<?xml version="1.0" encoding="UTF-8"?><?xml-stylesheet type="text/xsl" href="static/style.xsl"?><OAI-PMH xmlns="http://www.openarchives.org/OAI/2.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/ http://www.openarchives.org/OAI/2.0/OAI-PMH.xsd"><responseDate>2026-04-13T15:20:35Z</responseDate><request verb="GetRecord" identifier="oai:www.recercat.cat:10230/44811" metadataPrefix="marc">https://recercat.cat/oai/request</request><GetRecord><record><header><identifier>oai:recercat.cat:10230/44811</identifier><datestamp>2025-12-25T19:57:05Z</datestamp><setSpec>com_2072_6</setSpec><setSpec>col_2072_452954</setSpec></header><metadata><record xmlns="http://www.loc.gov/MARC21/slim" xmlns:dcterms="http://purl.org/dc/terms/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:doc="http://www.lyncode.com/xoai" xsi:schemaLocation="http://www.loc.gov/MARC21/slim http://www.loc.gov/standards/marcxml/schema/MARC21slim.xsd">
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      <subfield code="a">dc</subfield>
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      <subfield code="a">Garcia Gómez, Guillem</subfield>
      <subfield code="e">author</subfield>
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      <subfield code="c">2020-05-26T08:28:52Z</subfield>
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      <subfield code="c">2020-05-26T08:28:52Z</subfield>
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   <datafield ind2=" " ind1=" " tag="260">
      <subfield code="c">2018</subfield>
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   <datafield ind2=" " ind1=" " tag="520">
      <subfield code="a">Treball de fi de grau en Biomèdica</subfield>
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      <subfield code="a">Tutor: Federico Mateo Sukno, Alex Pereda</subfield>
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      <subfield code="a">The remote measurement of physiology is an interesting topic that has gained relevance&#xd;
in recent years as it can be a promising alternative to traditional methods to detect body&#xd;
signals. In particular, remote photoplethysmography, which consists in the distant&#xd;
measurement of the pulse from videos of subjects, has shown a lot of potential,&#xd;
successfully being used to measure the heart rate variability.&#xd;
Heart rate variability (HRV) is mostly regulated by the autonomic nervous system&#xd;
(ANS). The parasympathetic branch of the ANS, influences heart function when the&#xd;
subject is in a relaxed situation, increasing its variability and lowering the heart rate. On&#xd;
the other hand, the sympathetic branch is responsible for raising the heart rate and&#xd;
lowering the variability when facing a dangerous or stressful situation.&#xd;
In this project, we will explore the potential of remote photoplethysmography as a tool&#xd;
for non-contact measurement of stress. 20 subjects took part in an experiment designed&#xd;
to induce sates of relaxation and mental stress while their faces were being recorded with&#xd;
a camera.&#xd;
The pulse signals were extracted from the video and used to obtain a set of measures of&#xd;
HRV, then we compared the measures corresponding to rest and stress states.&#xd;
Our results indicate that the developed system could estimate the heart rate successfully,&#xd;
showing low error in comparison with the ground truth. We also found significant&#xd;
differences between some of the HRV measures for the relaxation and stress conditions.&#xd;
However, some of the measures obtained showed low correlation with the ground truth&#xd;
suggesting that the related HRV differences between rest and stress states may be&#xd;
originated by other factors.&#xd;
Nonetheless, this technique shows a lot of potential and could be used for real life&#xd;
applications.</subfield>
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      <subfield code="a">Heart rate variability</subfield>
   </datafield>
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      <subfield code="a">Remote photoplethysmography</subfield>
   </datafield>
   <datafield tag="653" ind2=" " ind1=" ">
      <subfield code="a">Stress assessment</subfield>
   </datafield>
   <datafield tag="653" ind2=" " ind1=" ">
      <subfield code="a">Non-contact measurement</subfield>
   </datafield>
   <datafield ind2="0" ind1="0" tag="245">
      <subfield code="a">Heart rate variability measuring from facial videos to detect stress</subfield>
   </datafield>
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