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Diversifying landmark image search results by learning interested views from community photos

Published: 26 April 2010 Publication History

Abstract

In this paper, we demonstrate a novel landmark photo search and browsing system: Agate, which ranks landmark image search results considering their relevance, diversity and quality. Agate learns from community photos the most interested aspects and related activities of a landmark, and generates adaptively a Table of Content (TOC) as a summary of the attractions to facilitate the user browsing. Image search results are thus re-ranked with the TOC so as to ensure a quick overview of the attractions of the landmarks. A novel non-parametric TOC generation and set-based ranking algorithm, MoM-DPM Sets, is proposed as the key technology of Agate. Experimental results based on human evaluation show the effectiveness of our model and users' preference for Agate.

References

[1]
A. Velivelli and T.S. Huang. Automatic Video Annotation Using Multimodal Dirichlet Process Mixture Model. ICNSC 2008.
[2]
B. David and M. Jordan. Modeling annotated data. ACM SIGIR conference, pp. 127--134, 2003.
[3]
F. Jing, C. Wang, Y. Yao, K. Dong, L. Zhang and W. Ma. IGroup: Web Image Search Results Clustering. ACM Multi-media, Oct., 2006.
[4]
J. Butcher. Travel Experiences': The Ancillary Product Context. WTM Seminar of Isango.com. Nov. 2008.
[5]
I. Simon, N. Snavely et al. Scene Summarization for Online Image Collections. ICCV, 2007.
[6]
K. Sande, T. Gevers and C. Snoek. Evaluating Color Descriptors for Object and Scene Recognition, IEEE Trans. On PAMI (in press), 2010
[7]
R.M. Neal. Markov Chain Sampling Methods for Dirichlet Process Mixture Models. Journal of Computational And Graphical Statistics, vol.9(2):249--265,2000
[8]
X. Wang, W. Ma, Q. He and X. Li. Grouping Web Image Search Result. In Proceeding of the 12th International ACM Conference on Multimedia, Oct. 2004.

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cover image ACM Other conferences
WWW '10: Proceedings of the 19th international conference on World wide web
April 2010
1407 pages
ISBN:9781605587998
DOI:10.1145/1772690

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 26 April 2010

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Author Tags

  1. landmark image search
  2. set-based ranking
  3. user interest modeling

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  • Demonstration

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WWW '10
WWW '10: The 19th International World Wide Web Conference
April 26 - 30, 2010
North Carolina, Raleigh, USA

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Overall Acceptance Rate 1,899 of 8,196 submissions, 23%

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  • (2017)Assisting Attraction Classification by Harvesting Web DataIEEE Access10.1109/ACCESS.2017.26568785(1600-1608)Online publication date: 2017
  • (2016)Landmark Reranking for Smart Travel Guide Systems by Combining and Analyzing Diverse MediaIEEE Transactions on Systems, Man, and Cybernetics: Systems10.1109/TSMC.2016.252394846:11(1492-1504)Online publication date: Nov-2016
  • (2016)On very large scale test collection for landmark image search benchmarkingSignal Processing10.1016/j.sigpro.2015.10.037124:C(13-26)Online publication date: 1-Jul-2016
  • (2015)Content-Based Visual Landmark Search via Multimodal Hypergraph LearningIEEE Transactions on Cybernetics10.1109/TCYB.2014.238338945:12(2756-2769)Online publication date: Dec-2015
  • (2015)Landmark Summarization With Diverse ViewpointsIEEE Transactions on Circuits and Systems for Video Technology10.1109/TCSVT.2014.236973125:11(1857-1869)Online publication date: 1-Nov-2015
  • (2014)The Evolution of Research on Multimedia Travel Guide Search and Recommender SystemsProceedings of the 20th Anniversary International Conference on MultiMedia Modeling - Volume 832610.1007/978-3-319-04117-9_21(227-238)Online publication date: 6-Jan-2014
  • (2013)Building a Large Scale Test Collection for Effective Benchmarking of Mobile Landmark SearchAdvances in Multimedia Modeling10.1007/978-3-642-35728-2_4(36-46)Online publication date: 2013
  • (2012)Searching for diversified landmarks by photoProceedings of the 20th ACM international conference on Multimedia10.1145/2393347.2396472(1337-1338)Online publication date: 29-Oct-2012
  • (2012)DLMSearchProceedings of the 20th ACM international conference on Multimedia10.1145/2393347.2396343(905-908)Online publication date: 29-Oct-2012
  • (2012)Extracting Touristic Information from Online Image CollectionsProceedings of the 2012 Eighth International Conference on Signal Image Technology and Internet Based Systems10.1109/SITIS.2012.77(482-488)Online publication date: 25-Nov-2012
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