{"id":1602,"date":"2023-09-11T15:07:40","date_gmt":"2023-09-11T19:07:40","guid":{"rendered":"https:\/\/carleton.ca\/sam3\/?page_id=1602"},"modified":"2026-02-18T13:15:59","modified_gmt":"2026-02-18T18:15:59","slug":"videovm","status":"publish","type":"page","link":"https:\/\/carleton.ca\/sam3\/videovm\/","title":{"rendered":"Expertise: Video Magnification"},"content":{"rendered":"\n<section class=\"w-screen px-6 cu-section cu-section--white ml-offset-center md:px-8 lg:px-14\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n            <div class=\"cu-textmedia flex flex-col lg:flex-row mx-auto gap-6 md:gap-10 my-6 md:my-12 first:mt-0 max-w-5xl\">\n        <div class=\"justify-start cu-textmedia-content cu-prose-first-last\" style=\"flex: 0 0 100%;\">\n            <header class=\"font-light prose-xl cu-pageheader md:prose-2xl cu-component-updated cu-prose-first-last\">\n                                    <h1 class=\"cu-prose-first-last font-semibold !mt-2 mb-4 md:mb-6 relative after:absolute after:h-px after:bottom-0 after:bg-cu-red after:left-px text-3xl md:text-4xl lg:text-5xl lg:leading-[3.5rem] pb-5 after:w-10 text-cu-black-700 not-prose\">\n                        Expertise: Video Magnification\n                    <\/h1>\n                \n                                \n                            <\/header>\n\n                    <\/div>\n\n            <\/div>\n\n    <\/div>\n<\/section>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1195\" height=\"407\" src=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg\" alt=\"AgeWell logo\" class=\"wp-image-104\" style=\"width:300px\" srcset=\"https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo.jpg 1195w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-160x54.jpg 160w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-240x82.jpg 240w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-768x262.jpg 768w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-400x136.jpg 400w, https:\/\/carleton.ca\/sam3\/wp-content\/uploads\/sites\/194\/v3Logo-360x123.jpg 360w\" sizes=\"auto, (max-width: 1195px) 100vw, 1195px\" \/><\/figure>\n\n\n\n<h2 id=\"sam3-expertise-areas-video-magnification\" class=\"wp-block-heading\">SAM3 Expertise Areas: Video Magnification<\/h2>\n\n\n\n<p>Video Magnification is a technique to identify small changes in video that are invisible to the naked eye but can be identified with advanced signal processing. This technique can provide a method for the assessment of well-being and specifically remote assessment of vitals signs. SAM3 researchers have extensive publications related to video magnification.<\/p>\n\n\n\n<p><strong>Video Magnification Application Areas<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Heart rate, Pulse Transit Time and relative blood pressure assessment<\/li>\n\n\n\n<li>Respiration rate assessment<\/li>\n\n\n\n<li>Applications using thermal and RGB video<\/li>\n\n\n\n<li>Applications using colour and\/or motion magnification<\/li>\n<\/ul>\n\n\n\n    \n\n\n                                                                                                                                                                                                                                                                                                                                                                                    \n\n\n\n<section class=\"w-screen px-6 cu-section cu-section--white cu-section--cards ml-offset-center md:px-8 lg:px-14\" data-attributes=\"&#x7B;&quot;numberOfPosts&quot;&#x3A;12,&quot;showImages&quot;&#x3A;false,&quot;moreButton&quot;&#x3A;&quot;loadmore&quot;,&quot;blockType&quot;&#x3A;&quot;cards&quot;,&quot;contentType&quot;&#x3A;&quot;post&quot;,&quot;currentPage&quot;&#x3A;1,&quot;blockBackground&quot;&#x3A;&quot;white&quot;,&quot;numberOfColumns&quot;&#x3A;3,&quot;showDates&quot;&#x3A;true,&quot;showTimeToRead&quot;&#x3A;true,&quot;showExcerpts&quot;&#x3A;true,&quot;showFilter&quot;&#x3A;false,&quot;taxName&quot;&#x3A;&quot;category&quot;,&quot;categories&quot;&#x3A;&quot;140&quot;,&quot;tags&quot;&#x3A;&quot;&quot;&#x7D;\" data-page=\"2\">\n    <div class=\"space-y-6 cu-max-w-child-5xl  md:space-y-10 cu-prose-first-last\">\n\n                \n                \n        <div class=\"cu-loading hidden text-center mx-auto h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n    <span class=\"!absolute !-m-px !h-px !w-px !overflow-hidden !whitespace-nowrap !border-0 !p-0 ![clip:rect(0,0,0,0)]\">\n        Loading&#8230;\n    <\/span>\n<\/div>\n\n                                        \n        <p class=\"cu-no-posts hidden\">\n            No\n            category\n\n            posts are available.\n        <\/p>\n\n                <div class=\"cu-column cu-component not-contained mx-auto grid max-w-5xl md:grid-cols-3 gap-6 md:gap-10\">\n                        \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2026-03-29T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 30, 2026\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        IEEE Video Tutorial: \n\u201cThe Supportive Smart Home: Solutions Enabling Independence \u2013 Ambient Sensing, Artificial Intelligence in Ethical Context\u201c\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/ieee-video-tutorial-the-supportive-smart-home-solutions-enabling-independence-ambient-sensing-artificial-intelligence-in-ethical-context\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                IEEE Video Tutorial: \n\u201cThe Supportive Smart Home: Solutions Enabling Independence \u2013 Ambient Sensing, Artificial Intelligence in Ethical Context\u201c\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2026-03-27T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        March 28, 2026\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Smart homes helping older adults live safely and independently\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                NRC Article on our recent projectOne morning, an older man doesn&#8217;t go to the kitchen for breakfast as he usually does. Instead, he&#8217;s still sitting\n                                    &#8230;\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/smart-homes-helping-older-adults-live-safely-and-independently\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Smart homes helping older adults live safely and independently\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2026-02-04T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 5, 2026\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        MUSE (Interaxon) project story\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Did you know sleep apnea affects nearly 1 billion adults worldwide? It disrupts breathing, fragments sleep, and raises risk for heart disease, diabetes, and cognitive\n                                    &#8230;\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2026\/muse-interaxon-project-story-2\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                MUSE (Interaxon) project story\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2024-09-21T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        September 22, 2024\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Elhajjar, Diane \u201cA Confidence Framework for Heart Rate Estimation in Video Magnification.\u201d MASc diss., Carleton University, 2023.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Thesis\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2024\/elhajjar-diane-a-confidence-framework-for-heart-rate-estimation-in-video-magnification-masc-diss-carleton-university-2023\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Elhajjar, Diane \u201cA Confidence Framework for Heart Rate Estimation in Video Magnification.\u201d MASc diss., Carleton University, 2023.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2023-12-30T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        December 31, 2023\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, \u201cMachine Learning Assessment of Heart Rate Confidence from Video Magnification \u201c, 23rd IEEE International Conference on Bioinformatics and Bioengineering (BIBE), 2023\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/d-elhajjar-b-wallace-a-law-r-goubran-f-knoefel-machine-learning-assessment-of-heart-rate-confidence-from-video-magnification-23rd-ieee-international-conference-on-bioinformatics-and-bi\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, \u201cMachine Learning Assessment of Heart Rate Confidence from Video Magnification \u201c, 23rd IEEE International Conference on Bioinformatics and Bioengineering (BIBE), 2023\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2023-10-13T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        October 14, 2023\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, \u201cAGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program\u201d, AGE-WELL AGM, 2023.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                \n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/r-goubran-f-knoefel-b-wallace-n-thomas-c-herdman-k-van-benthem-h-sveistrup-k-fraser-m-kunz-p-xi-a-law-j-keillor-age-well-sam3-collaborative-projects-with-nrc-aging-in-place-pr\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                R. Goubran, F. Knoefel, B. Wallace, N. Thomas, C. Herdman K. van Benthem, H. Sveistrup, K. Fraser, M. Kunz, P. Xi, A. Law, J. Keillor, \u201cAGE-WELL SAM3 collaborative projects with NRC Aging-in-Place program\u201d, AGE-WELL AGM, 2023.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2023-10-05T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        October 6, 2023\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        SAM3 Book \u201cSupportive Smart Homes: Their Role in Aging in Place\u201d now available\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Supportive Smart Homes: Their Role in Aging in Place By: Frank Knoefel, Bruce Wallace, Neil Thomas, Heidi Sveistrup, Rafik Goubran, Christine L. Laurin Our book\n                                    &#8230;\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/sam3-book-now-available\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                SAM3 Book \u201cSupportive Smart Homes: Their Role in Aging in Place\u201d now available\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2023-06-06T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        June 7, 2023\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Elhajjar, D., Wallace, B., Law, A., Goubran, R. Knoefel, F., \u201cA Confidence Framework through Temporal Averaging for Heart Rate Estimation in Video Magnification\u201d 2023 IEEE Sensors Applications Symposium (SAS), 2023.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/elhajjar-d-wallace-b-law-a-goubran-r-knoefel-f-a-confidence-framework-through-temporal-averaging-for-heart-rate-estimation-in-video-magnification-2023-ieee-sensors-appl\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Elhajjar, D., Wallace, B., Law, A., Goubran, R. Knoefel, F., \u201cA Confidence Framework through Temporal Averaging for Heart Rate Estimation in Video Magnification\u201d 2023 IEEE Sensors Applications Symposium (SAS), 2023.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2023-02-23T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 24, 2023\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, \u201cAssessing Confidence in Video Magnification Heart Rate Measurement using Multiple ROIs\u201d, 2023 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2023.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/d-elhajjar-b-wallace-a-law-r-goubran-f-knoefel-assessing-confidence-in-video-magnification-heart-rate-measurement-using-multiple-rois-accepted-at-2023-ieee-international-i\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                D. Elhajjar, B. Wallace, A. Law, R. Goubran, F. Knoefel, \u201cAssessing Confidence in Video Magnification Heart Rate Measurement using Multiple ROIs\u201d, 2023 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2023.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2023-02-23T19:00:00-05:00\" class=\"block italic text-sm text-cu-black-600\">\n        February 24, 2023\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        M. Mozafari, A. Law, J. Green, R. Goubran, \u201cFace Detection in Thermal Images with Improved Spatial Precision and Temporal Stability\u201d, 2023 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2023.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2023\/mohsen-mozafari-andrew-j-law-james-r-green-rafik-a-goubran-face-detection-in-thermal-images-with-improved-spatial-precision-and-temporal-stability-accepted-at-2023-ieee-inter\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                M. Mozafari, A. Law, J. Green, R. Goubran, \u201cFace Detection in Thermal Images with Improved Spatial Precision and Temporal Stability\u201d, 2023 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2023.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2022-08-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 3, 2022\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cEffects of Lighting and Window Length on Heart Rate Assessment through Video Magnification\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to Paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2022\/c-33yassin-kassab-l-law-a-wallace-b-lariviere-chartier-j-goubran-r-knoefel-f-effects-of-lighting-and-window-length-on-heart-rate-assessment-through-video-magnification\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cEffects of Lighting and Window Length on Heart Rate Assessment through Video Magnification\u201d 2022 IEEE Sensors Applications Symposium (SAS), 2022\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n            \n                    \n\n<div class=\"not-prose cu-card rounded-lg @container md:max-w-xl flex flex-col gap-3 bg-white shadow-lg shadow-cu-black-100 group duration-300 ease-in hover:scale-[1.02] hover:shadow-cu-black-200\">\n\n    \n    \n        <header class=\"flex flex-col gap-3  px-6 first:mt-6\">\n        <div class=\"flex flex-row w-full gap-1\">\n                        <time datetime=\"2022-08-02T20:00:00-04:00\" class=\"block italic text-sm text-cu-black-600\">\n        August 3, 2022\n    <\/time>\n\n                    <\/div>        \n        \n    \n    <h2 class=\"line-clamp-3 text-lg font-semibold text-cu-black @sm:md:text-xl leading-6 @sm:md:leading-8\">\n        Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cThe Effect of Noise on Contactless Heart Rate Measurement using Video Magnification\u201d, 2022 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2022.\n    <\/h2>\n\n            <\/header>\n\n\n            <div class=\"flex flex-col px-6 dark:text-white\">\n            <p class=\"text-base text-cu-black-700 dark:text-white \">\n                Link to paper\n                            <\/p>\n        <\/div>\n    \n    <footer class=\"px-6 pt-3 mt-auto md:pt-5\">\n        <a href=\"https:\/\/carleton.ca\/sam3\/2022\/c-39yassin-kassab-l-law-a-wallace-b-lariviere-chartier-j-goubran-r-knoefel-f-the-effect-of-noise-on-contactless-heart-rate-measurement-using-video-magnification-20\/\" class=\"cu-button cu-button--red cu-button--small\">\n            Read news\n            <span class=\"sr-only\">\n                post\n                Yassin Kassab, L., Law, A., Wallace, B., Larivi\u00e8re-Chartier, J., Goubran, R. Knoefel, F., \u201cThe Effect of Noise on Contactless Heart Rate Measurement using Video Magnification\u201d, 2022 IEEE International Instrumentation Measurement Technology Conference (I2MTC), 2022.\n            <\/span>\n        <\/a>\n    <\/footer>\n<\/div>\n\n                    \n        <\/div>\n        \n                                            <button aria-label=\"Load More\" class=\"loadMore cu-button not-prose cu-button--dark-grey cu-button--center \" type=\"button\">\n    <div class=\"block load-more-button\">\n        Load More\n    <\/div>\n    <div class=\"hidden no-more-posts\">\n        No more to load\n    <\/div>\n    <div class=\"items-center justify-center hidden load-more-spinner cu-pageloader\">\n    <div class=\"inline-block h-6 w-6 animate-spin rounded-full border-4 border-solid border-current border-r-transparent align-[-0.125em] motion-reduce:animate-[spin_1.5s_linear_infinite]\" role=\"status\">\n        <span class=\"!absolute !-m-px !h-px !w-px !overflow-hidden !whitespace-nowrap !border-0 !p-0 ![clip:rect(0,0,0,0)]\">\n            Loading&#8230;\n        <\/span>\n    <\/div>\n<\/div>\n<\/button>\n                    \n    <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>SAM3 Expertise Areas: Video Magnification Video Magnification is a technique to identify small changes in video that are invisible to the naked eye but can be identified with advanced signal processing. This technique can provide a method for the assessment of well-being and specifically remote assessment of vitals signs. SAM3 researchers have extensive publications related [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"_cu_dining_location_slug":"","footnotes":"","_links_to":"","_links_to_target":""},"cu_page_type":[],"class_list":["post-1602","page","type-page","status-publish","hentry"],"acf":{"cu_post_thumbnail":""},"_links":{"self":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/1602","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/comments?post=1602"}],"version-history":[{"count":4,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/1602\/revisions"}],"predecessor-version":[{"id":2501,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/pages\/1602\/revisions\/2501"}],"wp:attachment":[{"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/media?parent=1602"}],"wp:term":[{"taxonomy":"cu_page_type","embeddable":true,"href":"https:\/\/carleton.ca\/sam3\/wp-json\/wp\/v2\/cu_page_type?post=1602"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}