{"id":1571,"date":"2026-02-19T10:23:13","date_gmt":"2026-02-19T10:23:13","guid":{"rendered":"https:\/\/hria.utcluj.ro\/?page_id=1571"},"modified":"2026-02-19T10:23:14","modified_gmt":"2026-02-19T10:23:14","slug":"echipe-inteligenta-artificiala-in-medicina-si-sanatate","status":"publish","type":"page","link":"https:\/\/hria.utcluj.ro\/en\/echipe-inteligenta-artificiala-in-medicina-si-sanatate\/","title":{"rendered":"Echipe-Inteligen\u021b\u0103 artificial\u0103 \u00een medicin\u0103 \u0219i s\u0103n\u0103tate"},"content":{"rendered":"
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Artificial Intelligence in Medicine and Healthcare<\/h2>\n<\/div>\n<\/div>\n\n\n\n
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Assoc. Prof. Dr. Eng.
Tiberiu Mari\u021ba<\/h3>\n\n\n\n

Team Leader<\/p>\n<\/div>\n\n\n\n

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Assoc. Prof. Dr. Eng.
Delia Mitrea<\/h3>\n\n\n\n

Senior expert<\/p>\n<\/div>\n\n\n\n

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Assoc. Prof. Dr. Eng.
Raluca Brehar<\/h3>\n\n\n\n

Senior expert<\/p>\n<\/div>\n\n\n\n

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Assist. Prof. Dr. Eng.
Cristian Vancea<\/h3>\n\n\n\n

Senior expert<\/p>\n<\/div>\n<\/div>\n\n\n\n

Artificial Intelligence in Medical Imaging (T5)<\/strong><\/strong><\/strong><\/mark><\/strong><\/p>\n\n\n\n

Objectives<\/strong>
\n\u2022 Development of semi-automatic segmentation and annotation methods based on Foundation Models
\n\u2022 Domain adaptation learning
\n\u2022 Semi-supervised learning, weakly supervised learning, and few-shot learning
\n\u2022 Development of advanced deep learning models for medical image segmentation and classification based on transfer learning, pre-trained Large Vision Models (LVM), and optimization<\/p>\n\n\n\n

Research challenges \/ Novelty \/ Innovation<\/strong>
\nChallenges: data quality and volume, annotation complexity, data multimodality, data heterogeneity, imbalanced classes, generalization capability, clinical impact of results<\/p>\n\n\n\n

Research results:<\/strong>
\n\u2022 Training datasets
\n\u2022 New models for imaging modalities
\n\u2022 Demonstrator for 2D image segmentation\/annotation exploiting Large Vision Model (LVM) approaches (TRL4)<\/p>\n\n\n\n

Inovation:<\/strong>
\n\u2022 Original models for handling imaging modalities<\/p>","protected":false},"excerpt":{"rendered":"

Inteligen\u021b\u0103 artificial\u0103 \u00een medicin\u0103 \u0219i s\u0103n\u0103tate Conf. dr. ing. Tiberiu Mari\u021ba Team Leader Conf. dr. ing. Delia Mitrea Expert senior Conf. dr. ing. Raluca Brehar Expert senior \u0218.l. dr. ing. Cristian Vancea Expert senior Inteligen\u021b\u0103 Artificial\u0103 \u00een Imagistica Medical\u0103 (T5) Obiective\u2022 Dezvoltarea unor metode de segmentare si adnotare semiautomata bazate pe Foundation Models\u2022 \u00cenv\u0103\u021bare prin… <\/p>","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"on","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"class_list":["post-1571","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1571","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/comments?post=1571"}],"version-history":[{"count":5,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1571\/revisions"}],"predecessor-version":[{"id":1584,"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/pages\/1571\/revisions\/1584"}],"wp:attachment":[{"href":"https:\/\/hria.utcluj.ro\/en\/wp-json\/wp\/v2\/media?parent=1571"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}