A-BEACON – D\u00e9tection et segmentation par IA des m\u00e9tastases c\u00e9r\u00e9brales<\/title>\n \n \n <meta name=\"description\" content=\"Le projet A-BEACON d\u00e9veloppe un syst\u00e8me d'IA innovant pour la d\u00e9tection 'z\u00e9ro-manque' et la segmentation des m\u00e9tastases c\u00e9r\u00e9brales. 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La d\u00e9tection et le diagnostic pr\u00e9coces sont cruciaux, car les l\u00e9sions non trait\u00e9es peuvent entra\u00eener un retard de traitement, des d\u00e9ficits neurologiques graves et une survie globale r\u00e9duite.\n <\/p>\n <p class=\"mb-4\">\n Le diagnostic actuel et la planification du traitement reposent fortement sur l’imagerie par r\u00e9sonance magn\u00e9tique (IRM), qui n\u00e9cessite beaucoup de travail et est sujette aux erreurs, en particulier dans la segmentation manuelle et le suivi des l\u00e9sions petites et nombreuses. La segmentation manuelle des m\u00e9tastases c\u00e9r\u00e9brales \u00e0 partir des scans IRM prend du temps, avec une variabilit\u00e9 significative et des probl\u00e8mes de sensibilit\u00e9, ce qui conduit souvent \u00e0 des l\u00e9sions manqu\u00e9es. Il existe un besoin critique non satisfait de m\u00e9thodes plus efficaces, pr\u00e9cises et fiables pour aider les cliniciens \u00e0 diagnostiquer et \u00e0 surveiller ces tumeurs. \u00c0 ce jour, il n’existe aucune solution efficace disponible pour les m\u00e9decins.\n <\/p>\n <p class=\"mb-4\">\n Les progr\u00e8s r\u00e9cents en mati\u00e8re d’intelligence artificielle (IA) ont montr\u00e9 des promesses pour relever ces d\u00e9fis. Les mod\u00e8les bas\u00e9s sur l’IA ont am\u00e9lior\u00e9 la segmentation et la d\u00e9tection des m\u00e9tastases c\u00e9r\u00e9brales. Cependant, la variabilit\u00e9 des protocoles IRM, la qualit\u00e9 des donn\u00e9es et la g\u00e9n\u00e9ralisation des mod\u00e8les restent des obstacles importants.\n <\/p>\n \n <div class=\"mt-8 p-4 bg-blue-50 rounded border-l-4 border-blue-600\">\n <h3 class=\"font-bold text-blue-900 text-lg mb-2\">Approche innovante – Cadre A-BEACON<\/h3>\n <p class=\"text-sm text-blue-900\">\n Nous proposons le d\u00e9veloppement de A-BEACON, un syst\u00e8me bas\u00e9 sur l’intelligence artificielle con\u00e7u pour offrir une d\u00e9tection „z\u00e9ro-manque” et un suivi efficace des m\u00e9tastases c\u00e9r\u00e9brales. Notre approche propose des m\u00e9thodologies et des strat\u00e9gies d’IA innovantes pour l’augmentation active du temps de test (ACTTA) et des biais inductifs bas\u00e9s sur l’interpr\u00e9tabilit\u00e9 pour am\u00e9liorer les performances et la fiabilit\u00e9 du mod\u00e8le.\n En utilisant un ensemble de donn\u00e9es multicentrique de 914 cas r\u00e9-annot\u00e9s, nous entra\u00eenerons et validerons nos mod\u00e8les. Cet ensemble de donn\u00e9es, s\u00e9lectionn\u00e9 pour sa diversit\u00e9 en termes de caract\u00e9ristiques d’imagerie et de profils de l\u00e9sions, constituera l’\u00e9pine dorsale de notre recherche.\n <\/p>\n <\/div>\n \n <div class=\"grid md:grid-cols-2 gap-6 mt-8\">\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Active Test-Time Augmentation (ACTTA)<\/h4>\n <p class=\"text-sm text-slate-700\">Cette nouvelle technique optimisera l’augmentation du temps de test en fonction des corrections de l’utilisateur, am\u00e9liorant l’adaptabilit\u00e9 et les performances du mod\u00e8le sans n\u00e9cessiter de r\u00e9entra\u00eenement.<\/p>\n <\/div>\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Interpretability-Based Inductive Bias<\/h4>\n <p class=\"text-sm text-slate-700\">En incorporant des cartes de saillance pour guider la formation du mod\u00e8le, cette m\u00e9thode vise \u00e0 am\u00e9liorer les capacit\u00e9s de d\u00e9tection en alignant les caract\u00e9ristiques du mod\u00e8le sur les connaissances des experts humains.<\/p>\n <\/div>\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Suivi des l\u00e9sions<\/h4>\n <p class=\"text-sm text-slate-700\">En combinant les incertitudes \u00e9pist\u00e9miques et al\u00e9atoires, nous d\u00e9velopperons des m\u00e9thodes de suivi des l\u00e9sions dans le temps, en diff\u00e9renciant les m\u00e9tastases nouvelles des existantes.<\/p>\n <\/div>\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Int\u00e9gration logicielle (TRL-4-5)<\/h4>\n <p class=\"text-sm text-slate-700\">Un prototype d’outil logiciel sera d\u00e9velopp\u00e9 pour int\u00e9grer ces technologies, permettant le d\u00e9ploiement et les \u00e9valuations cliniques.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section id=\"etape\" class=\"mb-16 px-4 max-w-6xl mx-auto pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold\">\u00c9tapes de mise en \u0153uvre<\/h2>\n <div class=\"space-y-6\">\n \n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 1 (Mois 1-12)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">Lancement<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>Lancement du projet et recrutement de l’\u00e9quipe de recherche.<\/li>\n <li>Acquisition et installation des \u00e9quipements n\u00e9cessaires.<\/li>\n <li>Recrutement des patients et ateliers cliniques pour sp\u00e9cifier les protocoles.<\/li>\n <li>Pr\u00e9paration des ensembles de donn\u00e9es : Suisse (n=200), Roumanie (n=150), Pologne (n=150).<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 2 (Mois 13-24)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">D\u00e9v. Technique<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>D\u00e9veloppement des mod\u00e8les IA de base pour la segmentation (benchmark validation crois\u00e9e).<\/li>\n <li>D\u00e9veloppement de l’encodeur bas\u00e9 sur l’interpr\u00e9tabilit\u00e9 et des variantes TTA.<\/li>\n <li>D\u00e9veloppement du cadre <strong>ACTTA (Active Test-Time Augmentation)<\/strong>.<\/li>\n <li>D\u00e9veloppement de l’outil logiciel A-BEACON v1.0 et du module de suivi.<\/li>\n <li>\u00c9valuation clinique pr\u00e9liminaire (human-in-the-loop).<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 3 (Mois 25-36)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">\u00c9val. Multicentrique<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>\u00c9valuation technique avanc\u00e9e de l’algorithme de suivi (tracking).<\/li>\n <li>R\u00e9alisation de l’analyse radiomique avanc\u00e9e pour \u00e9valuer l’h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 tumorale.<\/li>\n <li>\u00c9valuations cliniques multicentriques \u2013 Tour 1 (Suisse) et Tour 2 (Roumanie).<\/li>\n <li>Publications techniques sur le cadre ACTTA et la performance technique.<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 4 (Mois 37-48)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">Validation Finale<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>\u00c9valuations cliniques multicentriques \u2013 Tour 3 (Pologne et Bulgarie).<\/li>\n <li>Finalisation des analyses et validation clinique finale du syst\u00e8me A-BEACON.<\/li>\n <li>Pr\u00e9paration et publication des r\u00e9sultats finaux cliniques et techniques.<\/li>\n <li>Lib\u00e9ration finale du logiciel A-BEACON \u00e0 la communaut\u00e9 scientifique.<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <\/div>\n <\/section>\n\n \n <section id=\"consortiu\" class=\"mb-16 px-4 max-w-6xl mx-auto bg-white py-8 rounded-lg shadow-sm border border-slate-100 pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold text-center mb-8\">Consortium international<\/h2>\n <div class=\"grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-4 gap-6 px-4\">\n \n <a href=\"https:\/\/www.unibe.ch\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border border-slate-200 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\udde8\ud83c\udded<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">University of Bern<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">Chef de file<\/p>\n <\/a>\n \n <a href=\"https:\/\/www.ulbsibiu.ro\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border-b-4 border-blue-600 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\uddf7\ud83c\uddf4<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">Universit\u00e9 „Lucian Blaga” de Sibiu<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">Partenaire clinique<\/p>\n <\/a>\n \n <a href=\"https:\/\/www.pib-nio.pl\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border border-slate-200 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\uddf5\ud83c\uddf1<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">National Research Institute of Oncology<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">Expertise oncologique<\/p>\n <\/a>\n \n <a href=\"https:\/\/www.mu-varna.bg\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border border-slate-200 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\udde7\ud83c\uddec<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">Medical University Varna<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">\u00c9valuation clinique<\/p>\n <\/a>\n <\/div>\n <\/section>\n\n \n <section id=\"echipa\" class=\"mb-16 px-4 max-w-6xl mx-auto pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold mb-8\">\u00c9quipe de recherche<\/h2>\n \n <div class=\"grid grid-cols-1 sm:grid-cols-2 md:grid-cols-4 gap-8 mb-12\">\n <div class=\"text-center group\">\n <div class=\"w-40 h-40 bg-slate-200 mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/mauricio.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Mauricio+Reyes&background=cbd5e1&size=256'\" alt=\"Prof. Dr. Mauricio Reyes\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Mauricio Reyes<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Main Applicant (CH)<\/p>\n <\/div>\n \n <div class=\"text-center p-2 bg-blue-50\/30 rounded-xl border border-blue-100 group\">\n <div class=\"w-40 h-40 bg-white mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/matei.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Claudiu+Matei&background=fff&size=256'\" alt=\"Prof. Dr. Claudiu Matei\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Claudiu Matei<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Chef de projet (RO)<\/p>\n <\/div>\n \n <div class=\"text-center group\">\n <div class=\"w-40 h-40 bg-slate-200 mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/kunicki.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Jacek+Kunicki&background=cbd5e1&size=256'\" alt=\"Prof. Dr. Jacek Kunicki\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Jacek Kunicki<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Enqu\u00eateur (PL)<\/p>\n <\/div>\n \n <div class=\"text-center group\">\n <div class=\"w-40 h-40 bg-slate-200 mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/encheva.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Elitsa+Encheva&background=cbd5e1&size=256'\" alt=\"Prof. Dr. Elitsa Encheva\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Elitsa Encheva<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Enqu\u00eateur (BG)<\/p>\n <\/div>\n <\/div>\n\n <div class=\"border-t border-slate-200 pt-8\">\n <h3 class=\"text-sm font-bold text-slate-500 mb-8 text-center uppercase tracking-widest\">\u00c9quipe ULBS (Roumanie)<\/h3>\n <div class=\"flex flex-wrap justify-center gap-10\">\n <div class=\"text-center group\">\n <div class=\"w-32 h-32 bg-slate-100 mx-auto mb-3 rounded-lg overflow-hidden shadow-sm flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/neamtu.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Bogdan+Neamtu&background=f1f5f9&size=256'\" alt=\"Conf. Dr. Bogdan Neam\u021bu\" class=\"w-full h-full object-cover\">\n <\/div>\n <p class=\"font-bold text-slate-800 text-sm\">Conf. Dr. Bogdan Neam\u021bu<\/p>\n <p class=\"text-xs text-slate-500\">Chercheur principal<\/p>\n <\/div>\n <div class=\"text-center group\">\n <div class=\"w-32 h-32 bg-slate-100 mx-auto mb-3 rounded-lg overflow-hidden shadow-sm flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/sandu.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Mariana+Sandu&background=f1f5f9&size=256'\" alt=\"Dr. Mariana Sandu\" class=\"w-full h-full object-cover\">\n <\/div>\n <p class=\"font-bold text-slate-800 text-sm\">Dr. Mariana Sandu<\/p>\n <p class=\"text-xs text-slate-500\">Chercheur<\/p>\n <\/div>\n <div class=\"text-center group\">\n <div class=\"w-32 h-32 bg-slate-100 mx-auto mb-3 rounded-lg overflow-hidden shadow-sm flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/darius.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Darius+Peteleaza&background=f1f5f9&size=256'\" alt=\"Ing. Darius Peteleaz\u0103\" class=\"w-full h-full object-cover\">\n <\/div>\n <p class=\"font-bold text-slate-800 text-sm\">Ing. Darius Peteleaz\u0103<\/p>\n <p class=\"text-xs text-slate-500\">Assistant de recherche<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <footer class=\"bg-slate-800 text-slate-300 py-10 px-4 text-center mt-12 rounded-t-lg mx-auto max-w-6xl\">\n <div class=\"max-w-2xl mx-auto\">\n <p class=\"text-sm mb-4\">Ce projet vise \u00e0 am\u00e9liorer consid\u00e9rablement le niveau de soins pour les patients atteints de m\u00e9tastases c\u00e9r\u00e9brales.<\/p>\n <p class=\"text-sm font-semibold mb-6\">Financ\u00e9 par le Fonds national suisse de la recherche scientifique (FNS) et l’UEFISCDI.<\/p>\n <div class=\"w-16 h-px bg-slate-600 mx-auto mb-6\"><\/div>\n <div class=\"text-xs font-mono opacity-60\">\n © dr.ing. Radu Pascu – 2025.\n <\/div>\n <\/div>\n <\/footer>\n\n<\/div>\n\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>A-BEACON – D\u00e9tection et segmentation par IA des m\u00e9tastases c\u00e9r\u00e9brales \u00c0 propos \u00c9tapes Consortium \u00c9quipe \ud83c\uddf7\ud83c\uddf4 \ud83c\uddec\ud83c\udde7 \ud83c\uddeb\ud83c\uddf7 D\u00e9tection et segmentation IA des m\u00e9tastases c\u00e9r\u00e9brales Projet A-BEACON (230215) En savoir plus \u00c0 propos du projet Les m\u00e9tastases c\u00e9r\u00e9brales sont les n\u00e9oplasmes c\u00e9r\u00e9braux les plus r\u00e9pandus, affectant un patient canc\u00e9reux adulte sur cinq et repr\u00e9sentant plus […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-64","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages\/64","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/comments?post=64"}],"version-history":[{"count":9,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages\/64\/revisions"}],"predecessor-version":[{"id":91,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages\/64\/revisions\/91"}],"wp:attachment":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/media?parent=64"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":64,"date":"2025-12-11T11:23:16","date_gmt":"2025-12-11T09:23:16","guid":{"rendered":"https:\/\/grants.ulbsibiu.ro\/abeacon\/?page_id=64"},"modified":"2025-12-11T12:26:54","modified_gmt":"2025-12-11T10:26:54","slug":"a-beaconfr","status":"publish","type":"page","link":"https:\/\/grants.ulbsibiu.ro\/abeacon\/a-beaconfr\/","title":{"rendered":"A-BEACON(FR)"},"content":{"rendered":"\n\n\n\n \n \n A-BEACON – D\u00e9tection et segmentation par IA des m\u00e9tastases c\u00e9r\u00e9brales<\/title>\n \n \n <meta name=\"description\" content=\"Le projet A-BEACON d\u00e9veloppe un syst\u00e8me d'IA innovant pour la d\u00e9tection 'z\u00e9ro-manque' et la segmentation des m\u00e9tastases c\u00e9r\u00e9brales. Une collaboration multicentrique entre la Suisse, la Roumanie, la Pologne et la Bulgarie.\">\n <meta name=\"keywords\" content=\"A-BEACON, m\u00e9tastases c\u00e9r\u00e9brales, IA, segmentation tumorale, neuro-oncologie, ACTTA, recherche m\u00e9dicale, ULBS, Contribution Suisse\">\n <meta name=\"author\" content=\"\u00c9quipe A-BEACON\">\n <link rel=\"canonical\" href=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/fr\/\">\n \n \n <meta property=\"og:title\" content=\"A-BEACON - Innovation dans la d\u00e9tection des m\u00e9tastases c\u00e9r\u00e9brales\">\n <meta property=\"og:description\" content=\"Syst\u00e8me IA pour la d\u00e9tection 'z\u00e9ro-manque' et le suivi des m\u00e9tastases c\u00e9r\u00e9brales. Financ\u00e9 par la Seconde Contribution Suisse.\">\n <meta property=\"og:type\" content=\"website\">\n <meta property=\"og:url\" content=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/fr\/\">\n <meta property=\"og:image\" content=\"https:\/\/images.unsplash.com\/photo-1559757175-5700dde675bc?auto=format&fit=crop&q=80\">\n <meta property=\"og:locale\" content=\"fr_FR\">\n\n \n <meta name=\"twitter:card\" content=\"summary_large_image\">\n <meta name=\"twitter:title\" content=\"A-BEACON - D\u00e9tection IA m\u00e9tastases c\u00e9r\u00e9brales\">\n <meta name=\"twitter:description\" content=\"Syst\u00e8me IA innovant pour la d\u00e9tection et la segmentation des m\u00e9tastases c\u00e9r\u00e9brales.\">\n <meta name=\"twitter:image\" content=\"https:\/\/images.unsplash.com\/photo-1559757175-5700dde675bc?auto=format&fit=crop&q=80\">\n \n \n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Inter:wght@300;400;600;700;800&display=swap\" rel=\"stylesheet\">\n \n <style>\n \/* Hack pentru a ascunde titlul paginii din WordPress *\/\n .entry-title, .page-title, h1.entry-title {\n display: none !important;\n }\n\n body {\n background-color: #f8fafc;\n margin: 0;\n }\n\n #abeacon-content {\n font-family: 'Inter', sans-serif;\n color: #334155;\n line-height: 1.6;\n width: 100%;\n max-width: 100%; \n margin: 0 auto;\n background-color: #f8fafc;\n }\n \n .internal-nav {\n background: #ffffff;\n border-bottom: 1px solid #e2e8f0;\n padding: 1rem 0;\n margin-bottom: 2rem;\n position: sticky;\n top: 0;\n z-index: 40;\n }\n \n .internal-nav a {\n text-decoration: none;\n color: #475569;\n font-weight: 600;\n font-size: 0.9rem;\n margin-right: 1.5rem;\n transition: color 0.2s;\n }\n \n .internal-nav a:hover {\n color: #2563eb;\n }\n\n \/* Hero Banner Modificat *\/\n .hero-banner {\n position: relative;\n width: 100%;\n height: 500px; \/* \u00cen\u0103l\u021bime crescut\u0103 pentru titlul mare *\/\n border-radius: 8px;\n overflow: hidden;\n margin-bottom: 3rem;\n box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.1);\n background-color: #1e293b; \/* Fallback color *\/\n }\n\n .hero-img {\n width: 100%;\n height: 100%;\n object-fit: cover;\n filter: blur(3px) brightness(0.6); \n transform: scale(1.02); \n transition: transform 0.5s ease;\n }\n \n .hero-banner:hover .hero-img {\n transform: scale(1.05);\n }\n\n .hero-text-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n flex-direction: column;\n justify-content: center;\n align-items: flex-start;\n padding: 2rem 3rem; \n color: white;\n z-index: 10;\n }\n\n \/* Titlu Hero Mare pe Dou\u0103 R\u00e2nduri *\/\n .hero-title-large {\n font-size: 3.5rem; \/* Foarte mare *\/\n font-weight: 800;\n line-height: 1.1;\n margin-bottom: 1.5rem;\n max-width: 900px;\n text-shadow: 2px 2px 4px rgba(0,0,0,0.7);\n }\n\n @media (max-width: 768px) {\n .hero-title-large {\n font-size: 2.5rem; \/* Ajustare pour mobil *\/\n }\n .hero-text-overlay {\n padding: 1.5rem;\n }\n }\n\n \/* Steaguri *\/\n .flag-icon {\n font-size: 1.2rem;\n line-height: 1;\n cursor: pointer;\n transition: transform 0.2s;\n }\n .flag-icon:hover {\n transform: scale(1.2);\n }\n .flag-active {\n border-bottom: 2px solid #2563eb;\n padding-bottom: 2px;\n }\n\n \/* Stiluri specifice *\/\n h2 {\n color: #1e293b;\n border-left: 4px solid #2563eb;\n padding-left: 1rem;\n margin-bottom: 1.5rem;\n }\n \n \/* Smooth scroll behavior *\/\n html {\n scroll-behavior: smooth;\n }\n <\/style>\n<\/head>\n<body>\n\n<div id=\"abeacon-content\">\n\n \n <div class=\"internal-nav px-4 shadow-sm\">\n <div class=\"flex flex-col md:flex-row justify-between items-center max-w-6xl mx-auto\">\n <div class=\"flex flex-wrap justify-center md:justify-start gap-4 mb-2 md:mb-0\">\n <a href=\"#despre\">\u00c0 propos<\/a>\n <a href=\"#etape\">\u00c9tapes<\/a>\n <a href=\"#consortiu\">Consortium<\/a>\n <a href=\"#echipa\">\u00c9quipe<\/a>\n <\/div>\n \n <div class=\"flex gap-4 items-center\">\n <a href=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/\" class=\"flag-icon opacity-70 hover:opacity-100\" title=\"Rom\u00e2n\u0103\">\ud83c\uddf7\ud83c\uddf4<\/a>\n <a href=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/a-beaconen\/\" class=\"flag-icon opacity-70 hover:opacity-100\" title=\"English\">\ud83c\uddec\ud83c\udde7<\/a>\n <span class=\"flag-icon flag-active\" title=\"Fran\u00e7ais\">\ud83c\uddeb\ud83c\uddf7<\/span>\n <\/div>\n <\/div>\n <\/div>\n\n \n <div class=\"px-4\">\n <div class=\"hero-banner max-w-6xl mx-auto\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/hero_site-scaled.png\" alt=\"Brain MRI Analysis\" class=\"hero-img\">\n <div class=\"hero-text-overlay\">\n \n <h1 class=\"hero-title-large\">\n D\u00e9tection et segmentation IA<br>\n des m\u00e9tastases c\u00e9r\u00e9brales\n <\/h1>\n <p class=\"text-xl font-light opacity-90 mb-8 border-l-4 border-blue-400 pl-4 bg-black\/20 p-2 inline-block rounded backdrop-blur-sm\">\n Projet A-BEACON (230215)\n <\/p>\n <a href=\"#despre\" class=\"bg-blue-600 hover:bg-blue-700 text-white font-semibold py-3 px-8 rounded shadow-lg transition transform hover:-translate-y-0.5 text-lg inline-block\">En savoir plus<\/a>\n <\/div>\n <\/div>\n <\/div>\n\n \n <section id=\"despre\" class=\"mb-16 px-4 max-w-6xl mx-auto pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold\">\u00c0 propos du projet<\/h2>\n <div class=\"prose prose-slate max-w-none text-justify bg-white p-6 rounded-lg shadow-sm border border-slate-100\">\n <p class=\"mb-4\">\n Les m\u00e9tastases c\u00e9r\u00e9brales sont les n\u00e9oplasmes c\u00e9r\u00e9braux les plus r\u00e9pandus, affectant un patient canc\u00e9reux adulte sur cinq et repr\u00e9sentant plus de la moiti\u00e9 des tumeurs intracr\u00e2niennes chez l’adulte. La d\u00e9tection et le diagnostic pr\u00e9coces sont cruciaux, car les l\u00e9sions non trait\u00e9es peuvent entra\u00eener un retard de traitement, des d\u00e9ficits neurologiques graves et une survie globale r\u00e9duite.\n <\/p>\n <p class=\"mb-4\">\n Le diagnostic actuel et la planification du traitement reposent fortement sur l’imagerie par r\u00e9sonance magn\u00e9tique (IRM), qui n\u00e9cessite beaucoup de travail et est sujette aux erreurs, en particulier dans la segmentation manuelle et le suivi des l\u00e9sions petites et nombreuses. La segmentation manuelle des m\u00e9tastases c\u00e9r\u00e9brales \u00e0 partir des scans IRM prend du temps, avec une variabilit\u00e9 significative et des probl\u00e8mes de sensibilit\u00e9, ce qui conduit souvent \u00e0 des l\u00e9sions manqu\u00e9es. Il existe un besoin critique non satisfait de m\u00e9thodes plus efficaces, pr\u00e9cises et fiables pour aider les cliniciens \u00e0 diagnostiquer et \u00e0 surveiller ces tumeurs. \u00c0 ce jour, il n’existe aucune solution efficace disponible pour les m\u00e9decins.\n <\/p>\n <p class=\"mb-4\">\n Les progr\u00e8s r\u00e9cents en mati\u00e8re d’intelligence artificielle (IA) ont montr\u00e9 des promesses pour relever ces d\u00e9fis. Les mod\u00e8les bas\u00e9s sur l’IA ont am\u00e9lior\u00e9 la segmentation et la d\u00e9tection des m\u00e9tastases c\u00e9r\u00e9brales. Cependant, la variabilit\u00e9 des protocoles IRM, la qualit\u00e9 des donn\u00e9es et la g\u00e9n\u00e9ralisation des mod\u00e8les restent des obstacles importants.\n <\/p>\n \n <div class=\"mt-8 p-4 bg-blue-50 rounded border-l-4 border-blue-600\">\n <h3 class=\"font-bold text-blue-900 text-lg mb-2\">Approche innovante – Cadre A-BEACON<\/h3>\n <p class=\"text-sm text-blue-900\">\n Nous proposons le d\u00e9veloppement de A-BEACON, un syst\u00e8me bas\u00e9 sur l’intelligence artificielle con\u00e7u pour offrir une d\u00e9tection „z\u00e9ro-manque” et un suivi efficace des m\u00e9tastases c\u00e9r\u00e9brales. Notre approche propose des m\u00e9thodologies et des strat\u00e9gies d’IA innovantes pour l’augmentation active du temps de test (ACTTA) et des biais inductifs bas\u00e9s sur l’interpr\u00e9tabilit\u00e9 pour am\u00e9liorer les performances et la fiabilit\u00e9 du mod\u00e8le.\n En utilisant un ensemble de donn\u00e9es multicentrique de 914 cas r\u00e9-annot\u00e9s, nous entra\u00eenerons et validerons nos mod\u00e8les. Cet ensemble de donn\u00e9es, s\u00e9lectionn\u00e9 pour sa diversit\u00e9 en termes de caract\u00e9ristiques d’imagerie et de profils de l\u00e9sions, constituera l’\u00e9pine dorsale de notre recherche.\n <\/p>\n <\/div>\n \n <div class=\"grid md:grid-cols-2 gap-6 mt-8\">\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Active Test-Time Augmentation (ACTTA)<\/h4>\n <p class=\"text-sm text-slate-700\">Cette nouvelle technique optimisera l’augmentation du temps de test en fonction des corrections de l’utilisateur, am\u00e9liorant l’adaptabilit\u00e9 et les performances du mod\u00e8le sans n\u00e9cessiter de r\u00e9entra\u00eenement.<\/p>\n <\/div>\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Interpretability-Based Inductive Bias<\/h4>\n <p class=\"text-sm text-slate-700\">En incorporant des cartes de saillance pour guider la formation du mod\u00e8le, cette m\u00e9thode vise \u00e0 am\u00e9liorer les capacit\u00e9s de d\u00e9tection en alignant les caract\u00e9ristiques du mod\u00e8le sur les connaissances des experts humains.<\/p>\n <\/div>\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Suivi des l\u00e9sions<\/h4>\n <p class=\"text-sm text-slate-700\">En combinant les incertitudes \u00e9pist\u00e9miques et al\u00e9atoires, nous d\u00e9velopperons des m\u00e9thodes de suivi des l\u00e9sions dans le temps, en diff\u00e9renciant les m\u00e9tastases nouvelles des existantes.<\/p>\n <\/div>\n <div class=\"bg-slate-50 p-4 rounded border border-slate-200\">\n <h4 class=\"font-bold text-blue-800 mb-2\">Int\u00e9gration logicielle (TRL-4-5)<\/h4>\n <p class=\"text-sm text-slate-700\">Un prototype d’outil logiciel sera d\u00e9velopp\u00e9 pour int\u00e9grer ces technologies, permettant le d\u00e9ploiement et les \u00e9valuations cliniques.<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <section id=\"etape\" class=\"mb-16 px-4 max-w-6xl mx-auto pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold\">\u00c9tapes de mise en \u0153uvre<\/h2>\n <div class=\"space-y-6\">\n \n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 1 (Mois 1-12)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">Lancement<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>Lancement du projet et recrutement de l’\u00e9quipe de recherche.<\/li>\n <li>Acquisition et installation des \u00e9quipements n\u00e9cessaires.<\/li>\n <li>Recrutement des patients et ateliers cliniques pour sp\u00e9cifier les protocoles.<\/li>\n <li>Pr\u00e9paration des ensembles de donn\u00e9es : Suisse (n=200), Roumanie (n=150), Pologne (n=150).<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 2 (Mois 13-24)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">D\u00e9v. Technique<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>D\u00e9veloppement des mod\u00e8les IA de base pour la segmentation (benchmark validation crois\u00e9e).<\/li>\n <li>D\u00e9veloppement de l’encodeur bas\u00e9 sur l’interpr\u00e9tabilit\u00e9 et des variantes TTA.<\/li>\n <li>D\u00e9veloppement du cadre <strong>ACTTA (Active Test-Time Augmentation)<\/strong>.<\/li>\n <li>D\u00e9veloppement de l’outil logiciel A-BEACON v1.0 et du module de suivi.<\/li>\n <li>\u00c9valuation clinique pr\u00e9liminaire (human-in-the-loop).<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 3 (Mois 25-36)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">\u00c9val. Multicentrique<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>\u00c9valuation technique avanc\u00e9e de l’algorithme de suivi (tracking).<\/li>\n <li>R\u00e9alisation de l’analyse radiomique avanc\u00e9e pour \u00e9valuer l’h\u00e9t\u00e9rog\u00e9n\u00e9it\u00e9 tumorale.<\/li>\n <li>\u00c9valuations cliniques multicentriques \u2013 Tour 1 (Suisse) et Tour 2 (Roumanie).<\/li>\n <li>Publications techniques sur le cadre ACTTA et la performance technique.<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n \n <div class=\"bg-white rounded-lg shadow-sm border border-slate-200 overflow-hidden hover:shadow-md transition\">\n <div class=\"bg-slate-100 px-6 py-3 border-b border-slate-200 flex justify-between items-center flex-wrap gap-2\">\n <h3 class=\"font-bold text-slate-800\">Ann\u00e9e 4 (Mois 37-48)<\/h3>\n <span class=\"text-xs font-semibold bg-blue-100 text-blue-800 px-2 py-1 rounded\">Validation Finale<\/span>\n <\/div>\n <div class=\"p-6\">\n <ul class=\"list-disc list-inside space-y-2 text-sm text-slate-700\">\n <li>\u00c9valuations cliniques multicentriques \u2013 Tour 3 (Pologne et Bulgarie).<\/li>\n <li>Finalisation des analyses et validation clinique finale du syst\u00e8me A-BEACON.<\/li>\n <li>Pr\u00e9paration et publication des r\u00e9sultats finaux cliniques et techniques.<\/li>\n <li>Lib\u00e9ration finale du logiciel A-BEACON \u00e0 la communaut\u00e9 scientifique.<\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <\/div>\n <\/section>\n\n \n <section id=\"consortiu\" class=\"mb-16 px-4 max-w-6xl mx-auto bg-white py-8 rounded-lg shadow-sm border border-slate-100 pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold text-center mb-8\">Consortium international<\/h2>\n <div class=\"grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-4 gap-6 px-4\">\n \n <a href=\"https:\/\/www.unibe.ch\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border border-slate-200 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\udde8\ud83c\udded<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">University of Bern<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">Chef de file<\/p>\n <\/a>\n \n <a href=\"https:\/\/www.ulbsibiu.ro\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border-b-4 border-blue-600 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\uddf7\ud83c\uddf4<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">Universit\u00e9 „Lucian Blaga” de Sibiu<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">Partenaire clinique<\/p>\n <\/a>\n \n <a href=\"https:\/\/www.pib-nio.pl\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border border-slate-200 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\uddf5\ud83c\uddf1<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">National Research Institute of Oncology<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">Expertise oncologique<\/p>\n <\/a>\n \n <a href=\"https:\/\/www.mu-varna.bg\/\" target=\"_blank\" class=\"block bg-slate-50 p-6 rounded-lg text-center hover:shadow-md transition border border-slate-200 group\">\n <div class=\"text-5xl mb-4 transform group-hover:scale-110 transition\">\ud83c\udde7\ud83c\uddec<\/div>\n <h3 class=\"font-bold text-blue-900 mb-2\">Medical University Varna<\/h3>\n <p class=\"text-xs text-slate-500 font-semibold uppercase tracking-wider\">\u00c9valuation clinique<\/p>\n <\/a>\n <\/div>\n <\/section>\n\n \n <section id=\"echipa\" class=\"mb-16 px-4 max-w-6xl mx-auto pt-8 scroll-mt-24\">\n <h2 class=\"text-2xl font-bold mb-8\">\u00c9quipe de recherche<\/h2>\n \n <div class=\"grid grid-cols-1 sm:grid-cols-2 md:grid-cols-4 gap-8 mb-12\">\n <div class=\"text-center group\">\n <div class=\"w-40 h-40 bg-slate-200 mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/mauricio.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Mauricio+Reyes&background=cbd5e1&size=256'\" alt=\"Prof. Dr. Mauricio Reyes\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Mauricio Reyes<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Main Applicant (CH)<\/p>\n <\/div>\n \n <div class=\"text-center p-2 bg-blue-50\/30 rounded-xl border border-blue-100 group\">\n <div class=\"w-40 h-40 bg-white mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/matei.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Claudiu+Matei&background=fff&size=256'\" alt=\"Prof. Dr. Claudiu Matei\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Claudiu Matei<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Chef de projet (RO)<\/p>\n <\/div>\n \n <div class=\"text-center group\">\n <div class=\"w-40 h-40 bg-slate-200 mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/kunicki.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Jacek+Kunicki&background=cbd5e1&size=256'\" alt=\"Prof. Dr. Jacek Kunicki\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Jacek Kunicki<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Enqu\u00eateur (PL)<\/p>\n <\/div>\n \n <div class=\"text-center group\">\n <div class=\"w-40 h-40 bg-slate-200 mx-auto mb-4 rounded-lg overflow-hidden shadow-inner flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/encheva.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Elitsa+Encheva&background=cbd5e1&size=256'\" alt=\"Prof. Dr. Elitsa Encheva\" class=\"w-full h-full object-cover\">\n <\/div>\n <h4 class=\"font-bold text-slate-800\">Prof. Dr. Elitsa Encheva<\/h4>\n <p class=\"text-xs text-blue-600 font-semibold uppercase mt-1\">Enqu\u00eateur (BG)<\/p>\n <\/div>\n <\/div>\n\n <div class=\"border-t border-slate-200 pt-8\">\n <h3 class=\"text-sm font-bold text-slate-500 mb-8 text-center uppercase tracking-widest\">\u00c9quipe ULBS (Roumanie)<\/h3>\n <div class=\"flex flex-wrap justify-center gap-10\">\n <div class=\"text-center group\">\n <div class=\"w-32 h-32 bg-slate-100 mx-auto mb-3 rounded-lg overflow-hidden shadow-sm flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/neamtu.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Bogdan+Neamtu&background=f1f5f9&size=256'\" alt=\"Conf. Dr. Bogdan Neam\u021bu\" class=\"w-full h-full object-cover\">\n <\/div>\n <p class=\"font-bold text-slate-800 text-sm\">Conf. Dr. Bogdan Neam\u021bu<\/p>\n <p class=\"text-xs text-slate-500\">Chercheur principal<\/p>\n <\/div>\n <div class=\"text-center group\">\n <div class=\"w-32 h-32 bg-slate-100 mx-auto mb-3 rounded-lg overflow-hidden shadow-sm flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/sandu.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Mariana+Sandu&background=f1f5f9&size=256'\" alt=\"Dr. Mariana Sandu\" class=\"w-full h-full object-cover\">\n <\/div>\n <p class=\"font-bold text-slate-800 text-sm\">Dr. Mariana Sandu<\/p>\n <p class=\"text-xs text-slate-500\">Chercheur<\/p>\n <\/div>\n <div class=\"text-center group\">\n <div class=\"w-32 h-32 bg-slate-100 mx-auto mb-3 rounded-lg overflow-hidden shadow-sm flex items-center justify-center transition-transform group-hover:scale-105\">\n <img decoding=\"async\" src=\"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-content\/uploads\/darius.jpg\" onerror=\"this.src='https:\/\/ui-avatars.com\/api\/?name=Darius+Peteleaza&background=f1f5f9&size=256'\" alt=\"Ing. Darius Peteleaz\u0103\" class=\"w-full h-full object-cover\">\n <\/div>\n <p class=\"font-bold text-slate-800 text-sm\">Ing. Darius Peteleaz\u0103<\/p>\n <p class=\"text-xs text-slate-500\">Assistant de recherche<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n\n \n <footer class=\"bg-slate-800 text-slate-300 py-10 px-4 text-center mt-12 rounded-t-lg mx-auto max-w-6xl\">\n <div class=\"max-w-2xl mx-auto\">\n <p class=\"text-sm mb-4\">Ce projet vise \u00e0 am\u00e9liorer consid\u00e9rablement le niveau de soins pour les patients atteints de m\u00e9tastases c\u00e9r\u00e9brales.<\/p>\n <p class=\"text-sm font-semibold mb-6\">Financ\u00e9 par le Fonds national suisse de la recherche scientifique (FNS) et l’UEFISCDI.<\/p>\n <div class=\"w-16 h-px bg-slate-600 mx-auto mb-6\"><\/div>\n <div class=\"text-xs font-mono opacity-60\">\n © dr.ing. Radu Pascu – 2025.\n <\/div>\n <\/div>\n <\/footer>\n\n<\/div>\n\n<\/body>\n<\/html>\n","protected":false},"excerpt":{"rendered":"<p>A-BEACON – D\u00e9tection et segmentation par IA des m\u00e9tastases c\u00e9r\u00e9brales \u00c0 propos \u00c9tapes Consortium \u00c9quipe \ud83c\uddf7\ud83c\uddf4 \ud83c\uddec\ud83c\udde7 \ud83c\uddeb\ud83c\uddf7 D\u00e9tection et segmentation IA des m\u00e9tastases c\u00e9r\u00e9brales Projet A-BEACON (230215) En savoir plus \u00c0 propos du projet Les m\u00e9tastases c\u00e9r\u00e9brales sont les n\u00e9oplasmes c\u00e9r\u00e9braux les plus r\u00e9pandus, affectant un patient canc\u00e9reux adulte sur cinq et repr\u00e9sentant plus […]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-64","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages\/64","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/comments?post=64"}],"version-history":[{"count":9,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages\/64\/revisions"}],"predecessor-version":[{"id":91,"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/pages\/64\/revisions\/91"}],"wp:attachment":[{"href":"https:\/\/grants.ulbsibiu.ro\/abeacon\/wp-json\/wp\/v2\/media?parent=64"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}