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Can Visual Scanpath Reveal Personal Image Memorability? Investigation of HMM Tools for Gaze Patterns Analysis

Authors :
Patrick Le Callet
Waqas Ellahi
Toinon Vigier
University of Nantes, 44007 Nantes, France
Image Perception Interaction (IPI)
Laboratoire des Sciences du Numérique de Nantes (LS2N)
Université de Nantes - UFR des Sciences et des Techniques (UN UFR ST)
Université de Nantes (UN)-Université de Nantes (UN)-École Centrale de Nantes (ECN)-Centre National de la Recherche Scientifique (CNRS)-IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)-Université de Nantes - UFR des Sciences et des Techniques (UN UFR ST)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)
Institut de Recherche en Communications et en Cybernétique de Nantes (IRCCyN)
Mines Nantes (Mines Nantes)-École Centrale de Nantes (ECN)-Ecole Polytechnique de l'Université de Nantes (EPUN)
Université de Nantes (UN)-Université de Nantes (UN)-PRES Université Nantes Angers Le Mans (UNAM)-Centre National de la Recherche Scientifique (CNRS)
IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique)
Université de Nantes (UN)-Université de Nantes (UN)-École Centrale de Nantes (ECN)-Centre National de la Recherche Scientifique (CNRS)
Ecole Polytechnique de l'Université de Nantes (EPUN)
Université de Nantes (UN)
Source :
2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX), 2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX). IEEE, 2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX). IEEE, May 2020, Athlone, Ireland, QoMEX, 2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX 2020), 2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX 2020), May 2020, Athlone, Ireland
Publication Year :
2020

Abstract

International audience; Visual attention has been shown as a good proxy for QoE, revealing specific visual patterns considering content, system and contextual aspects of a multimedia applications. In this paper, we propose a novel approach based on hidden markov models to analyze visual scanpaths in an image memorability task. This new method ensures the consideration of both temporal and idiosyncrasic aspects of visual behavior. The study shows promising results for the use of indirect measures for the personalization of QoE assessment and prediction.

Details

ISBN :
978-1-72815-965-2
ISBNs :
9781728159652
Database :
OpenAIRE
Journal :
2020 Twelfth International Conference on Quality of Multimedia Experience (QoMEX)
Accession number :
edsair.doi.dedup.....3100fae400e11edb78c5a5f7d6da3fb8
Full Text :
https://doi.org/10.1109/qomex48832.2020.9123102