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dc.contributor.authorChen, Weixuan
dc.contributor.authorPicard, Rosalind W.
dc.date.accessioned2021-11-09T18:03:55Z
dc.date.available2021-11-09T18:03:55Z
dc.date.issued2017-05
dc.identifier.urihttps://hdl.handle.net/1721.1/138002
dc.description.abstract© 2017 IEEE. Vital signs, cognitive load, and stress can be remotely measured from human faces using video-capturing devices under ambient light, which raises both wide applications and privacy issues. To avoid immoral use of this technology, there is a need for methods to eliminate physiological information from facial videos without affecting their visual appearance. To meet the need, we develop a novel algorithm based on motion component magnification that inputs a video and outputs its replica with physiological signals removed. Facial video data has been collected from 18 participants in a study to assess the performance of our algorithm in thwarting heart rate measurement based on remote photoplethysmography. Our results show that the mean absolute error of heart rate measurement averaged among participants was increased from 0.254 beats per minute to above 17 beats per minute without causing visible artifact. This is the first demonstration of an algorithm that can achieve this kind of functionality.en_US
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers (IEEE)en_US
dc.relation.isversionof10.1109/fg.2017.15en_US
dc.rightsCreative Commons Attribution-Noncommercial-Share Alikeen_US
dc.rights.urihttp://creativecommons.org/licenses/by-nc-sa/4.0/en_US
dc.sourceMIT web domainen_US
dc.titleEliminating Physiological Information from Facial Videosen_US
dc.typeArticleen_US
dc.identifier.citationChen, Weixuan and Picard, Rosalind W. 2017. "Eliminating Physiological Information from Facial Videos."
dc.contributor.departmentMassachusetts Institute of Technology. Media Laboratoryen_US
dc.eprint.versionAuthor's final manuscripten_US
dc.type.urihttp://purl.org/eprint/type/ConferencePaperen_US
eprint.statushttp://purl.org/eprint/status/NonPeerRevieweden_US
dc.date.updated2019-07-31T16:25:46Z
dspace.date.submission2019-07-31T16:25:49Z
mit.metadata.statusAuthority Work and Publication Information Neededen_US


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