{"id":18497,"date":"2025-10-18T10:43:21","date_gmt":"2025-10-18T08:43:21","guid":{"rendered":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/?p=18497"},"modified":"2026-07-24T12:26:26","modified_gmt":"2026-07-24T10:26:26","slug":"projet-anr-equr-xsm","status":"publish","type":"post","link":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/?p=18497","title":{"rendered":"Projet ANR EQUR-XSM"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"18497\" class=\"elementor elementor-18497\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f2bf747 e-flex e-con-boxed e-con e-parent\" data-id=\"f2bf747\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-a4fcd58 e-con-full e-flex e-con e-child\" data-id=\"a4fcd58\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-2f54802 e-con-full e-flex e-con e-child\" data-id=\"2f54802\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-e239bbd e-con-full e-flex e-con e-child\" data-id=\"e239bbd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33791ae elementor-widget elementor-widget-image\" data-id=\"33791ae\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"350\" height=\"350\" src=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/12\/picto_PSD.png\" class=\"attachment-large size-large wp-image-7640\" alt=\"\" srcset=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/12\/picto_PSD.png 350w, https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/12\/picto_PSD-300x300.png 300w, https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/12\/picto_PSD-150x150.png 150w\" sizes=\"(max-width: 350px) 100vw, 350px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e6c3a5a e-con-full e-flex e-con e-child\" data-id=\"e6c3a5a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e63cd95 elementor-widget elementor-widget-heading\" data-id=\"e63cd95\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Membres<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d8faa5f elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"d8faa5f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/?team=dawood-al-chanti\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-user-circle\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 8C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 96c48.6 0 88 39.4 88 88s-39.4 88-88 88-88-39.4-88-88 39.4-88 88-88zm0 344c-58.7 0-111.3-26.6-146.5-68.2 18.8-35.4 55.6-59.8 98.5-59.8 2.4 0 4.8.4 7.1 1.1 13 4.2 26.6 6.9 40.9 6.9 14.3 0 28-2.7 40.9-6.9 2.3-.7 4.7-1.1 7.1-1.1 42.9 0 79.7 24.4 98.5 59.8C359.3 421.4 306.7 448 248 448z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Dawood AL CHANTI<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/?team=mauro-dalla-mura\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-user-circle\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 8C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 96c48.6 0 88 39.4 88 88s-39.4 88-88 88-88-39.4-88-88 39.4-88 88-88zm0 344c-58.7 0-111.3-26.6-146.5-68.2 18.8-35.4 55.6-59.8 98.5-59.8 2.4 0 4.8.4 7.1 1.1 13 4.2 26.6 6.9 40.9 6.9 14.3 0 28-2.7 40.9-6.9 2.3-.7 4.7-1.1 7.1-1.1 42.9 0 79.7 24.4 98.5 59.8C359.3 421.4 306.7 448 248 448z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Mauro DALLA MURA<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4d89e69 e-con-full e-flex e-con e-child\" data-id=\"4d89e69\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3e1e93 elementor-widget elementor-widget-heading\" data-id=\"f3e1e93\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Mots-cl\u00e9s<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a3c0020 elementor-widget elementor-widget-text-editor\" data-id=\"a3c0020\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Apprentissage profond \u00e9videntiel, Quantification de l\u2019incertitude, Explicabilit\u00e9 de l\u2019IA, Cartes de saillance fiables, Imagerie m\u00e9dicale multimodale, Segmentation d\u2019images m\u00e9dicales<\/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-2686411 e-con-full e-flex e-con e-child\" data-id=\"2686411\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d55bf0 elementor-widget elementor-widget-heading\" data-id=\"3d55bf0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">EQUR-XSM : Quantification Evidentielle de l'Incertitude pour la Fiabilit\u00e9 dans les Cartes de Saillance en XAI<\/h1>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c3749fa e-grid e-con-full e-con e-child\" data-id=\"c3749fa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-77dc78d e-con-full e-flex e-con e-child\" data-id=\"77dc78d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-352346e elementor-widget elementor-widget-heading\" data-id=\"352346e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Financement<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54a2da0 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"54a2da0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/anr.fr\/Projet-ANR-25-CE45-1573\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-building\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M128 148v-40c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12zm140 12h40c6.6 0 12-5.4 12-12v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12zm-128 96h40c6.6 0 12-5.4 12-12v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12zm128 0h40c6.6 0 12-5.4 12-12v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12zm-76 84v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12h40c6.6 0 12-5.4 12-12zm76 12h40c6.6 0 12-5.4 12-12v-40c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v40c0 6.6 5.4 12 12 12zm180 124v36H0v-36c0-6.6 5.4-12 12-12h19.5V24c0-13.3 10.7-24 24-24h337c13.3 0 24 10.7 24 24v440H436c6.6 0 12 5.4 12 12zM79.5 463H192v-67c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v67h112.5V49L80 48l-.5 415z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">ANR 25-CE45-1573, Interfaces : math\u00e9matiques, sciences du num\u00e9rique \u2013 biologie, sant\u00e9<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-fb93ce0 e-con-full e-flex e-con e-child\" data-id=\"fb93ce0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f4b0f73 elementor-widget elementor-widget-heading\" data-id=\"f4b0f73\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Coordinateur<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f63b9df elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"f63b9df\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/?team=dawood-al-chanti\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-user-circle\" viewBox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 8C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 96c48.6 0 88 39.4 88 88s-39.4 88-88 88-88-39.4-88-88 39.4-88 88-88zm0 344c-58.7 0-111.3-26.6-146.5-68.2 18.8-35.4 55.6-59.8 98.5-59.8 2.4 0 4.8.4 7.1 1.1 13 4.2 26.6 6.9 40.9 6.9 14.3 0 28-2.7 40.9-6.9 2.3-.7 4.7-1.1 7.1-1.1 42.9 0 79.7 24.4 98.5 59.8C359.3 421.4 306.7 448 248 448z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Dawood AL CHANTI (GIPSA-lab)<\/span>\n\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7e4a172 e-con-full e-flex e-con e-child\" data-id=\"7e4a172\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6478e7e elementor-widget elementor-widget-heading\" data-id=\"6478e7e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Calendrier<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae1a720 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"ae1a720\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar-alt\" viewBox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M0 464c0 26.5 21.5 48 48 48h352c26.5 0 48-21.5 48-48V192H0v272zm320-196c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40zm0 128c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40zM192 268c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40zm0 128c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12h-40c-6.6 0-12-5.4-12-12v-40zM64 268c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12H76c-6.6 0-12-5.4-12-12v-40zm0 128c0-6.6 5.4-12 12-12h40c6.6 0 12 5.4 12 12v40c0 6.6-5.4 12-12 12H76c-6.6 0-12-5.4-12-12v-40zM400 64h-48V16c0-8.8-7.2-16-16-16h-32c-8.8 0-16 7.2-16 16v48H160V16c0-8.8-7.2-16-16-16h-32c-8.8 0-16 7.2-16 16v48H48C21.5 64 0 85.5 0 112v48h448v-48c0-26.5-21.5-48-48-48z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">Octobre 2025 - Octobre 2029<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01b5bfc e-con-full e-flex e-con e-child\" data-id=\"01b5bfc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f3bb203 elementor-widget elementor-widget-heading\" data-id=\"f3bb203\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Dur\u00e9e du projet<\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06e9d46 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"06e9d46\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-clock\" viewBox=\"0 0 512 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M256,8C119,8,8,119,8,256S119,504,256,504,504,393,504,256,393,8,256,8Zm92.49,313h0l-20,25a16,16,0,0,1-22.49,2.5h0l-67-49.72a40,40,0,0,1-15-31.23V112a16,16,0,0,1,16-16h32a16,16,0,0,1,16,16V256l58,42.5A16,16,0,0,1,348.49,321Z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\">48 mois<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\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-8c2aea6 e-con-full e-flex e-con e-child\" data-id=\"8c2aea6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-259f18f elementor-widget elementor-widget-heading\" data-id=\"259f18f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">R\u00e9sum\u00e9<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd43905 elementor-widget elementor-widget-text-editor\" data-id=\"fd43905\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>EQUR-XSM (Evidential Quantification of Uncertainty for Reliability in XAI Saliency Maps) est un projet de recherche visant \u00e0 d\u00e9velopper des solutions d\u2019IA fiables et explicables pour l\u2019analyse d\u2019images m\u00e9dicales. En associant Evidential Deep Learning (EDL) \u00e0 une mod\u00e9lisation avanc\u00e9e de l\u2019incertitude, le projet cherche \u00e0 quantifier et \u00e9talonner la confiance du mod\u00e8le, afin de limiter les diagnostics erron\u00e9s dus \u00e0 un exc\u00e8s de certitude. EQUR-XSM s\u2019int\u00e9resse \u00e9galement \u00e0 l\u2019explicabilit\u00e9 via des cartes de saillance enrichies d\u2019informations sur l\u2019incertitude, offrant au clinicien une visualisation claire des zones \u00e0 la fois cruciales et fiables. Le projet se concentre en outre sur la fusion multi-modale, en mod\u00e9lisant sp\u00e9cifiquement les incertitudes propres \u00e0 chaque modalit\u00e9 (par ex. IRM vs. scanner) afin d\u2019assurer une segmentation robuste pour des cas complexes tels que les tumeurs, les anomalies musculaires et certaines maladies h\u00e9matologiques. Les collaborations avec des partenaires cliniques (CHU de Grenoble et de Nantes) permettront une validation sur le terrain, tandis que l\u2019utilisation de donn\u00e9es open source garantira une large reproductibilit\u00e9. Ainsi, EQUR-XSM contribue \u00e0 combler les lacunes m\u00e9thodologiques en mati\u00e8re de calibration, d\u2019explicabilit\u00e9 et d\u2019int\u00e9gration multi-modale, dans l\u2019optique d\u2019am\u00e9liorer la prise en charge des patients.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-dd31271 e-con-full e-flex e-con e-child\" data-id=\"dd31271\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-750305a elementor-widget elementor-widget-heading\" data-id=\"750305a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Partenaires<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3863615 e-con-full e-flex e-con e-child\" data-id=\"3863615\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c5c4a76 elementor-widget elementor-widget-image\" data-id=\"c5c4a76\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"420\" height=\"320\" src=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2022\/01\/Partenaire-GIPSA-420-x-320.png\" class=\"attachment-large size-large wp-image-9943\" alt=\"\" srcset=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2022\/01\/Partenaire-GIPSA-420-x-320.png 420w, https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2022\/01\/Partenaire-GIPSA-420-x-320-300x229.png 300w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d2f0ded elementor-widget elementor-widget-image\" data-id=\"d2f0ded\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"480\" height=\"320\" src=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/10\/logo_LS2N_480x320.png\" class=\"attachment-large size-large wp-image-18499\" alt=\"\" srcset=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/10\/logo_LS2N_480x320.png 480w, https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2025\/10\/logo_LS2N_480x320-300x200.png 300w\" sizes=\"(max-width: 480px) 100vw, 480px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d75d4b7 elementor-widget elementor-widget-image\" data-id=\"d75d4b7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"420\" height=\"320\" src=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2026\/01\/White-420-x-320.png\" class=\"attachment-large size-large wp-image-10144\" alt=\"\" srcset=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2026\/01\/White-420-x-320.png 420w, https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2026\/01\/White-420-x-320-300x229.png 300w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-acfd563 elementor-widget elementor-widget-image\" data-id=\"acfd563\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"420\" height=\"320\" src=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2026\/01\/White-420-x-320.png\" class=\"attachment-large size-large wp-image-10144\" alt=\"\" srcset=\"https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2026\/01\/White-420-x-320.png 420w, https:\/\/www.gipsa-lab.grenoble-inp.fr\/wp-content\/uploads\/2026\/01\/White-420-x-320-300x229.png 300w\" sizes=\"(max-width: 420px) 100vw, 420px\" \/>\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>\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\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Membres Dawood AL CHANTI Mauro DALLA MURA Mots-cl\u00e9s Apprentissage profond \u00e9videntiel, Quantification de l\u2019incertitude, Explicabilit\u00e9 de l\u2019IA, Cartes de saillance fiables, Imagerie m\u00e9dicale multimodale, Segmentation d\u2019images m\u00e9dicales EQUR-XSM : Quantification Evidentielle de l&rsquo;Incertitude pour la Fiabilit\u00e9 dans les Cartes de Saillance en XAI Financement ANR 25-CE45-1573, Interfaces : math\u00e9matiques, sciences du num\u00e9rique \u2013 biologie, sant\u00e9 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":11082,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rs_blank_template":"","rs_page_bg_color":"","slide_template_v7":"","footnotes":"","_members_access_role":[],"_members_access_error":""},"categories":[101,515,99],"tags":[],"class_list":["post-18497","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projet_activ","category-projet-picsa___fr","category-projet"],"lang":"fr","translations":{"fr":18497},"pll_sync_post":[],"_links":{"self":[{"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=\/wp\/v2\/posts\/18497","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=18497"}],"version-history":[{"count":16,"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=\/wp\/v2\/posts\/18497\/revisions"}],"predecessor-version":[{"id":22052,"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=\/wp\/v2\/posts\/18497\/revisions\/22052"}],"wp:attachment":[{"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=18497"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=18497"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.gipsa-lab.grenoble-inp.fr\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=18497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}