Decoupling light reflex from pupillary dilation to measure emotional arousal in videos

dc.contributor.authorRaiturkar, Pallavi
dc.contributor.authorKleinsmith, Andrea
dc.contributor.authorKeil, Andreas
dc.contributor.authorBanerjee, Arunava
dc.contributor.authorJain, Eakta
dc.date.accessioned2023-10-05T20:22:41Z
dc.date.available2023-10-05T20:22:41Z
dc.date.issued2016-07-22
dc.descriptionSAP '16: Proceedings of the ACM Symposium on Applied Perception, July 2016en
dc.description.abstractPredicting the exciting portions of a video is a widely relevant problem because of applications such as video summarization, searching for similar videos, and recommending videos to users. Researchers have proposed the use of physiological indices such as pupillary dilation as a measure of emotional arousal. The key problem with using the pupil to measure emotional arousal is accounting for pupillary response to brightness changes. We propose a linear model of pupillary light reflex to predict the pupil diameter of a viewer based only on incident light intensity. The residual between the measured pupillary diameter and the model prediction is attributed to the emotional arousal corresponding to that scene. We evaluate the effectiveness of this method of factoring out pupillary light reflex for the particular application of video summarization. The residual is converted into an exciting-ness score for each frame of a video. We show results on a variety of videos, and compare against ground truth as reported by three independent coders.en
dc.description.urihttps://dl.acm.org/doi/abs/10.1145/2931002.2931009en
dc.format.extent8 pagesen
dc.genreconference papers and proceedingsen
dc.identifierdoi:10.13016/m23h0a-ld5r
dc.identifier.citationRaiturkar, Pallavi, Andrea Kleinsmith, Andreas Keil, Arunava Banerjee, and Eakta Jain. “Decoupling Light Reflex from Pupillary Dilation to Measure Emotional Arousal in Videos.” In Proceedings of the ACM Symposium on Applied Perception, 89–96. SAP ’16. New York, NY, USA: Association for Computing Machinery, 2016. https://doi.org/10.1145/2931002.2931009.en
dc.identifier.urihttps://doi.org/10.1145/2931002.2931009
dc.identifier.urihttp://hdl.handle.net/11603/29972
dc.language.isoenen
dc.publisherACMen
dc.relation.isAvailableAtThe University of Maryland, Baltimore County (UMBC)
dc.relation.ispartofUMBC Information Systems Department Collection
dc.relation.ispartofUMBC Faculty Collection
dc.rightsThis item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author.en
dc.subjectPupillary light reflexen
dc.subjectMeasuring emotional arousalen
dc.subjectVideo summarizationen
dc.titleDecoupling light reflex from pupillary dilation to measure emotional arousal in videosen
dc.typeTexten
dcterms.creatorhttps://orcid.org/0000-0003-1007-2553en

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