{"id":9037,"date":"2026-02-27T07:50:09","date_gmt":"2026-02-27T06:50:09","guid":{"rendered":"https:\/\/acmit.at\/?p=9037"},"modified":"2026-02-27T07:50:10","modified_gmt":"2026-02-27T06:50:10","slug":"new-geyedance-publication-in-ieee-transactions-on-biomedical-engineering","status":"publish","type":"post","link":"https:\/\/acmit.at\/de\/new-geyedance-publication-in-ieee-transactions-on-biomedical-engineering\/","title":{"rendered":"New GEYEDANCE publication in IEEE Transactions on Biomedical Engineering"},"content":{"rendered":"\n

In our role, as the GEYEDANCE project<\/strong><\/a> coordinator, ACMIT <\/strong>is proud to highlight a newly published study on IEEE Xplore titled: \u201cRobust Distance Estimation with Out-of-distribution Detection in Ophthalmic Surgery\u201d <\/strong>released in February, 2026.<\/p>\n\n\n\n

This new IEEE\u2011published work introduces a deep learning method that improves micrometer\u2011scale instrument\u2011to\u2011retina distance estimation, a key factor for patient safety in ophthalmic surgery.<\/p>\n\n\n\n

Validation on ex vivo human eyes shows strong performance: The pipeline achieves 88.8% accuracy in identifying out-of-distribution (OOD) measurements. Additionally, distance estimation improved by 89% and 93% when compared to two existing methods, resulting in an mean absolute error (MAE) of less than 40 \u03bcm across diverse conditions, including scans with blood and obstructions.<\/p>\n\n\n\n

These results mark a major step forward in improving the accuracy of instrument-to-retina distance estimation thus enhancing patient safety in ophthalmic procedures. The approach opens new opportunities for sensor\u2011equipped instruments across various surgical disciplines, supporting the development of safer surgical systems.<\/p>\n\n\n\n

For more information, please visit:<\/p>\n\n\n\n

GEYEDANCE News<\/strong><\/a><\/p>\n\n\n\n

IEEE Transactions on Biomedical Engineering publication: \u201cRobust Distance Estimation with Out-of-distribution Detection in Ophthalmic Surgery\u201d<\/strong><\/a><\/p>\n\n\n\n

<\/p>\n","protected":false},"excerpt":{"rendered":"

In our role, as the GEYEDANCE project coordinator, ACMIT is proud to highlight a newly published study on IEEE Xplore titled: \u201cRobust Distance Estimation with Out-of-distribution Detection in Ophthalmic Surgery\u201d released in February, 2026. This new IEEE\u2011published work introduces a […]<\/p>\n","protected":false},"author":3,"featured_media":9039,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[1],"tags":[367,145,148,32,324,369],"class_list":["post-9037","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-allgemein","tag-geyedanceproject","tag-ophtalmology","tag-publication","tag-researchanddevelopment","tag-science","tag-vitrectomy"],"acf":[],"uagb_featured_image_src":{"full":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance.webp",1280,720,false],"thumbnail":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-600x600.webp",600,600,true],"medium":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-700x394.webp",700,394,true],"medium_large":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-768x432.webp",768,432,true],"large":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-1200x675.webp",1200,675,true],"1536x1536":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance.webp",1280,720,false],"2048x2048":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance.webp",1280,720,false],"woocommerce_thumbnail":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-500x281.webp",500,281,true],"woocommerce_single":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-1000x563.webp",1000,563,true],"woocommerce_gallery_thumbnail":["https:\/\/acmit.at\/wp-content\/uploads\/2026\/02\/Bild-web-geyedance-100x100.webp",100,100,true]},"uagb_author_info":{"display_name":"Noemi Kozma","author_link":"https:\/\/acmit.at\/de\/author\/kon\/"},"uagb_comment_info":0,"uagb_excerpt":"In our role, as the GEYEDANCE project coordinator, ACMIT is proud to highlight a newly published study on IEEE Xplore titled: \u201cRobust Distance Estimation with Out-of-distribution Detection in Ophthalmic Surgery\u201d released in February, 2026. This new IEEE\u2011published work introduces a […]","_links":{"self":[{"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/posts\/9037","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/comments?post=9037"}],"version-history":[{"count":2,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/posts\/9037\/revisions"}],"predecessor-version":[{"id":9041,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/posts\/9037\/revisions\/9041"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/media\/9039"}],"wp:attachment":[{"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/media?parent=9037"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/categories?post=9037"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/acmit.at\/de\/wp-json\/wp\/v2\/tags?post=9037"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}