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iRIN: image retrieval in image-rich information networks

Published: 26 April 2010 Publication History

Abstract

In this demo, we present a system called iRIN designed for performing image retrieval in image-rich information networks. We first introduce MoK-SimRank to significantly improve the speed of SimRank, one of the most popular algorithms for computing node similarity in information networks. Next, we propose an algorithm called SimLearn to (1) extend MoK-SimRank to heterogeneous image-rich information network, and (2) account for both link-based and content-based similarities by seamlessly integrating reinforcement learning with feature learning.

References

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S. Belongie, J. Malik, and J. Puzicha. Shape matching and object recognition using shape contexts. IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(4):509--522, 2002.
[2]
R. Datta, D. Joshi, J. Li, and J. Z. Wang. Image retrieval: Ideas, influences, and trends of the new age. ACM Computing Surveys, 40(2):1--60, April 2008.
[3]
G. Jeh and J.Widom. Simrank: a measure of structural-context similarity. In Proceedings of the 8th International Conference on Knowledge discovery and data mining(KDD'02), 2002.
[4]
L. Yang and A. R. Jin. Contents distance metric learning: A comprehensive survey. Technical report, Department of Computer Science and Engineering, Michigan State University, 2006.

Cited By

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  • (2017)SimMemeProceedings of the 2017 ACM on Conference on Information and Knowledge Management10.1145/3132847.3133174(2455-2458)Online publication date: 6-Nov-2017
  • (2017)Searching Personal Photos on the Phone with Instant Visual Query Suggestion and Joint Text-Image HashingProceedings of the 25th ACM international conference on Multimedia10.1145/3123266.3123446(118-126)Online publication date: 23-Oct-2017
  • (2017)ConclusionVisual Pattern Discovery and Recognition10.1007/978-981-10-4840-1_6(85-87)Online publication date: 16-Jun-2017
  • Show More Cited By

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  1. iRIN: image retrieval in image-rich information networks

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    Published In

    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

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 26 April 2010

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    Author Tags

    1. image retrieval
    2. information network
    3. ranking

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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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    Cited By

    View all
    • (2017)SimMemeProceedings of the 2017 ACM on Conference on Information and Knowledge Management10.1145/3132847.3133174(2455-2458)Online publication date: 6-Nov-2017
    • (2017)Searching Personal Photos on the Phone with Instant Visual Query Suggestion and Joint Text-Image HashingProceedings of the 25th ACM international conference on Multimedia10.1145/3123266.3123446(118-126)Online publication date: 23-Oct-2017
    • (2017)ConclusionVisual Pattern Discovery and Recognition10.1007/978-981-10-4840-1_6(85-87)Online publication date: 16-Jun-2017
    • (2015)Integrated algorithm (S-CBIR) for image retrieval in imase-rich information networks2015 International Conference on Communications and Signal Processing (ICCSP)10.1109/ICCSP.2015.7322727(1337-1342)Online publication date: Apr-2015
    • (2013)Reinforced Similarity Integration in Image-Rich Information NetworksIEEE Transactions on Knowledge and Data Engineering10.1109/TKDE.2011.22825:2(448-460)Online publication date: 1-Feb-2013
    • (2011)LikeMinerProceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining10.1145/2020408.2020528(753-756)Online publication date: 21-Aug-2011
    • (2011)Automatic image semantic interpretation using social action and tagging dataMultimedia Tools and Applications10.1007/s11042-010-0650-851:1(213-246)Online publication date: 1-Jan-2011
    • (2010)The wisdom of social multimediaProceedings of the 18th ACM international conference on Multimedia10.1145/1873951.1874196(1235-1244)Online publication date: 25-Oct-2010

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