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Graph-based recognition in photo collections using social semantics

Published: 01 December 2011 Publication History

Abstract

In this paper, we show how to recognize people in Consumer Photo Collections by employing a graphical model together with a distance-based face description method. We devise a graph design and explore ways to further improve the recognition performance by incorporating context in the form of social semantics. Experiments on a public dataset demonstrate the effectiveness of our probabilistic approach compared to traditional nearest-neighbor matching.

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Cited By

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  • (2014)Automatic Facial Image Annotation and Retrieval by Integrating Voice Label and Visual AppearanceProceedings of the 22nd ACM international conference on Multimedia10.1145/2647868.2655015(1001-1004)Online publication date: 3-Nov-2014
  • (2014)Joint People Recognition across Photo Collections Using Sparse Markov Random FieldsProceedings of the 20th Anniversary International Conference on MultiMedia Modeling - Volume 832510.1007/978-3-319-04114-8_29(340-352)Online publication date: 6-Jan-2014
  • (2013)Gender-aided people recognition in photo collections2013 IEEE 15th International Workshop on Multimedia Signal Processing (MMSP)10.1109/MMSP.2013.6659260(035-039)Online publication date: Sep-2013
  • Show More Cited By

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cover image ACM Conferences
SBNMA '11: Proceedings of the 2011 ACM workshop on Social and behavioural networked media access
December 2011
78 pages
ISBN:9781450309905
DOI:10.1145/2072627
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: 01 December 2011

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Author Tags

  1. face recognition
  2. photo collection
  3. social semantics

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MM '11
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MM '11: ACM Multimedia Conference
December 1, 2011
Arizona, Scottsdale, USA

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Cited By

View all
  • (2014)Automatic Facial Image Annotation and Retrieval by Integrating Voice Label and Visual AppearanceProceedings of the 22nd ACM international conference on Multimedia10.1145/2647868.2655015(1001-1004)Online publication date: 3-Nov-2014
  • (2014)Joint People Recognition across Photo Collections Using Sparse Markov Random FieldsProceedings of the 20th Anniversary International Conference on MultiMedia Modeling - Volume 832510.1007/978-3-319-04114-8_29(340-352)Online publication date: 6-Jan-2014
  • (2013)Gender-aided people recognition in photo collections2013 IEEE 15th International Workshop on Multimedia Signal Processing (MMSP)10.1109/MMSP.2013.6659260(035-039)Online publication date: Sep-2013
  • (2013)People recognition in ambiguously labeled Photo Collections2013 IEEE International Conference on Multimedia and Expo (ICME)10.1109/ICME.2013.6607603(1-6)Online publication date: Jul-2013
  • (2013)Recognizing people by face and body in Photo Collections2013 10th IEEE International Conference and Workshops on Automatic Face and Gesture Recognition (FG)10.1109/FG.2013.6553751(1-7)Online publication date: Apr-2013
  • (2013)Mining People’s Appearances to Improve Recognition in Photo CollectionsAdvances in Multimedia Modeling10.1007/978-3-642-35725-1_17(185-195)Online publication date: 2013
  • (2012)Improving face recognition with genealogical and contextual dataProceedings of the 27th Conference on Image and Vision Computing New Zealand10.1145/2425836.2425897(307-312)Online publication date: 26-Nov-2012

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