Inferring Art Preferences from Gaze Exploration in a Museum

dc.contributor.author	Castagnos, Sylvain	en
dc.contributor.author	Marchal, Florian	en
dc.contributor.author	Bertrand, Alexandre	en
dc.contributor.author	Colle, Morgane	en
dc.contributor.author	Mahmoudi, Djalila	en
dc.date.accessioned	2019-04-07T07:56:41Z
dc.date.available	2019-04-07T07:56:41Z
dc.date.issued	2019-04-07
dc.identifier.uri	http://hdl.handle.net/11400/20261
dc.rights	Αναφορά Δημιουργού-Μη Εμπορική Χρήση-Όχι Παράγωγα Έργα 3.0 Ηνωμένες Πολιτείες	*
dc.rights.uri	http://creativecommons.org/licenses/by-nc-nd/3.0/us/	*
dc.title	Inferring Art Preferences from Gaze Exploration in a Museum	en
heal.type	conferenceItem
heal.language	en
heal.access	free
heal.publicationDate	2019
heal.bibliographicCitation	Sylvain Castagnos, Florian Marchal, Alexandre Bertrand, Morgane Colle and Djalila Mahmoudi (2019), "Inferring Art Preferences from Gaze Exploration in a Museum", 10th Workshop on Personalized Access to Cultural Heritage (PATCH2019), in conjunction with the 27th ACM Conference on User Modelling, Adaptation and Personalization UMAP2019. Larnaca, Cyprus, June 2019	en
heal.abstract	This paper is a first step towards identifying the links between the characteristics of gaze behaviour and visitor preferences in a museum. In the long term, the real-time analysis of visitors' gaze should allow a fine estimation of their interest for the different artworks exhibited and should replace the fastidious and time-consuming elicitation of preferences commonly used in traditional recommender systems. To study these links, we carried out a user study at the Nancy Museum of Fine Arts in the North-East of France. This pilot study involved 13 volunteers who had the opportunity to freely explore the museum and contemplate hundreds of artworks for more than 50 minutes on average in May 2018. We were able to analyze millions of fixation points so as to find correlations between the number of fixation points per painting, the time spent looking at a painting, and whether or not this painting is appreciated. We plan to extend this study to 100 visitors in the coming months.	en
heal.sponsor	This publication is part of a project that has received funding from the European Union’s Horizon 2020 research and innovation programme under grant agreement No 693150	en
heal.fullTextAvailability	false
heal.conferenceName	10th Workshop on Personalized Access to Cultural Heritage (PATCH2019), in conjunction with the 27th ACM Conference on User Modelling, Adaptation and Personalization UMAP2019.	en
heal.conferenceItemType	full paper