{"id":45364,"date":"2024-02-17T09:38:29","date_gmt":"2024-02-17T08:38:29","guid":{"rendered":"https:\/\/drromanovaleria.ch\/?p=45364"},"modified":"2026-01-09T18:33:04","modified_gmt":"2026-01-09T17:33:04","slug":"artificial-intelligence-age-estimation","status":"publish","type":"post","link":"https:\/\/drromanovaleria.ch\/en\/blog\/artificial-intelligence-age-estimation\/","title":{"rendered":"Une IA peut conna\u00eetre votre \u00e2ge r\u00e9el \u00e0 partir d&#8217;un simple selfie"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"45364\" class=\"elementor elementor-45364\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e4097a5 e-flex e-con-boxed e-con e-parent\" data-id=\"e4097a5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-0739d93 e-con-full e-flex e-con e-child\" data-id=\"0739d93\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-483ad95 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"483ad95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">UNE IA PEUT CONNA\u00ceTRE VOTRE \u00c2GE R\u00c9EL \u00c0 PARTIR D\u2019UN SIMPLE SELFIE<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f131437 elementor-align-center elementor-widget elementor-widget-breadcrumbs\" data-id=\"f131437\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<p id=\"breadcrumbs\"><span><span><a href=\"https:\/\/drromanovaleria.ch\/\">Accueil<\/a><\/span><\/span><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-367115d e-flex e-con-boxed e-con e-parent\" data-id=\"367115d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1c00cc0 e-flex e-con-boxed e-con e-child\" data-id=\"1c00cc0\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-473340d e-con-full e-flex e-con e-child\" data-id=\"473340d\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cbcda32 elementor-widget elementor-widget-text-editor\" data-id=\"cbcda32\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2>IA pour estimer l\u2019\u00e2ge biologique \u00e0 partir d\u2019un simple selfie<\/h2><p>Imaginez qu\u2019une simple photo de votre visage \u2014 un selfie pris rapidement \u2014 soit capable de r\u00e9v\u00e9ler non seulement combien d\u2019ann\u00e9es vous avez, mais aussi votre \u00ab \u00e2ge biologique \u00bb, autrement dit l\u2019\u00e9tat r\u00e9el de votre corps. L\u2019id\u00e9e pourrait sembler relever de la science-fiction, mais elle est aujourd\u2019hui mat\u00e9rialis\u00e9e par un syst\u00e8me d\u2019intelligence artificielle nomm\u00e9 FaceAge, r\u00e9cemment pr\u00e9sent\u00e9 dans <em>The Lancet Digital Health<\/em>. Cette prouesse technologique ouvre des pistes in\u00e9dites en m\u00e9decine, mais soul\u00e8ve aussi des questions \u00e9thiques, m\u00e9thodologiques et de fiabilit\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9a26722 e-flex e-con-boxed e-con e-child\" data-id=\"9a26722\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d3dd5b elementor-widget elementor-widget-image\" data-id=\"8d3dd5b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"149\" src=\"https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-300x149.webp\" class=\"attachment-medium size-medium wp-image-4279\" alt=\"Photo injections acide hyaluronique \u00e0 Gen\u00e8ve\" srcset=\"https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-300x149.webp 300w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-1024x510.webp 1024w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-768x382.webp 768w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-1536x764.webp 1536w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-2048x1019.webp 2048w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/05\/image-acide-hyaluronique-18x9.webp 18w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ffae23d elementor-align-center elementor-widget elementor-widget-button\" data-id=\"ffae23d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/drromanovaleria.ch\/contactez-le-dr-romano\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Prendre rendez-vous<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-729662a e-flex e-con-boxed e-con e-parent\" data-id=\"729662a\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5dc645e elementor-toc--content-ellipsis elementor-toc--minimized-on-desktop elementor-widget elementor-widget-table-of-contents\" data-id=\"5dc645e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;exclude_headings_by_selector&quot;:[],&quot;minimized_on&quot;:&quot;desktop&quot;,&quot;no_headings_message&quot;:&quot;Aucun titre n\\u2019a \\u00e9t\\u00e9 trouv\\u00e9 sur cette page.&quot;,&quot;headings_by_tags&quot;:[&quot;h2&quot;,&quot;h3&quot;,&quot;h4&quot;,&quot;h5&quot;,&quot;h6&quot;],&quot;marker_view&quot;:&quot;numbers&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<h2 class=\"elementor-toc__header-title\">\n\t\t\t\tSommaire\t\t\t<\/h2>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__5dc645e\" aria-expanded=\"true\" aria-label=\"Ouvrir la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-down\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__5dc645e\" aria-expanded=\"true\" aria-label=\"Fermer la table des mati\u00e8res\"><svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-chevron-up\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__5dc645e\" class=\"elementor-toc__body\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f74a172 e-flex e-con-boxed e-con e-parent\" data-id=\"f74a172\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f931ba6 elementor-widget elementor-widget-heading\" data-id=\"f931ba6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">De l\u2019\u00e2ge chronologique \u00e0 l\u2019\u00e2ge biologique<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-bf6aa56 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"bf6aa56\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6fedc85 elementor-widget elementor-widget-text-editor\" data-id=\"6fedc85\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>L\u2019\u00e2ge chronologique, celui que l\u2019on mesure en ann\u00e9es, ne refl\u00e8te qu\u2019imparfaitement la r\u00e9alit\u00e9 de notre \u00e9tat de sant\u00e9. Deux personnes du m\u00eame \u00e2ge peuvent pr\u00e9senter des diff\u00e9rences consid\u00e9rables de vitalit\u00e9, de r\u00e9sistance ou de fragilit\u00e9. L\u2019\u00e2ge biologique cherche \u00e0 traduire cette disparit\u00e9 : il d\u00e9signe l\u2019\u00e9tat r\u00e9el des tissus et des organes, c\u2019est-\u00e0-dire le rythme propre du vieillissement de chacun.<br \/>Jusqu\u2019ici, l\u2019\u00e9valuation de cet \u00e2ge biologique reposait sur des indicateurs complexes, souvent invasifs : analyses de sang, t\u00e9lom\u00e8res, marqueurs inflammatoires ou m\u00e9taboliques. L\u2019ambition de FaceAge est de rendre cette estimation accessible en quelques secondes, \u00e0 partir d\u2019une simple image du visage.<br \/>L\u2019intuition qui sous-tend ce programme est simple : le <a href=\"https:\/\/drromanovaleria.ch\/besoins\/visage\/\">visage<\/a>, parce qu\u2019il refl\u00e8te la structure de la peau, la densit\u00e9 des tissus, la tonicit\u00e9 musculaire et l\u2019harmonie g\u00e9n\u00e9rale du corps, constitue une sorte de miroir de la sant\u00e9 globale. L\u2019intelligence artificielle, en analysant des milliers de d\u00e9tails imperceptibles \u00e0 l\u2019\u0153il humain, pourrait en extraire une signature biologique du vieillissement.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-72919ec e-flex e-con-boxed e-con e-parent\" data-id=\"72919ec\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fbc103e elementor-widget elementor-widget-heading\" data-id=\"fbc103e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">FaceAge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-32f0d37 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"32f0d37\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3c3921e elementor-widget elementor-widget-text-editor\" data-id=\"3c3921e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>FaceAge est n\u00e9 d\u2019un travail collaboratif r\u00e9unissant plusieurs centres hospitaliers et universit\u00e9s, parmi lesquels Harvard Medical School, le Massachusetts General Hospital et le centre MAASTRO aux Pays-Bas. Les chercheurs ont con\u00e7u un mod\u00e8le de deep learning capable d\u2019apprendre \u00e0 partir d\u2019images de visages.<br \/>L\u2019algorithme a \u00e9t\u00e9 appliqu\u00e9 sur pr\u00e8s de soixante mille photographies de personnes \u00e2g\u00e9es de soixante ans et plus, consid\u00e9r\u00e9es en bonne sant\u00e9. Ces clich\u00e9s provenaient de bases de donn\u00e9es publiques comprenant des visages d\u2019hommes et de femmes de diff\u00e9rents \u00e2ges et origines. Le syst\u00e8me a ensuite \u00e9t\u00e9 confront\u00e9 \u00e0 plus de six mille patients atteints de cancers divers, dont les photographies et les donn\u00e9es cliniques \u00e9taient disponibles.<br \/>Le principe \u00e9tait de comparer l\u2019\u00e2ge du visage estim\u00e9 par l\u2019intelligence artificielle \u00e0 l\u2019\u00e2ge chronologique r\u00e9el, puis de corr\u00e9ler cette diff\u00e9rence \u00e0 la survie et \u00e0 l\u2019\u00e9volution de la maladie. Les r\u00e9sultats sont saisissants : chez les patients canc\u00e9reux, l\u2019\u00e2ge du visage calcul\u00e9 par l\u2019algorithme d\u00e9passait en moyenne de pr\u00e8s de cinq ans l\u2019\u00e2ge chronologique. Et plus cet \u00e9cart \u00e9tait \u00e9lev\u00e9, plus le pronostic vital se r\u00e9v\u00e9lait d\u00e9favorable.<br \/>Cette corr\u00e9lation restait significative apr\u00e8s ajustement pour l\u2019\u00e2ge, le sexe, le type de tumeur et d\u2019autres variables cliniques. En d\u2019autres termes, le visage trahissait un vieillissement acc\u00e9l\u00e9r\u00e9 associ\u00e9 \u00e0 la gravit\u00e9 de la pathologie, et FaceAge parvenait \u00e0 le d\u00e9tecter avec une pr\u00e9cision sup\u00e9rieure \u00e0 celle de l\u2019\u0153il humain.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d4382c8 e-flex e-con-boxed e-con e-parent\" data-id=\"d4382c8\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-269262b elementor-widget elementor-widget-heading\" data-id=\"269262b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Comment FaceAge \u00ab voit \u00bb votre \u00e2ge biologique\u00a0?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f232560 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"f232560\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dca6001 elementor-widget elementor-widget-text-editor\" data-id=\"dca6001\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Un visage n\u2019est pas seulement une combinaison de traits : c\u2019est une topographie complexe, faite de volumes, de densit\u00e9s, de couleurs et de mouvements imperceptibles. L\u2019intelligence artificielle, lorsqu\u2019elle analyse une image, ne se limite pas \u00e0 rep\u00e9rer les <a href=\"https:\/\/drromanovaleria.ch\/besoins\/rides\/\">rides<\/a> ou les zones d\u2019ombre ; elle \u00e9tudie des milliers de points, la densit\u00e9 de la peau, les reliefs, la r\u00e9partition de la lumi\u00e8re et les variations g\u00e9om\u00e9triques imperceptibles.<br \/>Le mod\u00e8le FaceAge n\u2019est pas explicitement programm\u00e9 pour rechercher des signes particuliers de vieillissement. Il apprend seul \u00e0 identifier des motifs r\u00e9currents qui, statistiquement, se trouvent associ\u00e9s \u00e0 un \u00e2ge ou \u00e0 une condition biologique donn\u00e9e. Il capte ainsi des signaux invisibles \u00e0 l\u2019\u0153il nu, peut-\u00eatre li\u00e9s \u00e0 la microcirculation, \u00e0 la fermet\u00e9 du derme ou \u00e0 la composition des tissus sous-cutan\u00e9s.<br \/>Ce que l\u2019humain interpr\u00e8te comme une impression globale \u2013 un visage fatigu\u00e9, un regard vif, une peau terne \u2013 se d\u00e9compose pour la machine en une infinit\u00e9 de param\u00e8tres mesurables. C\u2019est cette pr\u00e9cision math\u00e9matique, d\u00e9pourvue de biais perceptifs, qui permet \u00e0 FaceAge de d\u00e9passer les capacit\u00e9s humaines d\u2019\u00e9valuation.<br \/>Les chercheurs soulignent n\u00e9anmoins que le syst\u00e8me ne se fonde pas sur des crit\u00e8res superficiels tels que la couleur des cheveux ou la pr\u00e9sence de <a href=\"https:\/\/drromanovaleria.ch\/besoins\/rides\/\">rides<\/a> apparentes. Il semble analyser davantage des aspects structurels du visage, moins influenc\u00e9s par les artifices esth\u00e9tiques.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-49d616b e-flex e-con-boxed e-con e-parent\" data-id=\"49d616b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e68a7d elementor-widget elementor-widget-heading\" data-id=\"6e68a7d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Valeur clinique de l\u2019intelligence artificielle<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ee7335 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"8ee7335\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40cefd4 elementor-widget elementor-widget-text-editor\" data-id=\"40cefd4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les chercheurs n\u2019ont pas con\u00e7u FaceAge comme un outil cosm\u00e9tique, mais comme un marqueur m\u00e9dical. Dans le contexte du cancer, son int\u00e9r\u00eat r\u00e9side dans la possibilit\u00e9 d\u2019\u00e9valuer la fragilit\u00e9 physiologique d\u2019un patient sans recourir \u00e0 des examens invasifs.<br \/>Les r\u00e9sultats publi\u00e9s dans The Lancet Digital Health montrent qu\u2019en canc\u00e9rologie, l\u2019\u00e2ge facial estim\u00e9 par FaceAge constitue un indicateur pronostique ind\u00e9pendant. Plus l\u2019\u00e2ge du visage est \u00e9lev\u00e9 par rapport \u00e0 l\u2019\u00e2ge chronologique, plus la probabilit\u00e9 de mortalit\u00e9 augmente. Dans certaines cohortes, l\u2019int\u00e9gration de FaceAge dans les mod\u00e8les de pr\u00e9diction am\u00e9liore de mani\u00e8re significative la pr\u00e9cision des estimations de survie.<br \/>De fa\u00e7on plus \u00e9tonnante encore, lorsque des cliniciens devaient pr\u00e9dire la probabilit\u00e9 de d\u00e9c\u00e8s \u00e0 six mois chez des patients en phase avanc\u00e9e, leur performance s\u2019am\u00e9liorait nettement lorsqu\u2019ils disposaient du r\u00e9sultat fourni par l\u2019intelligence artificielle. Ce constat sugg\u00e8re que FaceAge d\u00e9tecte des signes cliniques invisibles m\u00eame pour des sp\u00e9cialistes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8d6a5d5 e-flex e-con-boxed e-con e-parent\" data-id=\"8d6a5d5\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5441d17 elementor-widget elementor-widget-heading\" data-id=\"5441d17\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Visage et intelligence artificielle<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-cb6a3a2 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"cb6a3a2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c92484a elementor-widget elementor-widget-text-editor\" data-id=\"c92484a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Ces r\u00e9sultats ouvrent un champ nouveau : celui d\u2019une m\u00e9decine fond\u00e9e sur l\u2019analyse automatis\u00e9e du visage. Dans un futur proche, il est concevable que des simples photographies, int\u00e9gr\u00e9es \u00e0 un dossier m\u00e9dical \u00e9lectronique, permettent d\u2019\u00e9valuer l\u2019\u00e9tat biologique d\u2019un patient, de suivre l\u2019\u00e9volution d\u2019un traitement ou d\u2019anticiper certains risques.<br \/>Au-del\u00e0 de la canc\u00e9rologie, la m\u00e9thode pourrait \u00eatre \u00e9tendue \u00e0 d\u2019autres pathologies chroniques ou d\u00e9g\u00e9n\u00e9ratives. Les chercheurs envisagent d\u2019appliquer ce type de lecture algorithmique \u00e0 la cardiologie, \u00e0 la g\u00e9riatrie ou \u00e0 la m\u00e9decine pr\u00e9ventive. Le visage, longtemps observ\u00e9 par le m\u00e9decin pour ses signes visibles de fatigue ou de souffrance, deviendrait ainsi un biomarqueur quantitatif, objectif et mesurable.<br \/>En m\u00e9decine esth\u00e9tique, cette approche pourrait aussi repr\u00e9senter un tournant. Si l\u2019\u00e2ge biologique du visage devient mesurable, il serait possible d\u2019\u00e9valuer l\u2019efficacit\u00e9 r\u00e9elle des traitements anti-\u00e2ge, de comparer l\u2019\u00e9volution cutan\u00e9e avant et apr\u00e8s une proc\u00e9dure, ou de personnaliser les soins en fonction du profil biologique de chaque patient.<br \/>Mais pour l\u2019instant, ces applications restent hypoth\u00e9tiques : FaceAge est avant tout un outil de recherche, et sa fiabilit\u00e9 doit encore \u00eatre consolid\u00e9e.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20c24b6 e-flex e-con-boxed e-con e-parent\" data-id=\"20c24b6\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62ad423 elementor-widget elementor-widget-heading\" data-id=\"62ad423\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Les limites de l\u2019intelligence artificielle en m\u00e9decine esth\u00e9tique<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-66ae6c4 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"66ae6c4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8397bb0 elementor-widget elementor-widget-text-editor\" data-id=\"8397bb0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Les auteurs de l\u2019\u00e9tude reconnaissent plusieurs limites. L\u2019algorithme a \u00e9t\u00e9 entra\u00een\u00e9 sur des bases de donn\u00e9es majoritairement occidentales, avec une repr\u00e9sentation limit\u00e9e des phototypes fonc\u00e9s et des morphologies non europ\u00e9ennes. Or, les diff\u00e9rences ethniques, les habitudes de vie, l\u2019exposition solaire et les sp\u00e9cificit\u00e9s culturelles peuvent influencer les signes du vieillissement.<br \/>De plus, les conditions de prise de vue \u2013 \u00e9clairage, posture, expression, maquillage, qualit\u00e9 de l\u2019appareil \u2013 peuvent alt\u00e9rer les estimations. Le mod\u00e8le doit donc \u00eatre affin\u00e9 pour r\u00e9sister \u00e0 ces variations et \u00e9viter des biais syst\u00e9matiques.<br \/>Il faudra \u00e9galement d\u00e9terminer dans quelle mesure des interventions esth\u00e9tiques, des soins de peau ou des traitements m\u00e9dicaux peuvent modifier l\u2019\u00e2ge du visage per\u00e7u par l\u2019intelligence artificielle. Si le visage est transform\u00e9 artificiellement, la valeur biologique du signal s\u2019en trouve-t-elle fauss\u00e9e ? Ces questions restent ouvertes.<br \/>Enfin, le m\u00e9canisme exact par lequel l\u2019algorithme associe certaines caract\u00e9ristiques faciales \u00e0 un \u00e2ge biologique reste obscur. Comme la plupart des mod\u00e8les de deep learning, FaceAge agit comme une \u00ab bo\u00eete noire \u00bb dont les crit\u00e8res internes ne sont pas enti\u00e8rement interpr\u00e9tables. Cette opacit\u00e9 limite, pour l\u2019instant, sa compr\u00e9hension et son acceptation clinique.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9f31bc9 e-flex e-con-boxed e-con e-parent\" data-id=\"9f31bc9\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a108ced elementor-widget elementor-widget-heading\" data-id=\"a108ced\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Les enjeux \u00e9thiques et soci\u00e9taux de l\u2019IA pour la d\u00e9termination de l\u2019\u00e2ge<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-89b0936 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"89b0936\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1aa5fc6 elementor-widget elementor-widget-text-editor\" data-id=\"1aa5fc6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Qu\u2019une machine puisse d\u00e9duire des informations m\u00e9dicales d\u2019une image anodine soul\u00e8ve des interrogations majeures. La photographie du visage, si banale dans notre vie quotidienne, pourrait devenir un marqueur de sant\u00e9, voire un indicateur de risque. Qui aurait alors le droit d\u2019y acc\u00e9der ? Comment garantir la confidentialit\u00e9 de ces donn\u00e9es biom\u00e9dicales d\u00e9riv\u00e9es d\u2019une simple photo ?<br \/>Les chercheurs insistent sur le caract\u00e8re exclusivement m\u00e9dical et exp\u00e9rimental du projet. Mais dans un monde o\u00f9 les selfies sont omnipr\u00e9sents et les outils d\u2019intelligence artificielle de plus en plus accessibles, le d\u00e9tournement d\u2019une telle technologie \u00e0 des fins non m\u00e9dicales (assurances, recrutement, surveillance) est une hypoth\u00e8se \u00e0 ne pas \u00e9carter.<br \/>D\u2019un point de vue \u00e9thique, la fronti\u00e8re entre connaissance et intrusion devient floue. Savoir \u00ab l\u2019\u00e2ge r\u00e9el \u00bb d\u2019une personne, c\u2019est aussi s\u2019introduire dans l\u2019intimit\u00e9 biologique de son corps. Une telle information, si elle devait \u00eatre communiqu\u00e9e \u00e0 un patient, devrait l\u2019\u00eatre avec pr\u00e9caution et dans un cadre th\u00e9rapeutique encadr\u00e9.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-52b152c e-flex e-con-boxed e-con e-parent\" data-id=\"52b152c\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa4d710 elementor-widget elementor-widget-heading\" data-id=\"fa4d710\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Comment l\u2019intelligence artificielle lit un visage<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-793a2e0 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"793a2e0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-baa08c3 elementor-widget elementor-widget-text-editor\" data-id=\"baa08c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>FaceAge s\u2019inscrit dans un mouvement plus large o\u00f9 le visage devient un vecteur d\u2019information m\u00e9dicale. La science red\u00e9couvre ce que la m\u00e9decine clinique savait intuitivement : le visage n\u2019est pas seulement un symbole social, mais un t\u00e9moin biologique. L\u2019intelligence artificielle lui restitue ce r\u00f4le d\u2019indicateur universel, en le lib\u00e9rant de la subjectivit\u00e9 du regard humain.<br \/>Cependant, cette fascination pour la mesure et la pr\u00e9diction ne doit pas occulter une v\u00e9rit\u00e9 fondamentale : l\u2019\u00e2ge biologique, m\u00eame s\u2019il se calcule, ne r\u00e9sume pas la personne. Il n\u2019exprime ni son histoire, ni ses \u00e9motions, ni la richesse de sa vitalit\u00e9. L\u2019intelligence artificielle peut d\u00e9chiffrer la surface, mais elle ne saisira jamais tout \u00e0 fait ce qui fait la singularit\u00e9 d\u2019un visage humain.<br \/>FaceAge ne remplace donc pas le regard du m\u00e9decin.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-22d9342 e-flex e-con-boxed e-con e-parent\" data-id=\"22d9342\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4da3bff e-con-full e-flex e-con e-child\" data-id=\"4da3bff\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-31ac90b e-con-full e-flex e-con e-child\" data-id=\"31ac90b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-56abc45 e-con-full e-flex e-con e-child\" data-id=\"56abc45\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t<div class=\"elementor-element elementor-element-a8bd399 e-con-full e-flex e-con e-child\" data-id=\"a8bd399\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-83b754f elementor-widget elementor-widget-image\" data-id=\"83b754f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"252\" height=\"300\" src=\"https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/07\/photo-docteur-romano-valeria-252x300.webp\" class=\"attachment-medium size-medium wp-image-13266\" alt=\"Photo docteur Valeria Romano \u00e0 Gen\u00e8ve\" srcset=\"https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/07\/photo-docteur-romano-valeria-252x300.webp 252w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/07\/photo-docteur-romano-valeria-10x12.webp 10w, https:\/\/drromanovaleria.ch\/wp-content\/uploads\/2024\/07\/photo-docteur-romano-valeria.webp 763w\" sizes=\"(max-width: 252px) 100vw, 252px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4055ead elementor-widget elementor-widget-text-editor\" data-id=\"4055ead\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Article r\u00e9dig\u00e9 par le <a href=\"https:\/\/drromanovaleria.ch\/\">Dr Romano Valeria<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1bac15b e-con-full e-flex e-con e-child\" data-id=\"1bac15b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;jet_parallax_layout_list&quot;:[]}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ff5e2f4 elementor-widget elementor-widget-text-editor\" data-id=\"ff5e2f4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>PARTAGER CET ARTICLE SUR<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f7b553 elementor-share-buttons--view-icon-text elementor-share-buttons--skin-gradient elementor-share-buttons--shape-square elementor-grid-0 elementor-share-buttons--color-official elementor-widget 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27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-share-btn__text\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-share-btn__title\">\n\t\t\t\t\t\t\t\t\t\tLinkedIn\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a7b0ec4 elementor-align-start elementor-mobile-align-start elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"a7b0ec4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul 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peut conna\u00eetre votre \u00e2ge r\u00e9el \u00e0 partir d&#039;un selfie \u2013 Dr Romano<\/title>\n<meta name=\"description\" content=\"IA et \u00e2ge r\u00e9el : pr\u00e9sentation d\u2019algorithmes capables d\u2019estimer l\u2019\u00e2ge biologique \u00e0 partir d\u2019un selfie gr\u00e2ce \u00e0 l\u2019analyse des traits, de la texture et des marqueurs cutan\u00e9s, ainsi que de l\u2019int\u00e9r\u00eat potentiel pour l\u2019\u00e9valuation esth\u00e9tique \u00e0 Gen\u00e8ve.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/drromanovaleria.ch\/en\/blog\/artificial-intelligence-age-estimation\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"IA peut conna\u00eetre votre \u00e2ge r\u00e9el \u00e0 partir d&#039;un selfie \u2013 Dr Romano\" \/>\n<meta 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