and J. Kleinberg. Mapping the world's photos. In proceedings of the 18th International World Wide Web Conference (WWW 2009), Madrid, Spain, April 2009.
[7]
J. Ding, L. Gravano, and N. Shivakumar. Computing geographical scopes of web resources. In VLDB '00, pages 545--556, San Francisco, CA, USA, 2000. Morgan Kaufmann Publishers Inc.
[8]
J. Hays and A. A. Efros. im2gps: estimating geographic information from a single image. In Proceedings of the IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2008.
[9]
L. Kennedy and M. Naaman. Generating diverse and representative image search results for landmarks. In WWW '08, 2008.
[10]
J. Leidner. Toponym Resolution in Text: Annotation, Evaluation and Applications of Spatial Grounding of Place Names. PhD thesis, University of Edinburgh, 2007.
[11]
A. McCallum, R. Rosenfeld, T. M. Mitchell, and A. Y. Ng. Improving text classification by shrinkage in a hierarchy of classes. In ICML '98, pages 359--367, San Francisco, CA, USA, 1998. Morgan Kaufmann Publishers Inc.
[12]
Q. Mei, C. Liu, H. Su, and C. Zhai. A probabilistic approach to spatiotemporal theme pattern mining on weblogs. In WWW '06, 2006.
[13]
M. Naaman, S. Harada, Q. Wang, H. Garcia-Molina, and A. Paepcke. Context data in geo-referenced digital photo collections. In MULTIMEDIA '04, pages 196--203, New York, NY, USA, 2004. ACM.
[14]
M. Naaman, A. Paepcke, and H. Garcia-Molina. From where to what: metadata sharing for digital photographs with geographic coordinates. On The Move to Meaningful Internet Systems 2003: CoopIS, DOA, and ODBASE, pages 196--217, 2003.
[15]
S. Overell, B. Sigurbjornsson, and R. van Zwol. Classifying tags using open content resources. In WSDM '09, 2009.
[16]
J. Raper, G. Gartner, H. Karimi, and C. Rizos. Applications of location-based services: A selected review. Journal of Location Based Services, 1(2), 2007.
[17]
T. Rattenbury, N. Good, and M. Naaman. Towards automatic extraction of event and place semantics from flickr tags. In SIGIR '07, 2007.
[18]
M. Richardson and P. Domingos. The intelligent surfer: Probabilistic combination of link and content information in pagerank. In NIPS '01: Advances in Neural Information Processing Systems, 2001.
[19]
P. Serdyukov, H. Rode, and D. Hiemstra. Modeling multi-step relevance propagation for expert finding. In CIKM '08, pages 1133--1142, New York, NY, USA, 2008. ACM.
[20]
A. Shakery and C. Zhai. A probabilistic relevance propagation model for hypertext retrieval. In CIKM '06, pages 550--558, New York, NY, USA, 2006. ACM Press.
[21]
B. Sigurbjornsson and R. van Zwol. Flickr tag recommendation based on collective knowledge. In proceedings of the 17th International World Wide Web Conference (WWW 2008), Beijing, China, April 2008.
[22]
C. Torniai, S. Battle, and S. Cayzer. Sharing, discovering and browsing geotagged pictures on the web. Technical report, Digital Media Systems Laboratory, HP Laboratories Bristol, 2007.
[23]
K. Toyama, R. Logan, and A. Roseway. Geographic location tags on digital images. In MULTIMEDIA '03, pages 156--166, New York, NY, USA, 2003. ACM.
[24]
S. Vadrevu, Y. Zhang, B. Tseng, G. Sun, and X. Li. Identifying regional sensitive queries in web search. In Proceedings of WWW '08, 2008.
[25]
C. Wang, J. Wang, X. Xie, and W.-Y. Ma. Mining geographic knowledge using location aware topic model. In GIR '07, 2007.
[26]
K. Weinberger, M. Slaney, and R. van Zwol. Resolving tag ambiguity. In Proceedings of the 16th International ACM Conference on Multimedia (MM 2008), Vancouver, Canada, November 2008.
[27]
C. Zhai and J. Lafferty. Two-stage language models for information retrieval. In SIGIR '02, pages 49--56, New York, NY, USA, 2002. ACM.
[28]
Z. Zhuang, C. Brunk, and C. L. Giles. Modeling and visualizing geosensitive queries based on user clicks. In LocWeb '08, 2008.
[29]
W. Zong, D. Wu, A. Sun, E.-P. Lim, and D. H.-L. Goh. On assigning place names to geography related web pages. In JCDL '05, pages 354--362, New York, NY, USA, 2005. ACM.

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cover image ACM Conferences
SIGIR '09: Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
July 2009
896 pages
ISBN:9781605584836
DOI:10.1145/1571941
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Publication History

Published: 19 July 2009

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Author Tags

  1. flickr
  2. image localization
  3. language models

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  • (2024)LocGuard: A Location Privacy Defender for Image SharingIEEE Transactions on Dependable and Secure Computing10.1109/TDSC.2024.337692921:6(5526-5537)Online publication date: Nov-2024
  • (2024)Automatic Sentence Classification: A Crucial Component of Sentiment AnalysisData Intelligence and Cognitive Informatics10.1007/978-981-99-7962-2_1(1-16)Online publication date: 7-Jan-2024
  • (2023)Vis2Rec: A Large-Scale Visual Dataset for Visit Recommendation2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)10.1109/WACV56688.2023.00300(2986-2996)Online publication date: Jan-2023
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  • (2023)Automated Phrasal Verb and Key-Phrase Checking with LSTM-Based Attention Mechanism2023 3rd International Conference on Computing and Information Technology (ICCIT)10.1109/ICCIT58132.2023.10273937(285-290)Online publication date: 13-Sep-2023
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