{"id":146,"date":"2024-01-19T14:21:42","date_gmt":"2024-01-19T14:21:42","guid":{"rendered":"https:\/\/eslsrv24.epfl.ch\/kid-ppg\/?page_id=146"},"modified":"2024-05-29T09:03:17","modified_gmt":"2024-05-29T08:03:17","slug":"home","status":"publish","type":"page","link":"https:\/\/eslweb.epfl.ch\/kid-ppg\/","title":{"rendered":"Home"},"content":{"rendered":"\n\n\t<h1>KID-PPG<\/h1>\n<h3>Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch<\/h3>\n\t<h2><a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/what-is-ppg\/\">What is PPG?<\/a><\/h2>\n<p>How do smartwatches observe your heart&#8217;s activity? How does motion affect these readings, and how can we use deep learning to improve the process?<\/p>\n\t\t\t<a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/what-is-ppg\/\" target=\"_self\" rel=\"noopener\">\n\t\t\t\t\t\tRead on\n\t\t\t\t\t<\/a>\n\t<h2><a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/the-kid-ppg-framework\/\">Our framework<\/a><\/h2>\n<p>We use explicit source separation, probabilistic inference and guided training to integrate prior knowledge into our framework<\/p>\n\t\t\t<a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/the-kid-ppg-framework\/\" target=\"_self\" rel=\"noopener\">\n\t\t\t\t\t\tRead on\n\t\t\t\t\t<\/a>\n\t<h2><a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/the-team\/\">Our team<\/a><\/h2>\n<p>We are based in the Embedded Systems Laboratory of EPFL, under the direction of Prof. David Atienza<\/p>\n\t\t\t<a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/the-team\/\" target=\"_self\" rel=\"noopener\">\n\t\t\t\t\t\tMeet our team\n\t\t\t\t\t<\/a>\n\t<h2><a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/publications\/\">Publications<\/a><\/h2>\n<p>Download our open source code, and check out our academic publications<\/p>\n\t\t\t<a href=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/publications\/\" target=\"_self\" rel=\"noopener\">\n\t\t\t\t\t\tRead on\n\t\t\t\t\t<\/a>\n\t\t\t\t<a href=\"https:\/\/esl.epfl.ch\" target=\"_self\" itemprop=\"url\" rel=\"noopener\">\n\t\t\t\t<img decoding=\"async\" src=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-content\/uploads\/2024\/05\/ESLlogos-2015-long-300x111.jpg\" alt=\"ESLlogos-2015-long\" itemprop=\"image\" height=\"111\" width=\"300\" title=\"ESLlogos-2015-long\" onerror=\"this.style.display='none'\"  \/>\n\t\t\t\t<\/a>\n\t\t\t\t<a href=\"https:\/\/epfl.ch\" target=\"_self\" itemprop=\"url\" rel=\"noopener\">\n\t\t\t\t<img decoding=\"async\" src=\"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-content\/uploads\/2024\/01\/epfl-logo-new.svg\" alt=\"epfl-logo-new\" itemprop=\"image\" height=\"53\" width=\"182\" title=\"epfl-logo-new\" onerror=\"this.style.display='none'\"  \/>\n\t\t\t\t<\/a>\n\n","protected":false},"excerpt":{"rendered":"<p>KID-PPG Knowledge Informed Deep Learning for Extracting Heart Rate from a Smartwatch What is PPG? How do smartwatches observe your heart&#8217;s activity? How does motion affect these readings, and how can we use deep learning to improve the process? Read on Our framework We use explicit source separation, probabilistic inference [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inspiro_page_layout":"narrow","inspiro_hide_title":false,"footnotes":""},"class_list":["post-146","page","type-page","status-publish","hentry"],"featured_media_urls":[],"_links":{"self":[{"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/pages\/146","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/comments?post=146"}],"version-history":[{"count":25,"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/pages\/146\/revisions"}],"predecessor-version":[{"id":490,"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/pages\/146\/revisions\/490"}],"wp:attachment":[{"href":"https:\/\/eslweb.epfl.ch\/kid-ppg\/wp-json\/wp\/v2\/media?parent=146"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}