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Predicting participants in public events using stock photos

Published: 29 October 2012 Publication History

Abstract

Pictures taken by journalists for distribution and for inclusion in stock photo collections are often enriched with metadata. One key aspect of such photos is that they focus largely on events and feature celebrities and other public figures. They may provide interesting insights into how such public figures are related to each other in terms of the events they attend, and in their social proximity in terms of how often they are photographed together. In this paper, we study a corpus of approximately 9 million stock photographs taken over a 10 year period and, using their metadata, we extract a social network from co-appearance of public figures in events depicted in the photographs. We exploit this latent social information and combine it with the rich image metadata to explore the possibility of predicting attendees at future events, showing promising performance for this task.

References

[1]
H. Becker, M. Naaman, and L. Gravano. Learning similarity metrics for event identification in social media. In WSDM, pp. 291--300. ACM, 2010.
[2]
P. Boldi, R. Posenato, M. Santini, and S. Vigna. Algorithms and models for the web-graph. chapter Traps and Pitfalls of Topic-Biased PageRank, pp. 107--116. Springer-Verlag, Berlin, Heidelberg, 2008.
[3]
M. Davis, M. Smith, J. Canny, N. Good, S. King, and R. Janakiraman. Towards context-aware face recognition. In ACM Multimedia, pp. 483--486. ACM, 2005.
[4]
J. Devezas, F. Coelho, S. Nunes, and C. Ribeiro. Studying a personality coreference network in a news stories photo collection. In ECIR, pp. 485--488, 2012.
[5]
X. Jin, A. Gallagher, L. Cao, J. Luo, and J. Han. The wisdom of social multimedia: using flickr for prediction and forecast. In ACM Multimedia, pp. 1235--1244. ACM, 2010.
[6]
J. Luo, J. Yu, D. Joshi, and W. Hao. Event recognition: viewing the world with a third eye. In ACM Multimedia, pp. 1071--1080. ACM, 2008.
[7]
A. Mantrach and J.-M. Renders. A general framework for people retrieval in social media with multiple roles. In ECIR, pp. 495--498, 2012.
[8]
N. O'Hare and A. F. Smeaton. Context-aware person identification in personal photo collections. IEEE Transactions on Multimedia, 11(2):220--228, Feb. 2009.
[9]
J. M. Ponte and W. B. Croft. A Language Modeling Approach to Information Retrieval. In SIGIR, pp. 275--281, Melbourne, Australia, 1998.
[10]
T. Rattenbury, N. Good, and M. Naaman. Towards automatic extraction of event and place semantics from Flickr tags. In SIGIR, pp. 103--110. ACM, 2007.
[11]
P. Singla, H. Kautz, J. Luo, and A. Gallagher. Discovery of social relationships in consumer photo collections using markov logic. In CVPR, pp. 1--7. IEEE, 2008.
[12]
P. Wu and D. Tretter. Close & closer: social cluster and closeness from photo collections. In ACM Multimedia, pp. 709--712. ACM, 2009.
[13]
L. Xie, H. Sundaram, and M. Campbell. Event mining in multimedia streams. Proc. of the IEEE, 96, 2008.
[14]
M. Zhao, Y. W. Teo, S. Liu, T.-S. Chua, and R. Jain. Automatic person annotation of family photo album. In CIVR, pp. 163--172, Berlin, Heidelberg, 2006. Springer-Verlag.
[15]
T. Zickler, Z. Stone, and T. Darrell. Autotagging facebook: Social network context improves photo annotation. In CVPRW, pp. 1--8, 2008.

Cited By

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  • (2016)Predicting celebrity attendees at public events using stock photo metadataMultimedia Tools and Applications10.1007/s11042-014-2399-y75:4(2145-2167)Online publication date: 1-Feb-2016
  • (2013)MetroProceedings of the 5th International Conference on Social Informatics - Volume 823810.1007/978-3-319-03260-3_4(40-45)Online publication date: 25-Nov-2013

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    cover image ACM Conferences
    MM '12: Proceedings of the 20th ACM international conference on Multimedia
    October 2012
    1584 pages
    ISBN:9781450310895
    DOI:10.1145/2393347
    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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    Published: 29 October 2012

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    Author Tags

    1. photo collections
    2. public events
    3. public figures social network

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    October 29 - November 2, 2012
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    • (2016)Predicting celebrity attendees at public events using stock photo metadataMultimedia Tools and Applications10.1007/s11042-014-2399-y75:4(2145-2167)Online publication date: 1-Feb-2016
    • (2013)MetroProceedings of the 5th International Conference on Social Informatics - Volume 823810.1007/978-3-319-03260-3_4(40-45)Online publication date: 25-Nov-2013

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