{"id":1793,"date":"2023-11-13T13:33:50","date_gmt":"2023-11-13T13:33:50","guid":{"rendered":"https:\/\/medicalcps.dfki.de\/?p=1793"},"modified":"2025-11-11T11:04:22","modified_gmt":"2025-11-11T11:04:22","slug":"google-research-grant-for-end-to-end-active-learning-framework-for-medical-image-annotation","status":"publish","type":"post","link":"https:\/\/medicalcps.dfki.de\/?p=1793","title":{"rendered":"Google Research Grant for End-to-End Active Learning Framework for Medical Image Annotation"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong><em>Duration:<\/em><\/strong> <em>January, 2024 \u2013 December, 2024<\/em><\/li>\n\n\n\n<li><strong><em>Collaboration Partner: <\/em><\/strong><em>Google<\/em><\/li>\n\n\n\n<li><strong><em>Research topics: <\/em><\/strong><em>Medical Image Analysis, Machine Learning &amp; Deep Learning<\/em>, <em>Human-Machine-Interacti<\/em>on<\/li>\n<\/ul>\n\n\n\n<p>We develop a modularized active learning framework within the Google Cloud Platform, facilitating large-scale medical image annotation in a cost-effective manner while ensuring data sovereignty and privacy. Our work emphasizes a federated learning use case for healthcare data, taking into consideration data protection and security aspects. Our goal is to create an end-to-end platform for efficient annotation that benefits both clinicians and the research community.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"739\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-1024x739.jpg\" alt=\"\" class=\"wp-image-1794\" srcset=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-1024x739.jpg 1024w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-300x217.jpg 300w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-768x555.jpg 768w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-1536x1109.jpg 1536w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-2048x1479.jpg 2048w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/Image_google_dfki_IML_project-415x300.jpg 415w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><em>Hasan Md Tusfiqur Alam (left) and Md Abdul Kadir from IML with their architecture for the GCP Project<\/em><\/p>\n\n\n\n<p>Sponsored by<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"303\" height=\"104\" src=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/grafik.png\" alt=\"\" class=\"wp-image-1795\" srcset=\"https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/grafik.png 303w, https:\/\/medicalcps.dfki.de\/wp-content\/uploads\/2024\/04\/grafik-300x103.png 300w\" sizes=\"auto, (max-width: 303px) 100vw, 303px\" \/><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>We develop a modularized active learning framework within the Google Cloud Platform, facilitating large-scale medical image annotation in a cost-effective manner while ensuring data sovereignty and privacy. Our work emphasizes a federated learning use case for healthcare data, taking into &hellip; <a href=\"https:\/\/medicalcps.dfki.de\/?p=1793\">Continue reading <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":4,"featured_media":1796,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"footnotes":""},"categories":[5],"tags":[24,27,25,26,18],"class_list":["post-1793","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news","tag-deep-learning","tag-human-machine-interaction","tag-machine-learning","tag-medical-image-analysis","tag-news"],"_links":{"self":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/posts\/1793","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1793"}],"version-history":[{"count":1,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/posts\/1793\/revisions"}],"predecessor-version":[{"id":1797,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/posts\/1793\/revisions\/1797"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=\/wp\/v2\/media\/1796"}],"wp:attachment":[{"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1793"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1793"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/medicalcps.dfki.de\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1793"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}