Abstract
In this chapter, a geotag-based inter/intra-city travel and photo-shooting navigation system that considers both the personal preference and the seasonal/temporal popularity is presented. For the inter-city travel navigation, similarity among users is efficiently calculated by combining our visit pattern similarity and photo shooting pattern similarity. Accurate intra-city travel navigation is achieved by incorporating the seasonal and temporal information into a Markov model. Photo-shooting navigation by using large-scale geotagged photos is also presented. The effectiveness of the proposed algorithms have been experimentally demonstrated by using more than millions of geo-tags and photos downloaded from Flickr.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
A. Agarwala, Efficient gradient-domain compositing using quadtrees. ACM Trans. Graph. 26(3), 94 (2007)
Y. Arase, X. Xie, T. Hara, S. Nishio, Mining people’s trips from large scale geo-tagged photos, in ACMMM, pp. 133–142 (2011)
C. Barnes, E. Shechtman, A. Finkelstein, D.B. Goldman, PatchMatch: A randomized correspondence algorithm for structural image editing. ACM Trans. Graph. (Proc SIGGRAPH) 28(3), (2009)
M. Bertalmio, G. Sapiro, V. Caselles, C. Ballester, Image inpainting, in Proceedings of the 27th Annual Conference on Computer Graphics and Interactive Techniques, SIGGRAPH ’00, pp. 417–424 (2000)
S. Bhattacharya, R. Sukthankar, M. Shah, A framework for photo-quality assessment and enhancement based on visual aesthetics, in ACMMM, pp. 271–280 (2010)
M. Birsak, P. Musialski, P. Wonka, M. Wimmer, Automatic generation of tourist brochures. Computer Graphics Forum (Proceedings of EUROGRAPHICS 2014) 33 (2014)
W.C. Chen, A. Battestini, N. Gelfand, V. Setlur, Visual summaries of popular landmarks from community photo collections, in ACMMM, pp. 789–792 (2009)
A.J. Cheng, Y.Y. Chen, Y.T. Huang, W.H. Hsu, H.Y.M. Liao, Personalized travel recommendation by mining people attributes from community-contributed photos, in ACMMM, pp. 83–92 (2011)
J. Choi, G. Friedland, V. Ekambaram, K. Ramchandran, Multimodal location estimation of consumer media: Dealing with sparse training data, in ICME, pp. 43–48 (2012)
M.D. Choudhury, M. Feldman, S. Amer-Yahia, N. Golbandi, R. Lempel, C.Yu ,Constructing travel itineraries from tagged geo-temporal breadcrumbs, in WWW, pp. 1083–1084 (2010)
M. Clements, P. Serdyukov, A.P. de Vries, M.J. Reinders, Using flickr geotags to predict user travel behaviour, in SIGIR, pp. 851–852 (2010)
D. Crandall, L. Backstrom, D. Huttenlocher, J. Kleinberg, Mapping the world fs photos, in WWW, pp. 761–770 (2009)
Q. Fang, J. Sang, C. Xu, Giant: Geo-informative attributes for location recognition and exploration, in ACMMM, pp. 13–22 (2013)
F. Girardin, F. Calabrese, F. Fiore, C. Ratti, J. Blat, Digital footprinting: Uncovering tourists with user-generated content. IEEE Pervasive Comput. 7(4), 36–43 (2008)
J. Hays, A. Efros, Im2gps: estimating geographic information from a single image, in CVPR, pp. 1–8 (2008)
J. Hays, A.A. Efros, Scene completion using millions of photographs. ACM Trans. Graph. 26(3), 87–94 (2007)
N. Ishihara, Y. Itoh, K. Takashima, F. Kishino, Attractiveness-based image scoring using similar images on websites, in IPSJ Interaction (in Japanese) (2011)
A. Jaffe, M. Naaman, T. Tassa, M. Davis, Generating summaries and visualization for large collections of geo-referenced photographs, in ACM MIR, pp. 89–98 (2006)
K.Jiang, P. Wang, N. Yu, Contextrank: Personalized tourism recommendation by exploiting context information of geotaggedweb photos, in ICIG, pp. 931–937 (2011)
L. Kennedy, M. Naaman, Generating diverse and representative image search results for landmarks, in WWW, pp. 297–306 (2008)
L. Kennedy, M. Naaman, S. Ahern, R. Nair, T. Rattenbury, How flickr helps us make sense of the world: context and content in community-contributed media collections, in ACMMM, pp. 631–640 (2007)
T. Kurashima, T. Iwata, G. Irie, K. Fujimura, Travel route recommendation using geotags in photo sharing sites, in CIKM, pp. 579–588 (2010)
Li C, Loui AC, Chen T (2010) Towards aesthetics: A photo quality assessment and photo selection system, in ACMMM, pp. 827–830
J. Li, Z. Qian, Y.Y. Tang, L. Yang, T. Mei, Gps estimation for places of interest from social users’ uploaded photos. IEEE Trans. Multimedia 15(8), 2058–2071 (2013)
Z. Luming, S. Mingli, Y. Yi, Z. Qi, Z. Chen, N. Sebe, Weakly supervised photo cropping. IEEE Trans. Multimedia 16(1), 94–107 (2014)
Mamei M, Rosi A, Zambonelli F (2010) Automatic analysis of geotagged photos for intelligent tourist services, in Sixth International Conference on Intelligent Environments, pp. 146–151 (2010)
Nishiyama M, Okabe T, Sato Y, Sato I (2009) Sensation-based photo cropping, in ACMMM, pp. 669–672
Popescu A, Grefenstette G (2011) Mining social media to create personalized recommendations for tourist visits, in COM.Geo
A. Popescu, G. Grefenstette, P.A. Moëllic, Mining tourist information from user-supplied collections, in CKIM, pp. 1713–1716 (2009)
Quack T, Leibe B, Gool LV (2008) World-scale mining of objects and events from community photo collections, in CIVR, pp. 47–56
T. Rattenbury, M. Naaman, Methods for extracting place semantics from flickr tags. ACM Trans. Web 3(1), 1:1–1:30 (2009)
H. Shu, C. Chen, T. Chen, Landmark recognition: A unary approach, in ICIP, pp. 2645–2648 (2010)
J. Sun, L. Yuan, J. Jia, H. Shum, Image completion with structure propagation. ACM Trans. Graph. 24(3), 861–868 (2005)
J. Wu, J. Rehg, Centrist: A visual descriptor for scene categorization. IEEE TPAMI 33(8), 1489–1501 (2011)
Yamasaki T, Gallagher A, Chen T (2013) Personalized intra- and inter-city travel recommendation using large-scale geo-tagged photos, in Geomm
Yeh CH, Ho YC, Barsky BA, Ouhyoung M (2010) Personalized photograph ranking and selection system, in ACMMM, pp. 211–220 (2010)
Yin H, Lu X, Wang C, Yu N, Zhang L (2010) Photo2trip: an interactive trip planning system based on geo-tagged photos, in ACMMM, pp. 1579–1582
Yunpeng L, Crandall D, Huttenlocher D (2009) Landmark classification in large-scale image collections, in ICCV, pp. 1957–1964
Y. Zheng, S. Yan, Z. Zha, Y. Li, x Zhou, T. Chua, R. Jain, Gpsview: A scenic driving route planner. ACM Trans. Multimedia Comput. Commun. Appl. 9(1), 3:1–3:18 (2013)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2015 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Yamasaki, T., Gallagher, A., Chen, T., Aizawa, K. (2015). Personalized Travel Navigation and Photo-Shooting Navigation Using Large-Scale Geotags. In: Choi, J., Friedland, G. (eds) Multimodal Location Estimation of Videos and Images. Springer, Cham. https://doi.org/10.1007/978-3-319-09861-6_10
Download citation
DOI: https://doi.org/10.1007/978-3-319-09861-6_10
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-09860-9
Online ISBN: 978-3-319-09861-6
eBook Packages: EngineeringEngineering (R0)