{"id":1567,"date":"2023-09-09T16:32:05","date_gmt":"2023-09-09T16:32:05","guid":{"rendered":"http:\/\/ai4ch.uniud.it\/?post_type=corso&#038;p=1567"},"modified":"2025-12-19T10:45:11","modified_gmt":"2025-12-19T10:45:11","slug":"layout-document-analysis","status":"publish","type":"corso","link":"https:\/\/ai4ch.uniud.it\/en\/corso\/layout-document-analysis\/","title":{"rendered":"Analisi del layout documentale"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1567\" class=\"elementor elementor-1567\" data-elementor-post-type=\"corso\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-075067e e-flex e-con-boxed e-con\" data-id=\"075067e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-172aef8 e-con-full e-flex e-con\" data-id=\"172aef8\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-7ccfbd5 e-flex e-con-boxed e-con\" data-id=\"7ccfbd5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-9ef7014 e-con-full e-flex e-con\" data-id=\"9ef7014\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41f48d4 elementor-widget elementor-widget-heading\" data-id=\"41f48d4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 20-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-large\">DESCRIZIONE RICERCA<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-051fb15 elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"051fb15\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-\/\/W3C\/\/DTD SVG 1.1\/\/EN\" \"http:\/\/www.w3.org\/Graphics\/SVG\/1.1\/DTD\/svg11.dtd\">\n<!-- Created with Vectornator (http:\/\/vectornator.io\/) -->\n<svg height=\"15.07pt\" stroke-miterlimit=\"10\" style=\"fill-rule:nonzero;clip-rule:evenodd;stroke-linecap:round;stroke-linejoin:round;\" version=\"1.1\" viewBox=\"0 0 15.07 15.07\" width=\"15.07pt\" xml:space=\"preserve\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\">\n<defs\/>\n<clipPath id=\"ArtboardFrame\">\n<rect height=\"15.07\" width=\"15.07\" x=\"0\" y=\"0\"\/>\n<\/clipPath>\n<g clip-path=\"url(#ArtboardFrame)\" id=\"Senza-Titolo\">\n<g opacity=\"1\">\n<path d=\"M7 6.87L7 6.87C6.76933 6.87278 6.54743 6.78168 6.38526 6.61762C6.22308 6.45356 6.13456 6.23062 6.14 6L6.14 5.16L7 5.16C7.32754 5.12453 7.64656 5.27929 7.82144 5.5585C7.99632 5.83771 7.99632 6.19229 7.82144 6.4715C7.64656 6.75071 7.32754 6.90547 7 6.87\" fill=\"#0000ff\" fill-rule=\"nonzero\" opacity=\"1\" stroke=\"none\"\/>\n<path d=\"M10.4 6.87L10.4 6.87C10.6298 6.87002 10.8501 6.77804 11.0117 6.61459C11.1732 6.45114 11.2627 6.22981 11.26 6L11.26 5.16L10.4 5.16C10.0725 5.12453 9.75344 5.27929 9.57856 5.5585C9.40368 5.83771 9.40368 6.19229 9.57856 6.4715C9.75344 6.75071 10.0725 6.90547 10.4 6.87\" fill=\"#0000ff\" fill-rule=\"nonzero\" opacity=\"1\" stroke=\"none\"\/>\n<path d=\"M1.82 4.6C4.26662 4.6 6.25 6.58338 6.25 9.03C6.25 11.4766 4.26662 13.46 1.82 13.46\" fill=\"#0000ff\" fill-rule=\"nonzero\" opacity=\"1\" stroke=\"none\"\/>\n<path d=\"M8.09 6.91L8.09 6.91C7.92756 7.07143 7.83622 7.29099 7.83622 7.52C7.83622 7.74901 7.92756 7.96857 8.09 8.13L8.7 8.73L9.3 8.13C9.53439 7.91744 9.63312 7.59334 9.55704 7.2862C9.48097 6.97906 9.24239 6.73851 8.93589 6.65991C8.62939 6.58131 8.30448 6.67737 8.09 6.91\" fill=\"#0000ff\" fill-rule=\"nonzero\" opacity=\"1\" stroke=\"none\"\/>\n<path d=\"M7.53 15.07L0 15.07L0 7.53C3.66351e-06 3.36447 3.37781-0.0118366 7.54334-0.00999263C11.7089-0.00814866 15.0837 3.37115 15.08 7.53668C15.0763 11.7022 11.6955 15.0755 7.53 15.07M2.11 13L7.53 13C10.5168 12.9999 12.9406 10.5833 12.9497 7.59651C12.9588 4.60968 10.5498 2.17843 7.56303 2.1601C4.57624 2.14177 2.13755 4.54328 2.11 7.53L2.11 13Z\" fill=\"#0000ff\" fill-rule=\"nonzero\" opacity=\"1\" stroke=\"none\"\/>\n<\/g>\n<\/g>\n<\/svg>\n\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-80eeacb e-con-full e-flex e-con\" data-id=\"80eeacb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-33ba3cb elementor-widget elementor-widget-text-editor\" data-id=\"33ba3cb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 20-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Il nostro gruppo di ricerca unisce le competenze di studiosi di Computer Vision e di Storia della trasmissione dei testi per esplorare l&#8217;analisi del layout dei manoscritti latini. Alla base del progetto vi sono innovative sperimentazioni di un approccio di classificazione few-shot learning, basato sulle categorie semantiche di testo, paratesto, decorazione, sommari e titoli, con l&#8217;obiettivo di riconoscere ed estrarre le diverse classi con sempre maggiore precisione e permettere l&#8217;analisi di grandi quantit\u00e0 di materiale paratestuale nel suo senso pi\u00f9 ampio.<\/p><p>La nostra sperimentazione collaborativa ha preso avvio dall&#8217;analisi dei manoscritti biblici, per i quali \u00e8 stato sviluppato un nuovo dataset open access, che sar\u00e0 ampliato ed esteso ai testi a stampa nell&#8217;ambito del progetto <a href=\"https:\/\/dium.uniud.it\/it\/ricerca\/progetti-corso\/digital-humanities-e-intelligenza-artificiale\/dobips-data-oriented-biblical-paratext-studies\/\" target=\"_blank\" rel=\"noopener\"><strong>PRIN 2022 PNRR &#8216;DOBiPS \u2013 Data Oriented Biblical Paratext Studies&#8217;<\/strong><\/a>. Il finanziamento ministeriale permetter\u00e0 la collaborazione tra i membri dell&#8217;Unit\u00e0 di ricerca di Udine (PI <a href=\"https:\/\/dium.uniud.it\/it\/dium\/persone\/docenti-e-ricercatori\/emanuela-colombi\/\">Emanuela Colombi<\/a>; <a href=\"https:\/\/www.dmif.uniud.it\/docenti-2\/gianluca.foresti\/\">Gian Luca Foresti<\/a>; <a href=\"https:\/\/dium.uniud.it\/it\/dium\/persone\/docenti-e-ricercatori\/laura-pani\/\">Laura Pani<\/a>; <a href=\"https:\/\/dium.uniud.it\/it\/dium\/persone\/docenti-e-ricercatori\/laura-casella\/\">Laura Casella<\/a>) e dell&#8217;Universit\u00e0 di Cassino e del Lazio meridionale (<a href=\"https:\/\/www.unicas.it\/didattica\/docenti\/schedadocente.aspx?nome_cognome=roberta_casavecchia\">Roberta Casavecchia<\/a>; <a href=\"https:\/\/www.unicas.it\/didattica\/docenti\/schedadocente.aspx?nome_cognome=alessandra_peri\">Alessandra Peri<\/a>; <a href=\"https:\/\/www.unicas.it\/siti\/laboratori\/liber-libro-e-ricerca.aspx\">Laboratorio LIBeR<\/a>)<\/p><p>Ulteriori ampliamenti del dataset e implementazioni dell&#8217;algoritmo few-shot learning attualmente in corso d&#8217;opera sono dedicati a scritture in caratteri non latini (greco e arabo) e a manoscritti latini dal layout irregolare e personalizzato come quelli delle raccolte di sermoni, in collaborazione con il <a href=\"https:\/\/www.ru.nl\/en\/research\/research-projects\/passim-project\">progetto PASSIM<\/a> (Patristic Sermons in the Middle Ages) della Radboud Universiteit Nijmegen (PI Dr. Shari Boodts).<\/p><p><strong>Strumenti e tecnologie:<\/strong><\/p><ul><li>Algoritmi di <strong data-start=\"1313\" data-end=\"1334\">few-shot learning<\/strong> e <strong data-start=\"1337\" data-end=\"1366\">classificazione semantica<\/strong><\/li><li>Analisi automatica di <strong data-start=\"1393\" data-end=\"1415\">layout e paratesto<\/strong> (testo, decorazioni, titoli, sommari)<\/li><li>Sviluppo e ampliamento di <strong data-start=\"1484\" data-end=\"1507\">dataset open access<\/strong> di manoscritti<\/li><li>Supporto di <strong data-start=\"1539\" data-end=\"1558\">Computer Vision<\/strong> e tecniche di pre-elaborazione delle immagini<\/li><\/ul>\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-92d3907 e-flex e-con-boxed e-con\" data-id=\"92d3907\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f6fabd5 e-con-full e-flex e-con\" data-id=\"f6fabd5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-69400e1 elementor-widget__width-inherit elementor-widget elementor-widget-heading\" data-id=\"69400e1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-large\">POSSIBILI COINVOLGIMENTI NEL PROGETTO<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f7b35ed elementor-view-default elementor-widget elementor-widget-icon\" data-id=\"f7b35ed\" data-element_type=\"widget\" data-widget_type=\"icon.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-icon-wrapper\">\n\t\t\t<div class=\"elementor-icon\">\n\t\t\t<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-\/\/W3C\/\/DTD SVG 1.1\/\/EN\" \"http:\/\/www.w3.org\/Graphics\/SVG\/1.1\/DTD\/svg11.dtd\">\n<!-- Created with Vectornator (http:\/\/vectornator.io\/) -->\n<svg height=\"15.07pt\" stroke-miterlimit=\"10\" style=\"fill-rule:nonzero;clip-rule:evenodd;stroke-linecap:round;stroke-linejoin:round;\" version=\"1.1\" viewBox=\"0 0 15.07 15.07\" width=\"15.07pt\" 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stroke=\"none\"\/>\n<\/g>\n<\/g>\n<\/svg>\n\t\t\t<\/div>\n\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 class=\"elementor-element elementor-element-70342d4 elementor-widget elementor-widget-text-editor\" data-id=\"70342d4\" data-element_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<ul><li>Analisi e annotazione di manoscritti per l\u2019<strong>ampliamento del dataset<\/strong><\/li><li><strong>Sperimentazione e testing<\/strong> di algoritmi di few-shot learning<\/li><li><strong>Studio comparativo<\/strong> dei layout di manoscritti latini, greci e arabi<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1ccbc03 e-flex e-con-boxed e-con\" data-id=\"1ccbc03\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div 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data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-8200425 e-con-full e-flex e-con\" data-id=\"8200425\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2fc0ec9 elementor-widget elementor-widget-image\" data-id=\"2fc0ec9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 20-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/dium.uniud.it\/it\/dium\/persone\/docenti-e-ricercatori\/emanuela-colombi\/\" target=\"_blank\" rel=\"nofollow\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/colombi-2-ritratto.2e16d0ba.fill-700x700-1-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-2234\" alt=\"\" srcset=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/colombi-2-ritratto.2e16d0ba.fill-700x700-1-150x150.jpg 150w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/colombi-2-ritratto.2e16d0ba.fill-700x700-1-300x300.jpg 300w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/colombi-2-ritratto.2e16d0ba.fill-700x700-1-12x12.jpg 12w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/colombi-2-ritratto.2e16d0ba.fill-700x700-1.jpg 700w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-4635b7d e-flex e-con-boxed e-con\" data-id=\"4635b7d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8382a1d elementor-widget elementor-widget-heading\" data-id=\"8382a1d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-small\"><a href=\"https:\/\/dium.uniud.it\/it\/dium\/persone\/docenti-e-ricercatori\/emanuela-colombi\/\" target=\"_blank\" rel=\"nofollow\">Emanuela Colombi<\/a><\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-68fe9f5 e-flex e-con-boxed e-con\" data-id=\"68fe9f5\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-29a4378 e-con-full e-flex e-con\" data-id=\"29a4378\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8248078 elementor-widget elementor-widget-image\" data-id=\"8248078\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.dmif.uniud.it\/dottorato\/imf\/dottorandi\/axel.denardin\/\" target=\"_blank\" rel=\"nofollow\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/Alex.DeNardin-270x250-1-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-3309\" alt=\"\" srcset=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/Alex.DeNardin-270x250-1-150x150.jpg 150w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/Alex.DeNardin-270x250-1-13x12.jpg 13w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-374be33 e-flex e-con-boxed e-con\" data-id=\"374be33\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7af2479 elementor-widget elementor-widget-heading\" data-id=\"7af2479\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-small\"><a href=\"https:\/\/www.dmif.uniud.it\/dottorato\/imf\/dottorandi\/axel.denardin\/\" target=\"_blank\" rel=\"nofollow\">Axel De Nardin<\/a><\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3c7bace e-flex e-con-boxed e-con\" data-id=\"3c7bace\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-f53c676 e-con-full e-flex e-con\" data-id=\"f53c676\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9729a4b elementor-widget elementor-widget-image\" data-id=\"9729a4b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.dmif.uniud.it\/docenti-2\/gianluca.foresti\/\" target=\"_blank\" rel=\"nofollow\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/gianluca.foresti-1-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-2182\" alt=\"\" srcset=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/gianluca.foresti-1-150x150.jpg 150w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/gianluca.foresti-1-12x12.jpg 12w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/gianluca.foresti-1.jpg 250w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-b83f9fb e-flex e-con-boxed e-con\" data-id=\"b83f9fb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4389d2d elementor-widget elementor-widget-heading\" data-id=\"4389d2d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-small\"><a href=\"https:\/\/www.dmif.uniud.it\/docenti-2\/gianluca.foresti\/\" target=\"_blank\" rel=\"nofollow\">Gian Luca Foresti<\/a><\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cd72706 e-flex e-con-boxed e-con\" data-id=\"cd72706\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-69d7ebc e-con-full e-flex e-con\" data-id=\"69d7ebc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fa7e80b elementor-widget elementor-widget-image\" data-id=\"fa7e80b\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.dmif.uniud.it\/docenti-2\/claudio.piciarelli\/\" target=\"_blank\" rel=\"nofollow\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/claudiopiciarelli-150x150.jpeg\" class=\"attachment-thumbnail size-thumbnail wp-image-3310\" alt=\"\" srcset=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/claudiopiciarelli-150x150.jpeg 150w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/claudiopiciarelli-12x12.jpeg 12w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/claudiopiciarelli.jpeg 250w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-59d5139 e-flex e-con-boxed e-con\" data-id=\"59d5139\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9926a27 elementor-widget elementor-widget-heading\" data-id=\"9926a27\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-small\"><a href=\"https:\/\/www.dmif.uniud.it\/docenti-2\/claudio.piciarelli\/\" target=\"_blank\" rel=\"nofollow\">Claudio Piciarelli<\/a><\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-39953bf e-flex e-con-boxed e-con\" data-id=\"39953bf\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-94c5106 e-con-full e-flex e-con\" data-id=\"94c5106\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3fa6e92 elementor-widget elementor-widget-image\" data-id=\"3fa6e92\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.dmif.uniud.it\/dottorato\/iai\/dottorandi\/silvia-zottin\/\" target=\"_blank\" rel=\"nofollow\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/zottin.silvia-150x150.jpg\" class=\"attachment-thumbnail size-thumbnail wp-image-3311\" alt=\"\" srcset=\"https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/zottin.silvia-150x150.jpg 150w, https:\/\/ai4ch.uniud.it\/wp-content\/uploads\/2023\/09\/zottin.silvia-13x12.jpg 13w\" sizes=\"auto, (max-width: 150px) 100vw, 150px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\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<div class=\"elementor-element elementor-element-e275009 e-flex e-con-boxed e-con\" data-id=\"e275009\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9d86068 elementor-widget elementor-widget-heading\" data-id=\"9d86068\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<span class=\"elementor-heading-title elementor-size-small\"><a href=\"https:\/\/www.dmif.uniud.it\/dottorato\/iai\/dottorandi\/silvia-zottin\/\" target=\"_blank\" rel=\"nofollow\">Silvia Zottin<\/a><\/span>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\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\t\t\t<\/div>\n\t\t","protected":false},"author":1,"featured_media":2867,"menu_order":0,"template":"","format":"standard","research_line":[19],"class_list":["post-1567","corso","type-corso","status-publish","format-standard","has-post-thumbnail","hentry","research_line-ai-written-heritage"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Analisi del layout documentale - ai4ch<\/title>\n<meta name=\"robots\" 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