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Using gamification to discover cultural heritage locations from geo-tagged photos

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Abstract

Many enchanting cultural heritage locations are hidden from tourists, especially when considering countries full of historic attractions. Tourists tend to consider only mainstream monuments and towns, neglecting wonderful little jewels along their travel itinerary. However, this is generally not their fault, as travelers cannot be aware of all the surrounding beauties when visiting a new region. To this aim, we discuss and analyze here PhotoTrip, an interactive tool able to autonomously recommend charming, even if not mainstream, cultural heritage locations along travel itineraries. PhotoTrip is able to identify these points of interest by gathering pictures and related information from Flickr and Wikipedia and then provide the user with suggestions and recommendations. An important technical challenge for this kind of services is the ability to provide only the most relevant pictures among the many available for any considered itinerary. To this aim, we have exploited social networks, crowdsourcing and gamification to involve users in the process of improving the response quality of our system.

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Notes

  1. The radial search requires only the start point and searches within a maximum radius.

  2. The system is equipped with some predefined categories, e.g., architecture (containing the keywords palace, building, villa, castle, etc), nature (containing nature, tree, mountain, etc), recent photos (simply selecting the newest photos), etc.

  3. These values for \(\delta\) have been stated after an analysis of images of the Flickr community.

  4. In the past we relied on WikiLocation, a service no longer available; see [18] for details.

  5. We discuss in Sect. 5 how to determine this number.

  6. http://stackoverflow.com/.

References

  1. Aiolli F, Ciman M, Donini M, Gaggi O (2014) Climbtheworld: real-time stairstep counting to increase physical activity. In: Proceedings of the international conference on mobile and ubiquitous systems: computing, networking and services, London, UK, December 2–5, 2014, pp 218–227

  2. Amato F, Chianese A, Mazzeo A, Moscato V, Picariello A, Piccialli F (2013) The talking museum project. IEEE Trans Syst Man Cybern 21:114–121

    Google Scholar 

  3. Arase Y, Xie X, Hara T, Nishio S (2010) Mining people’s trips from large scale geo-tagged photos. In: Proceedings of the international conference on multimedia (MM’10). ACM, New York, pp 133–142

  4. Bellotti F, Berta R, De Gloria A, D’ursi A, Fiore V (2013) A serious game model for cultural heritage. J Comput Cult Herit 17(1–17):27

    Google Scholar 

  5. Boyle EA, Connolly TM, Hainey T, Boyle JM (2012) Engagement in digital entertainment games: a systematic review. Comput Hum Behav 28:771–780

    Article  Google Scholar 

  6. Chianese A, Marulli F, Moscato V, Piccialli F (2013) SmARTweet: a location-based smart application for exhibits and museums. In: Proceedings of the international conference on signal-image technology and internet-based systems (SITIS’13), pp 408–415

  7. Chianese A, Marulli F, Piccialli F, Benedusi P, Jung J (2016) An associative engines based approach supporting collaborative analytics in the internet of cultural things. Fut Gener Comput Syst. doi:10.1016/j.future.2016.04.015

    Google Scholar 

  8. Chianese A, Piccialli F (2014) Designing a smart museum: when cultural heritage joins IoT. In: Proceedings of the international conference on next generation mobile applications, services and technologies (NGMAST’14), pp 300–306

  9. Chianese A, Piccialli F (2015) Improving user experience of cultural environment through IoT: the beauty or the truth case study. Smart Innov Syst Technol 40:11–20

    Article  Google Scholar 

  10. Coenen T, Mostmans L, Naessens K (2013) Museus: case study of a pervasive cultural heritage serious game. J Comput Cult Herit 6(2):8:1–8:19

    Article  Google Scholar 

  11. Crandall DJ, Backstrom L, Huttenlocher D, Kleinberg J (2009) Mapping the World’s photos. In: Proceedings of the international conference on world wide web (WWW’09). ACM, New York, pp 761–770

  12. De Choudhury M, Feldman M, Amer-Yahia S, Golbandi N, Lempel R, Yu C (2010) Automatic construction of travel itineraries using social breadcrumbs. In: Proceedings of the ACM conference on hypertext and hypermedia (HT’10). ACM, New York, pp 35–44

  13. Deponti D, Maggiorini D, Palazzi CE (2009) DroidGlove: an android-based application for wrist rehabilitation. In: Proceedings of the 2009 international conference on ultra modern telecommunications and workshops

  14. Deterding S, Dixon D, Khaled R, Nacke L (2011) From game design elements to gamefulness: Defining “gamification”. In: Proceedings of the international academic MindTrek conference: envisioning future media environments, MindTrek ’11, pp 9–15

  15. Deterding S, Sicart M, Nacke L, O’Hara K, Dixon D (2011) Gamification using game-design elements in non-gaming contexts. In: Proceedings of the CHI ’11 extended abstracts on human factors in computing systems, CHI EA ’11, pp 2425–2428

  16. Froschauer J, Merkl D, Arends M, Goldfarb D (2013) Art history concepts at play with thiatro. J Comput Cult Herit 7(1–7):15

    Google Scholar 

  17. Furini M (2016) On gamifying the transcription of digital video lectures. ACM Entertain Comput 14:23–31

    Article  Google Scholar 

  18. Gaggi O (2013) Discovering local attractions from geo-tagged photos. In: Proceedings of the annual ACM symposium on applied computing, SAC ’13. ACM, New York, pp 730–735

  19. Gaggi O, Ciman M (2016) The use of games to help children eyes testing. Multimed Tools Appl 75(6):3453–3478. doi:10.1007/s11042-014-2444-x

    Article  Google Scholar 

  20. Gamification wiki. https://badgeville.com/wiki/Gamification. Accessed July 2016

  21. Geonames. http://www.geonames.org. Accessed Jan 2015

  22. Google, Inc.: Routeboxer. http://google-maps-utility-library-v3.googlecode.com/svn/trunk/routeboxer/docs/examples.html. Accessed Jan 2012

  23. Hirota M, Endo M, Yokoyama S, Ishikawa H (2015) Visualizing shooting spots using geo-tagged photographs from social media sites. In: Proceedings of the 15èmes Journées Francophones Extraction et Gestion des Connaissances, EGC 2015, 27–30 Janvier 2015, Luxembourg, pp 167–178

  24. Hsieh HP, Li CT, Lin SD (2012) Triprec: recommending trip routes from large scale check-in data. In: Proceedings of the international conference on world wide web, WWW ’12 Companion, pp 529–530

  25. Kim H, An S, Keum S, Woo W (2015) H-treasure hunt: a location and object-based serious game for cultural heritage learning at a historic site. In: Learning and collaboration technologies, of the series lecture notes in computer science, vol 9192, pp 561–572

  26. Kofler C, Caballero L, Menendez M, Occhialini V, Larson M (2011) Near2me: an authentic and personalized social media-based recommender for travel destinations. In: Proceedings of the ACM SIGMM international workshop on social media (WSM’11). ACM, New York, pp 47–52

  27. Kurashima T, Iwata T, Irie G, Fujimura K (2010) Travel route recommendation using geotags in photo sharing sites. In: Proceedings of the ACM international conference on information and knowledge management (CIKM’10). ACM, New York, pp 579–588

  28. La Guardia D, Arrigo M, Di Giuseppe O (2012) A location-based serious game to learn about the culture. In: Proceedings of the 2nd international conference on the future of education, pp 508–512

  29. Lu X, Wang C, Yang JM, Pang Y, Zhang L (2010) Photo2trip: generating travel routes from geo-tagged photos for trip planning. In: Proceedings of the international conference on multimedia (MM’10). ACM, New York, pp 143–152

  30. Marfia G, Roccetti M, Marcomini A, Bertuccioli C, Matteucci G (2012) Reframing haute couture handcraftship: how to preserve artisans’ abilities with gesture recognition. In: Proceedings of the 9th international conference on advances in computer entertainment, ACE 2012, pp 437–444

  31. Mekler ED, Brühlmann F, Opwis K, Tuch AN (2013) Disassembling gamification: the effects of points and meaning on user motivation and performance. In: Proceedings of the CHI ’13 extended abstracts on human factors in computing systems, CHI EA ’13, pp 1137–1142

  32. Michael DR, Chen SL (2005) Serious games: games that educate, train, and inform. Muska & Lipman/Premier-Trade, New York

    Google Scholar 

  33. Mirri S, Prandi C, Roccetti M, Salomoni P (2016) Food and gastronomic heritage: telling a story of eyes and hands. In: Proceedings of the 2016 IEEE symposium on computers and communication, ISCC 2016, pp 6–9

  34. Mirri S, Prandi C, Salomoni P (2014) mPASS: Integrating people sensing and crowdsourcing to map urban accessibility. In: Proceedings of the IEEE communications and networking conference (CCNC’14), pp 402–407

  35. Mirri S, Salomoni P, Pizzinelli A, Roccetti M, Palazzi CE (2016) “di Piazza in Piazza”: Reimagining cultural specific interactions for people-centered exhibitions. In: Proceedings of the 2016 international conference on computing, networking and communications (ICNC), pp 1–5

  36. Palazzi CE, Roccetti M, Marfia G (2010) Realizing the unexploited potential of games on serious challenges. ACM Comput Entertain 8:1–3

    Article  Google Scholar 

  37. Popescu A, Grefenstette G (2011) Mining social media to create personalized recommendations for tourist visits. In: Proceedings of the international conference on computing for geospatial research and applications (COM.Geo’11). ACM, New York, pp 37:1–37:6

  38. Prandi C, Ferretti S, Mirri S, Salomoni P (2015) Trustworthiness in crowd-sensed and sourced georeferenced data. In: Proceedings of the IEEE international conference on pervasive computing and communication workshops (PerCom Workshops), pp 1261–1266

  39. Ratan R, Ritterfeld U (2009) Classifying serious games. In: Ritterfeld U, Cody M, Vorderer P (eds) Serious games: mechanisms and effects. Routledge, New York, pp 10–24

  40. Rego P, Moreira PM, Reis LP (2010) Serious games for rehabilitation: a survey and a classification towards a taxonomy. In: Proceedings of the Iberian conference on information systems and technologies, pp 1–6

  41. Roccetti M, Marfia G, Bertuccioli C (2014) Day and night at the museum: intangible computer interfaces for public exhibitions. Multimed Tools Appl 69:1131–1157

    Article  Google Scholar 

  42. Roccetti M, Marfia G, Palazzi CE (2011) Entertainment beyond divertissement: using computer games for city road accessibility. ACM Comput Entertain 9:1–10

    Article  Google Scholar 

  43. Rosner D, Roccetti M, Marfia G (2014) The digitization of cultural practices. Commun ACM 57(6):82–87

    Article  Google Scholar 

  44. Shen J, Shen J, Mei T, Gao X (2016) Landmark reranking for smart travel guide systems by combining and analyzing diverse media. IEEE Trans Syst Man Cybern 99:1–13

    Article  Google Scholar 

  45. Simões B, De Amicis R (2016) Gamification as a key enabling technology for image sensing and content tagging. In: Intelligent interactive multimedia systems and services of the series smart innovation, systems and technologies, vol 55. Springer, pp 503–513

  46. Sliney A, Murphy D (2008) Jdoc: a serious game for medical learning. In: Proceedings of the international conference on advances in computer–human interaction, pp 131–136

  47. Ueyama Y, Tamai M, Arakawa Y, Yasumoto K (2014) Gamification-based incentive mechanism for participatory sensing. In: Proceedings of the IEEE international conference on pervasive computing and communications workshops (PERCOM Workshops), pp 98–103

  48. Wikipedia: Wikipedia API, API for Wikipedia. https://www.mediawiki.org/wiki/Extension:GeoData#API/. Accessed July 2016

  49. Yamasaki T, Gallagher A, Chen T (2013) Personalized intra- and inter-city travel recommendation using large-scale geotags. In: Proceedings of the ACM international workshop on geotagging and its applications in multimedia, GeoMM ’13, pp 25–30

  50. Zheng YT, Yan S, Zha ZJ, Li Y, Zhou X, Chua TS, Jain R (2013) Gpsview: a scenic driving route planner. ACM Trans Multimed Comput Commun Appl 9(1):3:1–3:18

    Article  Google Scholar 

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Acknowledgements

The authors would like to thank Michele Torresin and Dario De Giovanni for their technical help during the development of the system and those who took part to the user tests. This work has been partially funded by the Universit degli Studi di Padova, through the Projects PRAT CPDA137314 and PRAT CPDA151221.

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Correspondence to Ombretta Gaggi.

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Bujari, A., Ciman, M., Gaggi, O. et al. Using gamification to discover cultural heritage locations from geo-tagged photos. Pers Ubiquit Comput 21, 235–252 (2017). https://doi.org/10.1007/s00779-016-0989-6

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