{"id":38761,"date":"2025-07-15T10:11:13","date_gmt":"2025-07-15T09:11:13","guid":{"rendered":"https:\/\/www2.eucentre.loc\/image-database-for-earthquake-damage-annotation\/"},"modified":"2025-12-11T14:41:24","modified_gmt":"2025-12-11T13:41:24","slug":"image-database-for-earthquake-damage-annotation","status":"publish","type":"page","link":"https:\/\/www.eucentre.it\/en\/image-database-for-earthquake-damage-annotation\/","title":{"rendered":"Image Database for Earthquake Damage Annotation"},"content":{"rendered":"<section class=\"l-section wpb_row height_custom\"><div class=\"l-section-h i-cf\"><div class=\"g-cols vc_row via_grid cols_2-1 laptops-cols_inherit tablets-cols_inherit mobiles-cols_1 valign_top type_default stacking_default\"><div class=\"wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><h1 style=\"text-align: center;\">Image Database for Earthquake Damage Annotation<\/h1>\n<\/div><\/div><div class=\"vc_empty_space\"   style=\"height: 32px\"><span class=\"vc_empty_space_inner\"><\/span><\/div><div class=\"wpb_text_column\"><div class=\"wpb_wrapper\"><p style=\"text-align: justify;\">IDEA (Image Database for Earthquake Damage Annotation) is a dataset developed by Eucentre comprising over 5,400 real images of structural and non-structural damage annotated by structural engineers. These images were captured during post-earthquake inspections in L&#8217;Aquila (2009), Emilia (2012) and Central Italy (2016\u201317), as well as during regular surveys of buildings and infrastructure. Traditional digital cameras and unmanned aerial vehicle (UAV) systems were used to capture the images.<br \/>\nThe dataset&#8217;s primary objective is to address the shortage of annotated data required for training and validating deep learning algorithms for automatically detecting and classifying structural damage. Unlike many other datasets, IDEA is based on images that are truly annotated (rather than simply classified), collected in real contexts and representative of widespread building types in Southern Europe.<br \/>\nEach image is accompanied by an XML annotation file in Pascal VOC format containing detailed information on:<\/p>\n<ul style=\"text-align: justify;\">\n<li>presence or absence of damage (damagePresence);<\/li>\n<li>structural type (e.g. residential buildings, churches or bridges);<\/li>\n<li>affected element (e.g. reinforced concrete column, beam or masonry wall);<\/li>\n<li>the type and category of damage (e.g. cracks, spalling, corrosion, collapse)<\/li>\n<li>type of annotation (rectangular or polygonal);<\/li>\n<li>The coordinates of the damaged area are also included.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">The dataset is divided into two main categories: &#8216;Damage&#8217;, containing images of structural damage, and &#8216;no_damage&#8217;, containing images with no visible damage. This distinction is crucial for reducing false positives in automatic recognition models.<br \/>\nOne of IDEA&#8217;s strengths is its detailed structural ontology, which was defined by the authors and covers a wide range of damage elements and mechanisms. This system enables annotations to be standardised and allows the dataset to be expanded or new ones to be created according to a shared standard in structural engineering.<\/p>\n<p style=\"text-align: justify;\">IDEA is conceived as a &#8216;living lab&#8217;, designed to be updated with new data over time, and is a reference resource:<\/p>\n<ul style=\"text-align: justify;\">\n<li style=\"text-align: justify;\">the development and validation of deep convolutional neural networks (DCNNs);<\/li>\n<li style=\"text-align: justify;\">for structural and infrastructure monitoring;<\/li>\n<li style=\"text-align: justify;\">post-event inspection, and emergency management;<\/li>\n<li style=\"text-align: justify;\">It also supports situational awareness for operators and responders.<\/li>\n<\/ul>\n<p style=\"text-align: justify;\">The dataset is described in detail in the publication on Data in Brief (<strong><a href=\"https:\/\/doi.org\/10.1016\/j.dib.2025.111733\" target=\"_blank\" rel=\"noopener\">Senaldi et al., 2025<\/a><\/strong>) and is open access on Zenodo (<a href=\"https:\/\/zenodo.org\/records\/15120522\" target=\"_blank\" rel=\"noopener\"><strong>DOI: 10.5281\/zenodo.15120522<\/strong><\/a>).<\/p>\n<p style=\"text-align: justify;\"><a href=\"https:\/\/doi.org\/10.1016\/j.dib.2025.111733\" target=\"_blank\" rel=\"noopener\"><span><strong>Senaldi I., Casarotti C. Mandirola, M., &amp; Cantoni A. (2025)<\/strong>. IDEA: Image database for earthquake damage annotation.\u00a0<\/span><i>Data in Brief<\/i><span>, 111733.<\/span><\/a><\/p>\n<\/div><\/div><\/div><\/div><div class=\"wpb_column vc_column_container\"><div class=\"vc_column-inner\"><div  class=\"vc_wp_custommenu wpb_content_element\"><div class=\"widget widget_nav_menu\"><h2 class=\"widgettitle\">OTHER PRODUCTS<\/h2><div class=\"menu-other-products-container\"><ul id=\"menu-other-products\" class=\"menu\"><li id=\"menu-item-39874\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-39874\"><a href=\"https:\/\/www.eucentre.it\/en\/advanced-seismic-assessment\/\">Advanced Seismic Assessment<\/a><\/li>\n<li id=\"menu-item-39746\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-39746\"><a href=\"https:\/\/www.eucentre.it\/en\/datalab-laboratory\/applications-and-calculation-tools\/\">Applications and calculation tools<\/a><\/li>\n<li id=\"menu-item-39696\" class=\"menu-item 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href=\"https:\/\/www.eucentre.it\/en\/structural-monitoring\/\">Structural monitoring<\/a><\/li>\n<li id=\"menu-item-42895\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-42895\"><a href=\"https:\/\/www.eucentre.it\/en\/surveying-and-bim-modelling-of-bridges-bim\/\">Surveying and BIM modelling of bridges (BIM)<\/a><\/li>\n<li id=\"menu-item-39748\" class=\"menu-item menu-item-type-post_type menu-item-object-page menu-item-39748\"><a href=\"https:\/\/www.eucentre.it\/en\/webgis-platforms-and-damage-scenarios\/\">WebGIS platforms and damage scenarios<\/a><\/li>\n<\/ul><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"Image Database for Earthquake Damage Annotation IDEA (Image Database for Earthquake Damage Annotation) is a dataset developed by Eucentre comprising over 5,400 real images of structural and non-structural damage annotated by structural engineers. These images were captured during post-earthquake inspections in L&#8217;Aquila (2009), Emilia (2012) and Central Italy (2016\u201317), as well as during regular surveys...","protected":false},"author":21,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":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":[470],"tags":[],"class_list":["post-38761","page","type-page","status-publish","hentry","category-prodotti-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Image Database for Earthquake Damage Annotation | Eucentre<\/title>\n<meta name=\"description\" content=\"The IDEA dataset, developed by Eucentre, contains 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