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Communication Dans Un Congrès Année : 2022

PEM360: A dataset of 360° videos with continuous Physiological measurements, subjective Emotional ratings and Motion traces

Résumé

From a user perspective, immersive content can elicit more intense emotions than flat-screen presentations. From a system perspective, efficient storage and distribution remain challenging, and must consider user attention. Understanding the connection between user attention, user emotions and immersive content is therefore key. In this article, we present a new dataset, PEM360 of user head movements and gaze recordings in 360° videos, along with self-reported emotional ratings of valence and arousal, and continuous physiological measurement of electrodermal activity and heart rate. The stimuli are selected to enable the spatiotemporal analysis of the connection between content, user motion and emotion. We describe and provide a set of software tools to process the various data modalities, and introduce a joint instantaneous visualization of user attention and emotion we name Emotional maps. We exemplify new types of analyses the PEM360 dataset can enable. The entire data and code are made available in a reproducible framework.
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Dates et versions

hal-03710323 , version 1 (30-06-2022)

Identifiants

Citer

Quentin Guimard, Florent Robert, Camille Bauce, Aldric Ducreux, Lucile Sassatelli, et al.. PEM360: A dataset of 360° videos with continuous Physiological measurements, subjective Emotional ratings and Motion traces. MMSys 2022 - 13th ACM Multimedia Systems Conference, Jun 2022, Athlone, Ireland. ⟨10.1145/3524273.3532895⟩. ⟨hal-03710323⟩
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