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Can Visual Scanpath Reveal Personal Image Memorability? Investigation of HMM Tools for Gaze Patterns Analysis
- 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.
- Subjects :
- scanpath
Computer science
[SCCO.COMP]Cognitive science/Computer science
050105 experimental psychology
Personalization
Visual behavior
[INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI]
03 medical and health sciences
0302 clinical medicine
[INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG]
Human–computer interaction
Visual attention
0501 psychology and cognitive sciences
Hidden Markov model
memorability
[SCCO.NEUR]Cognitive science/Neuroscience
05 social sciences
[INFO.INFO-MM]Computer Science [cs]/Multimedia [cs.MM]
Eye movement
Gaze
eye movements
visual attention
Hidden markov model
[SCCO.PSYC]Cognitive science/Psychology
Visual patterns
030217 neurology & neurosurgery
Subjects
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