{"id":7179,"date":"2026-03-10T14:08:49","date_gmt":"2026-03-10T13:08:49","guid":{"rendered":"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/?p=7179"},"modified":"2026-03-10T14:08:51","modified_gmt":"2026-03-10T13:08:51","slug":"new-xtra-object-classification-and-accuracy-assessment","status":"publish","type":"post","link":"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/","title":{"rendered":"New XTra: Object Classification and Accuracy Assessment"},"content":{"rendered":"\n<p>Xtras are add-ons and how-to videos that will help you improve your daily use of Amira and Avizo Software. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Add on: ML\/DL Object Classification and Accuracy Assessment<\/h2>\n\n\n\n<div class=\"wp-block-group is-vertical is-layout-flex wp-container-core-group-is-layout-8cf370e7 wp-block-group-is-layout-flex\">\n<p>This Xtra provides modules and guidance for annotating segmented objects into semantic classes, training classification models, and predicting class labels for new objects, supporting both traditional Machine Learning and Deep Learning workflows.<\/p>\n\n\n\n<p>It also includes tools to quantitatively evaluate segmentation and classification performance against ground-truth annotations.<\/p>\n\n\n\n<p>An example dataset and step-by-step tutorial are provided to demonstrate the annotation workflow and practical use of the modules.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><strong><a href=\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/xtra-library\/xtras\/mldl-object-classification-and-accuracy-assessment\">>> Discover add on<\/a><\/strong><\/p>\n<\/div>\n\n\n\n<p><strong><a href=\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/xtra-library\">&gt;&gt; Discover the Xtra Library<\/a><\/strong><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Xtras are add-ons and how-to videos that will help you improve your daily use of Amira and Avizo Software. Add on: ML\/DL Object Classification and Accuracy Assessment This Xtra provides modules and guidance for annotating segmented objects into semantic classes, training classification models, and predicting class labels for new objects, supporting both traditional Machine Learning [&hellip;]<\/p>\n","protected":false},"author":8,"featured_media":7180,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[13],"tags":[],"class_list":["post-7179","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-add-on"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v19.11 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>New XTra: Object Classification and Accuracy Assessment - Thermo Fisher Scientific<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"New XTra: Object Classification and Accuracy Assessment - Thermo Fisher Scientific\" \/>\n<meta property=\"og:description\" content=\"Xtras are add-ons and how-to videos that will help you improve your daily use of Amira and Avizo Software. Add on: ML\/DL Object Classification and Accuracy Assessment This Xtra provides modules and guidance for annotating segmented objects into semantic classes, training classification models, and predicting class labels for new objects, supporting both traditional Machine Learning [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/\" \/>\n<meta property=\"og:site_name\" content=\"Thermo Fisher Scientific\" \/>\n<meta property=\"article:published_time\" content=\"2026-03-10T13:08:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-03-10T13:08:51+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/wp-content\/uploads\/ML_Classif_Snapshot-md.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"540\" \/>\n\t<meta property=\"og:image:height\" content=\"221\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Alejandra\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Alejandra\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/\"},\"author\":{\"name\":\"Alejandra\",\"@id\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/#\/schema\/person\/4886309c5c5437d384cf3995dfe9c37e\"},\"headline\":\"New XTra: Object Classification and Accuracy Assessment\",\"datePublished\":\"2026-03-10T13:08:49+00:00\",\"dateModified\":\"2026-03-10T13:08:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/\"},\"wordCount\":109,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/#organization\"},\"articleSection\":[\"Add on\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/\",\"url\":\"https:\/\/www.thermofisher.com\/software-em-3d-vis\/customerportal\/add-on\/new-xtra-object-classification-and-accuracy-assessment\/\",\"name\":\"New XTra: Object Classification and Accuracy Assessment - 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