Abstract
Realizing the potential of digital media in the home relies on the existence of detailed, semantically unambiguous metadata. However, in the domain of personal photography, the generation of such metadata remains an unsolved issue. This paper introduces PixGeo, a solution to geographically grounding touristic personal photographs based on exploiting the existence of strong contextual connections among photographs in a user’s collection. We experiment with building temporal clusters within test collections and leverage an 8 million image dataset from Flickr to perform scene matching using k-NN. In the evaluation we find that the approach performs 30% better than chance for grounding photos.
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Bazire, M., Brézillon, P.: Understanding context before using it. In: Dey, A.K., Kokinov, B., Leake, D.B., Turner, R. (eds.) CONTEXT 2005. LNCS (LNAI), vol. 3554, pp. 29–40. Springer, Heidelberg (2005)
Bolettieri, P., Esuli, A., Falchi, F., Lucchese, C., Perego, R., Piccioli, T., Rabitti, F.: CoPhIR: a test collection for content-based image retrieval. CoRR, abs/0905.4627v2 (2009)
Brighton, H., Mellish, C.: Advances in instance selection for instance-based learning algorithms. Data Min. Knowl. Discov. 6(2), 153–172 (2002)
Brilakis, I.K.: Content Based Integration of Construction Site Images in AEC/FM Model Based Systems. PhD thesis, University of Illinois (2005)
Carvalho, R.F., Chapman, S., Ciravegna, F.: Attributing semantics to personal photographs. Multimedia Tools Appl. 42(1), 73–96 (2009)
Crandall, D., Backstrom, L., Huttenlocher, D., Kleinberg, J.: Mapping the world’s photos. In: WWW (2009)
Frohlich, D., Kuchinsky, A., Pering, C., Don, A., Ariss, S.: Requirements for photoware, New Orleans, Louisiana, USA, pp. 166–175 (2002)
Hays, J., Efros, A.A.: Im2gps: Estimating geographic information from a single image. In: Proc. of Compter Vision and Pattern Recognition (2008)
Kirk, D.S., Sellen, A.J., Rother, C., Wood, K.R.: Understanding photowork. In: SIGCHI, Montréal, Québec, Canada (April 2006)
Manjunath, B., Ohm, J.-R., Vasudevan, V.V., Yamada, A.: Color and texture descriptors. IEEE Transactions on Circuits and Systems for Video Technology 11, 703–715 (2001)
Miller, A., Edwards, K.W.: Give and take: A study of consumer photo-sharing culture and practice. In: CHI, San Jose, California, USA. ACM Press, New York (2007)
Moxley, E., Kleban, J., Manjunath, B.S.: Spirittagger: a geo-aware tag suggestion tool mined from flickr. In: MIR 2008: Proceeding of the 1st ACM conference on Multimedia information retrieval. ACM, New York (2008)
Naaman, M., Paepcke, A., Garcia-Molina, H.: From where to what: metadata sharing for digital photographs with geographic coordinates. In: Meersman, R., Tari, Z., Schmidt, D.C. (eds.) CoopIS 2003, DOA 2003, and ODBASE 2003. LNCS, vol. 2888, pp. 196–217. Springer, Heidelberg (2003)
Sontag, S.: On photography. Farrar, Straus and Giroux, New York (1977)
Stone, Z., Zickler, T., Darrell, T.: Autotagging facebook: Social network context improves photo annotation. IEEE, Los Alamitos (2008)
Zhao, M., Liu, S.: Automatic person annotation of family photo album. In: Sundaram, H., Naphade, M., Smith, J.R., Rui, Y. (eds.) CIVR 2006. LNCS, vol. 4071, pp. 163–172. Springer, Heidelberg (2006)
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Carvalho, R.F., Ciravegna, F. (2009). PixGeo: Geographically Grounding Touristic Personal Photographs. In: Chua, TS., Kompatsiaris, Y., Mérialdo, B., Haas, W., Thallinger, G., Bailer, W. (eds) Semantic Multimedia. SAMT 2009. Lecture Notes in Computer Science, vol 5887. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-10543-2_15
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DOI: https://doi.org/10.1007/978-3-642-10543-2_15
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