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INFLUENCE OF VIEWPOINT ON VISUAL SALIENCY MODELS FOR VOLUMETRIC CONTENT

Authors :
Matthieu Perreira Da Silva
Mona Abid
Patrick Le Callet
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)
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)
Source :
2019 IEEE International Conference on Image Processing (ICIP), 2019 IEEE International Conference on Image Processing (ICIP), Sep 2019, Taipei, Taiwan. pp.4330-4334, ICIP
Publication Year :
2019
Publisher :
HAL CCSD, 2019.

Abstract

International audience; In order to predict where humans look in a 3D immersive environment, saliency can be computed using either 3D saliency models or view-based approaches (2D projection). In fact, building a 3D complete model is still a challenging task that is not investigated enough in the research field while 2D imaging approaches have been extensively studied and have shown solid performances. As 6 degrees of freedom are allowed in volumetric videos, users are able to navigate through the content in different manners. In this case, 2D saliency models might be less robust if applied naïvely, since advanced parameters such as viewing distance are not considered in such models. The aim of this paper is to investigate the influence of viewpoint on 2D saliency models when applied on volumetric data and this to get a better understanding of how viewpoint information could be integrated into view-based approaches. To do so, a subjective psycho-visual experiment was conducted and a fine analysis was led using the variance analysis statistical method.

Details

Language :
English
Database :
OpenAIRE
Journal :
2019 IEEE International Conference on Image Processing (ICIP), 2019 IEEE International Conference on Image Processing (ICIP), Sep 2019, Taipei, Taiwan. pp.4330-4334, ICIP
Accession number :
edsair.doi.dedup.....5c70f087995c252b5a3529395ebf043a