Skip to main content

Scenemash: Multimodal Route Summarization for City Exploration

  • Conference paper
Advances in Information Retrieval (ECIR 2016)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 9626))

Included in the following conference series:

  • 4363 Accesses

Abstract

The potential of mining tourist information from social multimedia data gives rise to new applications offering much richer impressions of the city. In this paper we propose Scenemash, a system that generates multimodal summaries of multiple alternative routes between locations in a city. To get insight into the geographic areas on the route, we collect a dataset of community-contributed images and their associated annotations from Foursquare and Flickr. We identify images and terms representative of a geographic area by jointly analysing distributions of a large number of semantic concepts detected in the visual content and latent topics extracted from associated text. Scenemash prototype is implemented as an Android app for smartphones and smartwatches.

J. van den Berg—This research was performed while the first author was a student at the UvA.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 84.99
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Notes

  1. 1.

    Scenemash demo: https://www.youtube.com/watch?v=oAnj6A1oq2M.

References

  1. Ah-Pine, J., Clinchant, S., Csurka, G., Liu, Y.: Xrce’s participation in imageclef. In: Working Notes of CLEF 2009 Workshop Co-located with the 13th European Conference on Digital Libraries (ECDL 2009) (2009)

    Google Scholar 

  2. Brilhante, I., Macedo, J.A., Nardini, F.M., Perego, R., Renso, C.: TripBuilder: a tool for recommending sightseeing tours. In: de Rijke, M., Kenter, T., de Vries, A.P., Zhai, C.X., de Jong, F., Radinsky, K., Hofmann, K. (eds.) ECIR 2014. LNCS, vol. 8416, pp. 771–774. Springer, Heidelberg (2014)

    Chapter  Google Scholar 

  3. Cheng, A.-J., Chen, Y.-Y., Huang, Y.-T., Hsu, W.H., Liao, H.-Y.M.: Personalized travel recommendation by mining people attributes from community-contributed photos. In: Proceedings of the 19th ACM International Conference on Multimedia, MM 2011, pp. 83–92. ACM, New York (2011)

    Google Scholar 

  4. Frey, B.J., Dueck, D.: Clustering by passing messages between data points. Science 315(5814), 972–976 (2007)

    Article  MathSciNet  MATH  Google Scholar 

  5. Li, X., Snoek, C., Worring, M.: Learning social tag relevance by neighbor voting. IEEE Trans. Mult. 11(7), 1310–1322 (2009)

    Article  Google Scholar 

  6. Szegedy, C., Liu, W., Jia, Y., Sermanet, P., Reed, S., Anguelov, D., Erhan, D., Vanhoucke, V., Rabinovich, A.: Going deeper with convolutions. In: 2015 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), pp. 1–9, June 2015

    Google Scholar 

  7. Zahálka, J., Rudinac, S., Worring, M.: New yorker melange: interactive brew of personalized venue recommendations. In: Proceedings of the ACM International Conference on Multimedia, MM 2014, pp. 205–208. ACM, New York (2014)

    Google Scholar 

  8. Řeh\(\mathring{{\rm u}}\)řek, R., Sojka, P.: Software framework for topic modelling with large corpora. In: Proceedings of LREC Workshop New Challenges for NLP Frameworks, pp. 46–50. University of Malta, Valletta (2010)

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding authors

Correspondence to Jorrit van den Berg , Stevan Rudinac or Marcel Worring .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2016 Springer International Publishing Switzerland

About this paper

Cite this paper

van den Berg, J., Rudinac, S., Worring, M. (2016). Scenemash: Multimodal Route Summarization for City Exploration. In: Ferro, N., et al. Advances in Information Retrieval. ECIR 2016. Lecture Notes in Computer Science(), vol 9626. Springer, Cham. https://doi.org/10.1007/978-3-319-30671-1_75

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-30671-1_75

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-30670-4

  • Online ISBN: 978-3-319-30671-1

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics