{"id":4465,"date":"2019-12-20T11:10:38","date_gmt":"2019-12-20T10:10:38","guid":{"rendered":"https:\/\/www.quantacell.com\/fr\/?p=4465"},"modified":"2025-04-02T16:23:31","modified_gmt":"2025-04-02T15:23:31","slug":"deep-learning","status":"publish","type":"post","link":"https:\/\/www.quantacell.com\/fr\/2019\/12\/deep-learning\/","title":{"rendered":"Deep learning pour la d\u00e9tection d\u2019objets peu contrast\u00e9s"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"4465\" class=\"elementor elementor-4465 elementor-3031\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-72e479a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72e479a\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;mountains&quot;}\">\n\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 1000 100\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" opacity=\"0.33\" d=\"M473,67.3c-203.9,88.3-263.1-34-320.3,0C66,119.1,0,59.7,0,59.7V0h1000v59.7 c0,0-62.1,26.1-94.9,29.3c-32.8,3.3-62.8-12.3-75.8-22.1C806,49.6,745.3,8.7,694.9,4.7S492.4,59,473,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" opacity=\"0.66\" d=\"M734,67.3c-45.5,0-77.2-23.2-129.1-39.1c-28.6-8.7-150.3-10.1-254,39.1 s-91.7-34.4-149.2,0C115.7,118.3,0,39.8,0,39.8V0h1000v36.5c0,0-28.2-18.5-92.1-18.5C810.2,18.1,775.7,67.3,734,67.3z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M766.1,28.9c-200-57.5-266,65.5-395.1,19.5C242,1.8,242,5.4,184.8,20.6C128,35.8,132.3,44.9,89.9,52.5C28.6,63.7,0,0,0,0 h1000c0,0-9.9,40.9-83.6,48.1S829.6,47,766.1,28.9z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-976e571\" data-id=\"976e571\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-85ada33 elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"85ada33\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4958540\" data-id=\"4958540\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-a27354d elementor-widget elementor-widget-spacer\" data-id=\"a27354d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\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-9171f1a elementor-align-left elementor-widget elementor-widget-button\" data-id=\"9171f1a\" 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:\/\/www.quantacell.com\/fr\/news\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-arrow-alt-circle-up\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Voir les autres news<\/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<div class=\"elementor-element elementor-element-f27be83 elementor-widget elementor-widget-text-editor\" data-id=\"f27be83\" 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><span style=\"color: #ec0033;\"><strong>Deep Learning pour la d\u00e9tection d\u2019objets peu contrast\u00e9s<\/strong><\/span><\/h2>\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-3e2b84d elementor-widget elementor-widget-text-editor\" data-id=\"3e2b84d\" 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 style=\"text-align: justify;\"><span style=\"color: #000000;\"><u>Utilisation du Deep Learning pour la d\u00e9tection d\u2019objets peu contrast\u00e9s : \u00c9tude de cas pour la detection de glom\u00e9rules<\/u><\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">Qu\u2019est-ce que le Deep Learning\u00a0?<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">Le Deep Learning (\u00e9galement appel\u00e9 l\u2019apprentissage profond) fait partie de l\u2019ensemble des m\u00e9thodes de Machine Learning. Il s\u2019agit donc d\u2019une technique permettant aux machines d\u2019apprendre les m\u00eames comp\u00e9tences que celles de l\u2019Homme. De ce fait, les mod\u00e9lisations faites en Deep Learning s\u2019inspirent largement de la composition du cerveau humain, au point qu\u2019elles sont souvent associ\u00e9es \u00e0 des \u00ab r\u00e9seaux de neurones \u00bb. Cette d\u00e9signation fait allusion \u00e0 l\u2019architecture des mod\u00e8les. On y trouve ainsi plusieurs \u00ab\u00a0couches\u00a0\u00bb de neurones, et chacune d\u2019entre elles est d\u00e9di\u00e9e \u00e0 l\u2019apprentissage d\u2019une t\u00e2che simple. Enfin, c\u2019est la connexion entre l\u2019ensemble de ces neurones qui permet d\u2019apprendre des t\u00e2ches complexes, telles que la reconnaissance d\u2019objets dans des images.<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">Pourquoi est-ce si populaire\u00a0?<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">Depuis plusieurs ann\u00e9es, le Deep Learning conna\u00eet une popularit\u00e9 croissante dans de nombreux domaines, en particulier dans le monde biom\u00e9dical. En effet, les besoins en computer vision sont de plus en plus pr\u00e9sents, mais les technologies d\u2019analyse d\u2019images les plus efficaces ne sont malheureusement pas toujours capables de rep\u00e9rer ce que l\u2019\u0153il humain voit. Par cons\u00e9quent, la puissance des r\u00e9seaux neuronaux r\u00e9side dans le fait qu\u2019ils peuvent surpasser les humains en termes de reconnaissance d\u2019objets dans de nombreux domaines.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6395855 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6395855\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-e348117\" data-id=\"e348117\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f15f3ae elementor-widget elementor-widget-image\" data-id=\"f15f3ae\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"768\" height=\"300\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/CNN_Structure_Deep_Learning_QuantaCell-768x300.png\" class=\"attachment-medium_large size-medium_large wp-image-9189\" alt=\"\" srcset=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/CNN_Structure_Deep_Learning_QuantaCell-768x300.png 768w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/CNN_Structure_Deep_Learning_QuantaCell-300x117.png 300w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/CNN_Structure_Deep_Learning_QuantaCell-1024x400.png 1024w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/CNN_Structure_Deep_Learning_QuantaCell.png 1345w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Structure de l\u2019outil pour d\u00e9tecter les glom\u00e9rules bas\u00e9 sur un r\u00e9seau de convolution<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a133f1 elementor-widget elementor-widget-spacer\" data-id=\"9a133f1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\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-4698f85 elementor-widget elementor-widget-text-editor\" data-id=\"4698f85\" 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 style=\"text-align: justify;\"><span style=\"color: #000000;\">Comment l\u2019utilise-t-on chez QuantaCell\u00a0?<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">En tant qu\u2019experts en analyse de donn\u00e9es et en imagerie biom\u00e9dicale, QuantaCell utilise le Deep Learning et les r\u00e9seaux de neurones pour r\u00e9soudre les diff\u00e9rents probl\u00e8mes rencontr\u00e9s par nos collaborateurs. Les solutions propos\u00e9es sont adapt\u00e9es \u00e0 de nombreux champs de la biologie (histologie, \u00e9tudes cliniques, biologie cellulaire, \u2026) De plus, nous pouvons concevoir des solutions logicielles int\u00e9grant du Deep Learning dans une interface ergonomique.<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u00c9tude de cas\u00a0: Aide \u00e0 la d\u00e9cision pour la d\u00e9tection de glom\u00e9rules.<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">QuantaCell fournit un outil d\u2019aide \u00e0 la d\u00e9cision pour l\u2019utilisateur pour la d\u00e9tection de glom\u00e9rules sur des images histologiques. Dans cet exemple, un total de 20 lames virtuelles sont utilis\u00e9es. L\u2019h\u00e9matoxyline-\u00e9osine est utilis\u00e9e pour colorer les noyaux (H) et un biomarqueur (E) d\u2019int\u00e9r\u00eat. L\u2019objectif est de d\u00e9tecter les glom\u00e9rules sans marqueurs sp\u00e9cifiques afin de conserver la coloration d\u2019un autre biomarqueur.<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">Cette t\u00e2che est particuli\u00e8rement difficile \u00e0 effectuer car il n\u2019y a presque aucun contraste entre l\u2019\u00e9chantillon et l\u2019objet \u00e0 d\u00e9tecter. De plus, les glom\u00e9rules peuvent appara\u00eetre plus fonc\u00e9s ou plus clairs que les tissus voisins. Ainsi, c\u2019est la forme et les positions des noyaux qui permettent \u00e0 l\u2019expert de distinguer les glom\u00e9rules sans coloration. Cependant, les algorithmes classiques de traitement d\u2019image ne donnent aucuns r\u00e9sultats satisfaisants.<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">Nous avons con\u00e7u un outil utilisant le Deep Learning pour aider les pathologistes \u00e0 localiser rapidement les glom\u00e9rules. Cette t\u00e2che s\u2019effectue gr\u00e2ce \u00e0 un r\u00e9seau de neurones convolutifs.<\/span><\/p><p style=\"text-align: justify;\"><span style=\"color: #000000;\">\u00c0 des fins de validation, un pathologiste a d\u00e9fini dans toutes les lames les r\u00e9gions glom\u00e9rulaires \u00e0 l\u2019aide de Hamamatsu Viewer. Le r\u00e9seau de neurones est ensuite cr\u00e9\u00e9 pour reconna\u00eetre les glom\u00e9rules de la coloration \u00e0 l\u2019h\u00e9matoxyline seulement (la s\u00e9paration des taches est obtenue en utilisant la d\u00e9convolution des couleurs). Il est entra\u00een\u00e9 sur la moiti\u00e9 des lames, et la pr\u00e9cision est mesur\u00e9e dans l\u2019autre moiti\u00e9 des lames.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e434247 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e434247\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-579b9de\" data-id=\"579b9de\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-81db586 elementor-widget elementor-widget-image\" data-id=\"81db586\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"505\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Original_VS_Pathologist_Regions_Deep_Learning_QuantaCell-2-768x505.png\" class=\"attachment-medium_large size-medium_large wp-image-9192\" alt=\"\" srcset=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Original_VS_Pathologist_Regions_Deep_Learning_QuantaCell-2-768x505.png 768w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Original_VS_Pathologist_Regions_Deep_Learning_QuantaCell-2-300x197.png 300w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Original_VS_Pathologist_Regions_Deep_Learning_QuantaCell-2-320x210.png 320w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Original_VS_Pathologist_Regions_Deep_Learning_QuantaCell-2.png 800w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Montage: Image originale + Image originale avec les r\u00e9gions des pathologistes<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-8a8b8eb\" data-id=\"8a8b8eb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8f3af6 elementor-widget elementor-widget-image\" data-id=\"b8f3af6\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"600\" height=\"200\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Glomerulus_Deep_Learning_QuantaCell.png\" class=\"attachment-large size-large wp-image-9199\" alt=\"\" srcset=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Glomerulus_Deep_Learning_QuantaCell.png 600w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Glomerulus_Deep_Learning_QuantaCell-300x100.png 300w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Image: Zoom sur des glom\u00e9rules<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-3f93e21 elementor-widget elementor-widget-text-editor\" data-id=\"3f93e21\" 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 class=\"MsoNormal\" style=\"margin-bottom: .0001pt;\"><span style=\"font-size: 11pt; font-family: ROboto, serif; color: #000000;\">Les r\u00e9sultats du r\u00e9seau refl\u00e8tent une probabilit\u00e9 de pr\u00e9sence de glom\u00e9rule. Les \u00abpics de probabilit\u00e9\u00bb correspondent \u00e0 des zones o\u00f9 l\u2019on peut s\u2019attendre \u00e0 observer des glom\u00e9rules, le pathologiste peut alors affiner la forme des glom\u00e9rules.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-dad424b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"dad424b\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-59998d7\" data-id=\"59998d7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-bf01967 elementor-widget elementor-widget-image\" data-id=\"bf01967\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"626\" height=\"803\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/OriginalVSPathologistVSPrediction_Deep_Learning_QuantaCell.png\" class=\"attachment-medium_large size-medium_large wp-image-9196\" alt=\"\" srcset=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/OriginalVSPathologistVSPrediction_Deep_Learning_QuantaCell.png 626w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/OriginalVSPathologistVSPrediction_Deep_Learning_QuantaCell-234x300.png 234w\" sizes=\"(max-width: 626px) 100vw, 626px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Montage: Image originale + R\u00e9gions du pathologiste + Pr\u00e9diction de la localisation<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-493bc55\" data-id=\"493bc55\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3c80099 elementor-widget elementor-widget-text-editor\" data-id=\"3c80099\" 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 style=\"text-align: justify;\"><span style=\"color: #000000;\">En appliquant un seuil d\u2019intensit\u00e9 \u00e0 cette pr\u00e9diction, la localisation des glom\u00e9rules est donn\u00e9e avec une pr\u00e9cision acceptable. Les emplacements propos\u00e9s sont facilement \u00e9crits sous forme de fichiers ndpi.ndpa tels que les pathologistes peuvent facilement valider et dessiner des r\u00e9gions dans Hamamatsu Viewer.<\/span><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-bda93d9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bda93d9\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-cdcd169\" data-id=\"cdcd169\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-58835a5 elementor-widget elementor-widget-image\" data-id=\"58835a5\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"626\" height=\"535\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Pathologist_VS_Expected_Deep_Learning_QuantaCell.png\" class=\"attachment-medium_large size-medium_large wp-image-9197\" alt=\"\" srcset=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Pathologist_VS_Expected_Deep_Learning_QuantaCell.png 626w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/Pathologist_VS_Expected_Deep_Learning_QuantaCell-300x256.png 300w\" sizes=\"(max-width: 626px) 100vw, 626px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Montage: Image originale avec les r\u00e9gions du pathologiste + Potentielle pr\u00e9sence de glom\u00e9rules<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-977f980\" data-id=\"977f980\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-deb4e22 elementor-widget elementor-widget-text-editor\" data-id=\"deb4e22\" 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><span style=\"color: #000000;\">Comme il existe une certaine part de subjectivit\u00e9 dans la d\u00e9tection des glom\u00e9rules, le r\u00e9seau pourra \u00e9galement d\u00e9tecter certains cas ambigus. L\u2019utilisateur a ensuite la possibilit\u00e9 de d\u00e9cider s\u2019il s\u2019agit d\u2019un faux positif ou non.<\/span><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-675fe65 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"675fe65\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6f257fa\" data-id=\"6f257fa\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1428183 elementor-widget elementor-widget-image\" data-id=\"1428183\" 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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"626\" height=\"159\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/FalsePositive_Example_Deep_Learning_QuantaCell.png\" class=\"attachment-medium_large size-medium_large wp-image-9198\" alt=\"\" srcset=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/FalsePositive_Example_Deep_Learning_QuantaCell.png 626w, https:\/\/www.quantacell.com\/wp-content\/uploads\/2018\/06\/FalsePositive_Example_Deep_Learning_QuantaCell-300x76.png 300w\" sizes=\"(max-width: 626px) 100vw, 626px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">Montage: Exemple de faux positifs<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4865fe6 elementor-widget elementor-widget-text-editor\" data-id=\"4865fe6\" 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 style=\"text-align: justify;\"><span style=\"color: #000000;\">Conclusion<br \/><\/span><span style=\"color: #000000;\">Cet outil utilise le Deep Learning pour guider l\u2019expert afin de d\u00e9tecter rapidement des glom\u00e9rules sur de grands \u00e9chantillons. 83% des glom\u00e9rules sont correctement pr\u00e9dits sur l\u2019ensemble de l\u2019\u00e9chantillon. Par ailleurs, gr\u00e2ce \u00e0 l\u2019outil de pr\u00e9diction, le pathologiste d\u00e9couvre 18% de glom\u00e9rules suppl\u00e9mentaires par rapport \u00e0 une simple inspection visuelle.<\/span><\/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-384cc8c elementor-widget elementor-widget-spacer\" data-id=\"384cc8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/div>\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-cb194af elementor-align-left elementor-widget elementor-widget-button\" data-id=\"cb194af\" 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:\/\/www.quantacell.com\/fr\/news\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<i aria-hidden=\"true\" class=\"far fa-arrow-alt-circle-up\"><\/i>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Voir les autres news<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a716fd6 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"a716fd6\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div 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data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_top&quot;:&quot;opacity-fan&quot;,&quot;shape_divider_bottom&quot;:&quot;opacity-fan&quot;}\">\n\t\t\t\t\t<div class=\"elementor-shape elementor-shape-top\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 283.5 19.6\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" style=\"opacity:0.33\" d=\"M0 0L0 18.8 141.8 4.1 283.5 18.8 283.5 0z\"\/>\n\t<path class=\"elementor-shape-fill\" style=\"opacity:0.33\" d=\"M0 0L0 12.6 141.8 4 283.5 12.6 283.5 0z\"\/>\n\t<path class=\"elementor-shape-fill\" style=\"opacity:0.33\" d=\"M0 0L0 6.4 141.8 4 283.5 6.4 283.5 0z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M0 0L0 1.2 141.8 4 283.5 1.2 283.5 0z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 283.5 19.6\" preserveAspectRatio=\"none\">\n\t<path class=\"elementor-shape-fill\" style=\"opacity:0.33\" d=\"M0 0L0 18.8 141.8 4.1 283.5 18.8 283.5 0z\"\/>\n\t<path class=\"elementor-shape-fill\" style=\"opacity:0.33\" d=\"M0 0L0 12.6 141.8 4 283.5 12.6 283.5 0z\"\/>\n\t<path class=\"elementor-shape-fill\" style=\"opacity:0.33\" d=\"M0 0L0 6.4 141.8 4 283.5 6.4 283.5 0z\"\/>\n\t<path class=\"elementor-shape-fill\" d=\"M0 0L0 1.2 141.8 4 283.5 1.2 283.5 0z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-no\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-901a1e8\" data-id=\"901a1e8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f16978c elementor-widget elementor-widget-spacer\" data-id=\"f16978c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-ac2a38f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"ac2a38f\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-9bf7997\" data-id=\"9bf7997\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68b5a97 elementor-widget elementor-widget-text-editor\" data-id=\"68b5a97\" 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 style=\"text-align: center;\"><span style=\"font-weight: bolder;\">Int\u00e9ress\u00e9 par des logiciels ou services ?<\/span><\/h2>\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-98d6183 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"98d6183\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-8db4fa7\" data-id=\"8db4fa7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e11aec7 animated-fast elementor-shape-rounded elementor-widget elementor-widget-profile-card-elementor-widget\" data-id=\"e11aec7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"profile-card-elementor-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n<!-- Start Profile Card 1 -->\r\n<div class=\"profile-card-style-1\" style=\"background-image:url();\">\r\n    <div class=\" column column-block\">\r\n        <div class=\"team-member\">\r\n            <div class=\"team-member-profile\">\r\n                <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2024\/07\/HistoMetrix-2.png\" class=\"img img-responsive\" sizes=\"(max-width: 700px) 100vw, 700px\" width=\"700\" height=\"700\">\r\n            <\/div>\r\n            <div class=\"team-member-info elementor-content-background-color-wrapper\">\r\n                <!-- Description -->\r\n                <p class=\"profile-description elementor-profile-description-wrapper\"><a style=\"text-decoration:none\" href=\"https:\/\/www.quantacell.com\/fr\/histometrix\/\" target=\"_blank\">\n<span style=\"color: #000000;font-size:1.5rem;font-weight:bold\">\nHistoMetri<\/span><span style=\"color: #ec0033;font-size:1.5rem;font-weight:bold\">X\n<\/span>\n<\/a>\n<p style=\"color: #ec0033;font-weight:bold\"> Logiciel pour \u00e9chantillons histologiques\n <p style=\"color:grey\">D\u00e9tecte et quantifie automatiquement et facilement vos lames histologiques, sans n\u00e9cessiter d\u2019expertise en bio-informatique. <\/p><\/p>\r\n                <h4 class=\"profile-name elementor-profile-name-wrapper\"><\/h4>\r\n                <p class=\"profile-position elementor-profile-position-wrapper\"><\/p>\r\n            <\/div>\r\n            <div class=\"elementor-social-icons-wrapper team-member__socialmedia\">\r\n                            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n<!-- End Profile Card -->\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-18017b6\" data-id=\"18017b6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6ab1b23 animated-fast elementor-shape-rounded elementor-widget elementor-widget-profile-card-elementor-widget\" data-id=\"6ab1b23\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"profile-card-elementor-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n<!-- Start Profile Card 1 -->\r\n<div class=\"profile-card-style-1\" style=\"background-image:url();\">\r\n    <div class=\" column column-block\">\r\n        <div class=\"team-member\">\r\n            <div class=\"team-member-profile\">\r\n                <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2024\/07\/Interface-1-1.png\" class=\"img img-responsive\" sizes=\"(max-width: 700px) 100vw, 700px\" width=\"700\" height=\"700\">\r\n            <\/div>\r\n            <div class=\"team-member-info elementor-content-background-color-wrapper\">\r\n                <!-- Description -->\r\n                <p class=\"profile-description elementor-profile-description-wrapper\"><a style=\"text-decoration:none\" href=\"https:\/\/www.quantacell.com\/fr\/assayscope\/\" target=\"_blank\">\n<span style=\"color: #000000;font-size:1.5rem;font-weight:bold\">\nAssay<\/span><span style=\"color: #ec0033;font-size:1.5rem;font-weight:bold\">Scope\n<\/span>\n<\/a>\n<p style=\"color: #ec0033;font-weight:bold\"> Logiciel pour organo\u00efdes, sph\u00e9ro\u00efdes, cultures cellulaires et tissus 3D\n<\/p>\n<p style=\"color:grey\">\nPermet la segmentation 3D et l'analyse de criblage \u00e0 haut contenu pour naviguer dans vos essais et \u00e9tudier l'effet des m\u00e9dicaments\n<\/p><\/p>\r\n                <h4 class=\"profile-name elementor-profile-name-wrapper\"><\/h4>\r\n                <p class=\"profile-position elementor-profile-position-wrapper\"><\/p>\r\n            <\/div>\r\n            <div class=\"elementor-social-icons-wrapper team-member__socialmedia\">\r\n                            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n<!-- End Profile Card -->\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-8338494\" data-id=\"8338494\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-af8532a animated-fast elementor-shape-rounded elementor-widget elementor-widget-profile-card-elementor-widget\" data-id=\"af8532a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;}\" data-widget_type=\"profile-card-elementor-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n<!-- Start Profile Card 1 -->\r\n<div class=\"profile-card-style-1\" style=\"background-image:url();\">\r\n    <div class=\" column column-block\">\r\n        <div class=\"team-member\">\r\n            <div class=\"team-member-profile\">\r\n                <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2024\/07\/graph_quantanalytics2-1.jpg\" class=\"img img-responsive\" sizes=\"(max-width: 700px) 100vw, 700px\" width=\"700\" height=\"700\">\r\n            <\/div>\r\n            <div class=\"team-member-info elementor-content-background-color-wrapper\">\r\n                <!-- Description -->\r\n                <p class=\"profile-description elementor-profile-description-wrapper\"><div style=\"color:black\">\n<a style=\"text-decoration:none\" href=\"https:\/\/www.quantacell.com\/fr\/accueil-qa\/#quantanalytics\" target=\"_blank\">\n<span style=\"color: #000000;font-size:1.5rem;font-weight:bold\">\nQUANT<span style=\"color: #ec0033\">ANALYTICS\n<\/span><\/span>\n<\/a>\n<br \/>\n<p style=\"color: #ec0033;font-weight:bold\">\nService d'analyse et de caract\u00e9risation\n<\/p>\n\n<ul style=\"text-align: start;color:grey;font-size:0.9em\">\n<li> Analyse d'image d'\u00e9tudes cliniques<\/li>\n<li> Caract\u00e9risation des effets de m\u00e9dicaments<\/li>\n<li> D\u00e9tection automatique d'\u00e9v\u00e9nements rares<\/li>\n<\/ul>\n\n<\/div><\/p>\r\n                <h4 class=\"profile-name elementor-profile-name-wrapper\"><\/h4>\r\n                <p class=\"profile-position elementor-profile-position-wrapper\"><\/p>\r\n            <\/div>\r\n            <div class=\"elementor-social-icons-wrapper team-member__socialmedia\">\r\n                            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n<!-- End Profile Card -->\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-022f0c0\" data-id=\"022f0c0\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-019b612 elementor-shape-rounded elementor-widget elementor-widget-profile-card-elementor-widget\" data-id=\"019b612\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"profile-card-elementor-widget.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\r\n<!-- Start Profile Card 1 -->\r\n<div class=\"profile-card-style-1\" style=\"background-image:url();\">\r\n    <div class=\" column column-block\">\r\n        <div class=\"team-member\">\r\n            <div class=\"team-member-profile\">\r\n                <img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2024\/07\/quantadev-1.png\" class=\"img img-responsive\" sizes=\"(max-width: 700px) 100vw, 700px\" width=\"700\" height=\"700\">\r\n            <\/div>\r\n            <div class=\"team-member-info elementor-content-background-color-wrapper\">\r\n                <!-- Description -->\r\n                <p class=\"profile-description elementor-profile-description-wrapper\"><div style=\"color:black\">\n<a style=\"text-decoration:none\" href=\"https:\/\/www.quantacell.com\/fr\/accueil-qd\/#quantadev\" target=\"_blank\">\n\n<span style=\"color: #000000;font-size:1.5rem;font-weight:bold\">\nQUANTA<span style=\"color: #ec0033\">DEV\n\n<\/span><\/span><\/a>\n<br \/>\n<p style=\"color: #ec0033;font-weight:bold\">D\u00e9veloppement de logiciel pour l'imagerie biom\u00e9dicale\n<\/p>\n\n<ul style=\"text-align: start;color:grey;font-size:0.9em\">\n<li> Solutions customis\u00e9es avec une ergonomie UIX<\/li>\n<li> IA pour automatisation<\/li>\n<li> Industrialisation des analyses en laboratoires<\/li>\n<\/ul>\n\n<\/div>\n<\/p>\r\n                <h4 class=\"profile-name elementor-profile-name-wrapper\"><\/h4>\r\n                <p class=\"profile-position elementor-profile-position-wrapper\"><\/p>\r\n            <\/div>\r\n            <div class=\"elementor-social-icons-wrapper team-member__socialmedia\">\r\n                            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/div>\r\n<!-- End Profile Card -->\r\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7475ae4 elementor-section-full_width elementor-section-content-middle elementor-section-height-default elementor-section-height-default\" data-id=\"7475ae4\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-bbbcd88\" data-id=\"bbbcd88\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-69de0d5 elementor-widget elementor-widget-spacer\" data-id=\"69de0d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-fa59c84 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"fa59c84\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3d416cb\" data-id=\"3d416cb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-275f2c5 elementor-widget-divider--separator-type-pattern elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"275f2c5\" 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\" style=\"--divider-pattern-url: url(&quot;data:image\/svg+xml,%3Csvg xmlns=&#039;http:\/\/www.w3.org\/2000\/svg&#039; preserveAspectRatio=&#039;none&#039; overflow=&#039;visible&#039; height=&#039;100%&#039; viewBox=&#039;0 0 20 16&#039; fill=&#039;none&#039; stroke=&#039;black&#039; stroke-width=&#039;1&#039; stroke-linecap=&#039;square&#039; stroke-miterlimit=&#039;10&#039;%3E%3Cg transform=&#039;translate(-12.000000, 0)&#039;%3E%3Cpath d=&#039;M28,0L10,18&#039;\/%3E%3Cpath d=&#039;M18,0L0,18&#039;\/%3E%3Cpath d=&#039;M48,0L30,18&#039;\/%3E%3Cpath d=&#039;M38,0L20,18&#039;\/%3E%3C\/g%3E%3C\/svg%3E&quot;);\">\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-209fb07 elementor-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"209fb07\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;bounceIn&quot;}\" 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:\/\/www.quantacell.com\/fr\/contact\">\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\">Contactez-nous<\/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<div class=\"elementor-element elementor-element-21d7ee2 elementor-widget elementor-widget-spacer\" data-id=\"21d7ee2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"spacer.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-spacer\">\n\t\t\t<div class=\"elementor-spacer-inner\"><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-008768f elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"008768f\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7112bf3\" data-id=\"7112bf3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f8644cf elementor-widget elementor-widget-shortcode\" data-id=\"f8644cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"9534\" class=\"elementor elementor-9534\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0c2f100 elementor-section-full_width elementor-section-height-default elementor-section-height-default\" data-id=\"0c2f100\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-extended\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c617852\" data-id=\"c617852\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-b6f7f3e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b6f7f3e\" data-element_type=\"section\" data-e-type=\"section\" 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France\u00a0\u00a0<\/span><\/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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-5dae35e\" data-id=\"5dae35e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-875560f elementor-widget-mobile__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"875560f\" 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<div><p style=\"text-align: center;\"><strong><span style=\"color: #ffffff;\"><span style=\"color: #ffffff;\">Laboratoire (\u00e0 l&rsquo;IHU de Montpellier)<\/span><\/span><\/strong><\/p><p style=\"text-align: center;\"><span style=\"color: #ffffff;\">300 av. du Pr Emile Jeanbrau<\/span><br \/><span style=\"color: #ffffff;\">34090 Montpellier, France<\/span><\/p><p style=\"text-align: center;\"><strong><span style=\"color: #ffffff;\">Contact<\/span><\/strong><\/p><p style=\"text-align: center;\"><span style=\"color: #ffffff;\">+33 (0) 9 83 33 81 90<\/span><\/p><\/div>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-inner-column elementor-element elementor-element-9acfd29\" data-id=\"9acfd29\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-96935ce elementor-shape-circle e-grid-align-left e-grid-align-tablet-center e-grid-align-mobile-center elementor-grid-0 elementor-widget elementor-widget-social-icons\" data-id=\"96935ce\" data-element_type=\"widget\" data-e-type=\"widget\" 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href=\"https:\/\/www.youtube.com\/@QuantaCell\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-screen-only\">Youtube<\/span>\n\t\t\t\t\t\t<i aria-hidden=\"true\" class=\"fab fa-youtube\"><\/i>\t\t\t\t\t<\/a>\n\t\t\t\t<\/span>\n\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-87bbe6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"87bbe6a\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-844a9c9\" data-id=\"844a9c9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b2c3bcc elementor-widget elementor-widget-text-editor\" data-id=\"b2c3bcc\" 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<div style=\"color: white; text-align: left;\">QuantaCell tous droits r\u00e9serv\u00e9s \u2013 2025<\/div>\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<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-7bac7eb\" data-id=\"7bac7eb\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5c65888 elementor-widget elementor-widget-text-editor\" data-id=\"5c65888\" 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 style=\"text-align: right;\"><strong><span style=\"color: #ffffff;\">\n<a style=\"color: #ffffff;\" href=\"https:\/\/www.quantacell.com\/wp-content\/uploads\/2019\/11\/politique-de-confidentialit\u00e9-1119.pdf\" target=\"_blank\" rel=\"noopener\"> Politique de confidentialit\u00e9<\/a><\/span><\/strong>\u00a0\u00a0\u00a0\u00a0 <strong><span style=\"color: #ffffff;\"><a style=\"color: #ffffff;\" href=\"https:\/\/www.quantacell.com\/legal-notice\" target=\"_blank\" rel=\"noopener\">Mentions l\u00e9gales<\/a><\/span><\/strong><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Le Deep Learning (\u00e9galement appel\u00e9 l\u2019apprentissage profond) fait partie de l\u2019ensemble des m\u00e9thodes de Machine Learning. Il s\u2019agit donc d\u2019une technique permettant aux machines d\u2019apprendre les m\u00eames comp\u00e9tences que celles de l\u2019Homme. <\/p>\n","protected":false},"author":3,"featured_media":2642,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4465","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Deep learning pour la d\u00e9tection d\u2019objets peu contrast\u00e9s<\/title>\n<meta name=\"description\" content=\"Le deep 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