Abstract
We show how to jointly recognize people across an entire photo collection while considering the specifies of personal photos that often depict multiple people. We devise and explore a sparse but efficient graph design based on a second-order Markov Random Field, and that utilizes a distance-based face description method. Experiments on two datasets demonstrate and validate the effectiveness of our probabilistic approach compared to traditional methods.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Anguelov, D., Lee, K., Gokturk, S.: Contextual identity recognition in personal photo albums. In: CVPR, pp. 1–7 (2007)
Gallagher, A.C., Chen, T.: Using a Markov network to recognize people in consumer images. In: ICIP, pp. 489–492 (2007)
Gallagher, A.C., Chen, T.: Using Context to Recognize People in Consumer Images. TCVA 1 (2009)
O’Hare, N., Smeaton, A.F.: Context-aware person identification in personal photo collections. Multimedia 11 (2009)
Lin, D., Kapoor, A., Hua, G., Baker, S.: Joint People, Event, and Location Recognition in P. P. C. Using Cross-Domain Context. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part I. LNCS, vol. 6311, pp. 243–256. Springer, Heidelberg (2010)
Wang, G., Gallagher, A., Luo, J., Forsyth, D.: Seeing People in Social Context: Recognizing People and Social Relationships. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010, Part V. LNCS, vol. 6315, pp. 169–182. Springer, Heidelberg (2010)
Kapoor, A., Lin, D., Baker, S.: How to Make Face Recognition Work: The Power of Modeling Context. AAAI Work (2012)
Brenner, M., Izquierdo, E.: Gender-aided People Recognition in Photo Collections. In: MMSP (2013)
Gallagher, A.C., Chen, T.: Clothing co-segmentation for recognizing people. In: CVPR (2008)
Brenner, M., Izquierdo, E.: Recognizing People by Face and Body in Photo Collections. In: FG (2013)
Brenner, M., Izquierdo, E.: Graph-based Recognition in Photo Collections using Social Semantics. In: MM SBNMA (2011)
Brenner, M., Izquierdo, E.: People Recognition in Ambiguously Labeled Photo Collections. In: ICME. IEEE (2013)
Ahonen, T., Hadid, A.: Face description with local binary patterns: Application to face recognition. PAMI 28(12) (2006)
Wang, D., Hoi, S., He, Y., Zhu, J.: Retrieval-based face annotation by weak label regularized local coordinate coding. In: MM (2011)
Koller, D., Friedman, N.: Probabilistic graphical models: principles and techniques. MIT Press (2009)
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this paper
Cite this paper
Brenner, M., Izquierdo, E. (2014). Joint People Recognition across Photo Collections Using Sparse Markov Random Fields. In: Gurrin, C., Hopfgartner, F., Hurst, W., Johansen, H., Lee, H., O’Connor, N. (eds) MultiMedia Modeling. MMM 2014. Lecture Notes in Computer Science, vol 8325. Springer, Cham. https://doi.org/10.1007/978-3-319-04114-8_29
Download citation
DOI: https://doi.org/10.1007/978-3-319-04114-8_29
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-04113-1
Online ISBN: 978-3-319-04114-8
eBook Packages: Computer ScienceComputer Science (R0)