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_US
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_US
dc.description.urihttps://dl.acm.org/doi/abs/10.1145/2931002.2931009en_US
dc.format.extent8 pagesen_US
dc.genreconference papers and proceedingsen_US
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_US
dc.identifier.urihttps://doi.org/10.1145/2931002.2931009
dc.identifier.urihttp://hdl.handle.net/11603/29972
dc.language.isoen_USen_US
dc.publisherACMen_US
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_US
dc.subjectPupillary light reflexen_US
dc.subjectMeasuring emotional arousalen_US
dc.subjectVideo summarizationen_US
dc.titleDecoupling light reflex from pupillary dilation to measure emotional arousal in videosen_US
dc.typeTexten_US
dcterms.creatorhttps://orcid.org/0000-0003-1007-2553en_US

Files

License bundle

Now showing 1 - 1 of 1
Loading...
Thumbnail Image
Name:
license.txt
Size:
2.56 KB
Format:
Item-specific license agreed upon to submission
Description: