Abstract
Travel destination recommendation is useful to support travel. Considering the recommendation of regions within the destination area to visit, it could be difficult for the users to explicitly indicate their preference. Therefore, we considered that it would be more intuitive to recommend regions in the destination area that are similar to a region already well-known to the user. Thus, in this paper, we propose a method for the detection of similar geo-regions based on Visual Concepts in social photos. We report experimental results and analyses by applying the proposed method to the YFCC100M dataset.
M. Philippe—Currently at SONY Electronics.
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References
Travel & tourism economic impact 2016 annual update summary. http://www.wttc.org/-/media/files/reports/economic-impact-research/2016-documents/economic-impact-summary-2016_a4-web.pdf. Accessed 15 May 2017
Ide, I., Wang, J., Noda, M., Takahashi, T., Deguchi, D., Murase, H.: Construction of a local attraction map according to social visual attention. In: Watanabe, T., Watada, J., Takahashi, N., Howlett, R., Jain, L. (eds.) Intelligent Interactive Multimedia: Systems and Services, pp. 153–162. Springer, Heidelberg (2012). https://doi.org/10.1007/978-3-642-29934-6_15
Kurashima, T., Iwata, T., Irie, G., Fujimura, K.: Travel route recommendation using geotags in photo sharing sites. In: Proceedings of the 19th ACM International Conference on Information and Knowledge Management, pp. 579–588 (2010)
Min, W., Bao, B.K., Xu, C.: Multimodal spatio-temporal theme modeling for landmark analysis. IEEE Multimed. 21(3), 20–29 (2014)
Pongpaichet, S., Tang, M., Jalali, L., Jain, R.: Using photos as micro-reports of events. In: Proceedings of the 2016 ACM International Conference on Multimedia Retrieval, pp. 87–94 (2016)
Shi, Y., Serdyukov, P., Hanjalic, A., Larson, M.: Nontrivial landmark recommendation using geotagged photos. ACM Trans. Intell. Syst. Technol. 4(3), 17–37 (2013)
Shimada, K., Uehara, H., Endo, T.: A comparative study of potential-of-interest days on a sightseeing spot recommender. In: Proceedings of the 3rd IIAI International Conference on Advanced Applied Information, pp. 555–560 (2014)
Thomee, B., Shamma, D.A., Friedland, G., Elizalde, B., Ni, K., Poland, D., Borth, D., Li, L.J.: YFCC100M: the new data in multimedia research. Comm. ACM 59(2), 64–73 (2016)
Acknowledgment
Parts of this work were supported by Grant-in-aid for Scientific Research from MEXT/JSPS.
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Takimoto, H. et al. (2018). Detection of Similar Geo-Regions Based on Visual Concepts in Social Photos. In: Zeng, B., Huang, Q., El Saddik, A., Li, H., Jiang, S., Fan, X. (eds) Advances in Multimedia Information Processing – PCM 2017. PCM 2017. Lecture Notes in Computer Science(), vol 10735. Springer, Cham. https://doi.org/10.1007/978-3-319-77380-3_47
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DOI: https://doi.org/10.1007/978-3-319-77380-3_47
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