{"id":3317,"date":"2026-11-01T13:57:46","date_gmt":"2026-11-01T12:57:46","guid":{"rendered":"https:\/\/smotra.fer.unizg.hr\/?page_id=3317"},"modified":"2026-11-06T12:12:28","modified_gmt":"2026-11-06T11:12:28","slug":"dermatoskop","status":"publish","type":"page","link":"https:\/\/smotra.fer.unizg.hr\/?page_id=3317","title":{"rendered":"Dermatoskop u d\u017eepu: prepoznavanje melanoma umjetnom inteligencijom"},"content":{"rendered":"<div class=\"wpb-content-wrapper\"><p>[vc_row][vc_column][vc_column_text css=&#8221;&#8221;]<\/p>\r\n<p>Autori: <strong>Karlo Ra\u0161tegorac<\/strong>, <strong>Filip Hlup<\/strong>, <strong>Jurica Jerini\u0107<\/strong>, <strong>Tomislav Matanovi\u0107<\/strong><\/p>\r\n<p class=\"wp-block-paragraph\">Jesi li ikad pogledao made\u017e i zapitao se je li to ne\u0161to ozbiljno? Melanom, najopasniji rak ko\u017ee, najlak\u0161e se lije\u010di kad se otkrije rano, ali do dermatologa nije uvijek lako do\u0107i. Mobitel, s druge strane, svi imamo u d\u017eepu.<br \/>Zato smo razvili model umjetne inteligencije koji iz fotografije made\u017ea procjenjuje koliko je vjerojatno da je promjena zlo\u0107udna. U\u010dio je na vi\u0161e od 67 000 slika ko\u017enih promjena s poznatom dijagnozom, a gleda sli\u010dno kao dermatolog: cijeli made\u017e, sitne detalje i podatke poput dobi i dijela tijela.<br \/>Kad snimi\u0161 made\u017e, slika prvo prolazi kroz pripremu: izre\u017ee se oko promjene, a dla\u010dice koje bi mogle zbuniti model se uklone. Zatim jedan dio modela gleda oblik, rubove i boju cijelog made\u017ea, drugi tra\u017ei sitne to\u010dkice i uzorke, a tre\u0107i dodaje podatke o osobi. Na kraju se sve spaja u jedan postotak, a toplinska karta poka\u017ee na koji je dio slike model najvi\u0161e gledao.<\/p>\r\n\r\n<p><iframe loading=\"lazy\" title=\"Smotra 2026 - Dermatoskop\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/jsMNX-m65f0?feature=oembed&amp;wmode=opaque\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe><\/p>\r\n<p>U gornjem videosadr\u017eaju mo\u017eete pogledati detalje, a sve \u0161to vas zanima, a niste mogli prona\u0107i na ovoj stranici pitajte autora.<\/p>\r\n<p class=\"wp-block-paragraph\">&nbsp;<\/p>\r\n\r\n<p>&nbsp;<\/p>\r\n\r\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\"><\/div><\/div>\r\n<p>[\/vc_column_text][vc_row_inner][vc_column_inner]<h2 class=\"ui-title-block ui-title-block_lg\">O<span class=\"text-primary\"> autorima<\/span><\/h2><div class=\"ui-subtitle-block\"><\/div>[\/vc_column_inner][\/vc_row_inner][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_single_image image=&#8221;3338&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_column_text css=&#8221;&#8221;]<strong>Karlo Ra\u0161tegorac<\/strong><\/p>\r\n<ul>\r\n<li>Uloga na radu: koautor<\/li>\r\n<li>Studij: Programsko in\u017eenjerstvo i informacijski sustavi, zavr\u0161etak 2027.<\/li>\r\n<li>Podru\u010dje interesa: kiberneti\u010dka sigurnost<\/li>\r\n<li>Srednja \u0161kola: III. gimnazija Osijek, 2021.<\/li>\r\n<\/ul>\r\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_single_image image=&#8221;3336&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_column_text css=&#8221;&#8221;]<strong>Filip Hlup<\/strong><\/p>\r\n<ul>\r\n<li>Uloga na radu: koautor<\/li>\r\n<li>Studij: Programsko in\u017eenjerstvo i informacijski sustavi, zavr\u0161etak 2026.<\/li>\r\n<li>Podru\u010dje interesa: multiagentski sustavi<\/li>\r\n<li>Srednja \u0161kola: Gimnazija Lucijana Vranjanina, 2021.<\/li>\r\n<\/ul>\r\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_row_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_single_image image=&#8221;3337&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_column_text css=&#8221;&#8221;]<strong>Jurica Jerini\u0107<\/strong><\/p>\r\n<ul>\r\n<li>Uloga na radu: koautor<\/li>\r\n<li>Studij: Znanost o podacima, zavr\u0161etak 2026.<\/li>\r\n<li>Podru\u010dje interesa: umjetna inteligencija i big data<\/li>\r\n<li>Srednja \u0161kola: V. gimnazija, 2021.<\/li>\r\n<\/ul>\r\n<p>[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_single_image image=&#8221;3339&#8243; img_size=&#8221;full&#8221; css=&#8221;&#8221;][\/vc_column_inner][vc_column_inner width=&#8221;1\/4&#8243;][vc_column_text css=&#8221;&#8221;]<strong>Tomislav Matanovi\u0107<\/strong><\/p>\r\n<ul>\r\n<li>Uloga na radu: koautor<\/li>\r\n<li>Studij: Ra\u010dunalna znanost, zavr\u0161etak 2026.<\/li>\r\n<li>Podru\u010dje interesa: strojno u\u010denje, EdgeAI, ra\u010dunalni vid, evolucijsko ra\u010dunarstvo<\/li>\r\n<li>Srednja \u0161kola: Gimnazija Lucijana Vranjanina, 2021.<\/li>\r\n<\/ul>\r\n<p>[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1637489668493{background-color: #d6cdab !important;}&#8221;][vc_column]<h2 class=\"ui-title-block ui-title-block_lg\">Galerija<span class=\"text-primary\"> slika<\/span><\/h2><div class=\"ui-subtitle-block\"><\/div>[\/vc_column][\/vc_row][vc_row full_width=&#8221;stretch_row&#8221; css=&#8221;.vc_custom_1637489668493{background-color: #d6cdab !important;}&#8221;][vc_column][vc_media_grid element_width=&#8221;3&#8243; gap=&#8221;25&#8243; css=&#8221;&#8221; grid_id=&#8221;vc_gid:1793636207693-2bff804360cad956756c9e7941da03c8-3&#8243; include=&#8221;3369,3368,3367,3366,3365,3364,3363&#8243;][vc_empty_space height=&#8221;42px&#8221;][\/vc_column][\/vc_row]<\/p><\/div>","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column][vc_column_text css=&#8221;&#8221;] Autori: Karlo Ra\u0161tegorac, Filip Hlup, Jurica Jerini\u0107, Tomislav Matanovi\u0107 Jesi li ikad pogledao made\u017e i zapitao se je li to ne\u0161to ozbiljno? Melanom, najopasniji rak ko\u017ee, najlak\u0161e se lije\u010di kad se otkrije rano, ali do dermatologa nije uvijek lako do\u0107i. Mobitel, s druge strane, svi imamo u d\u017eepu.Zato smo razvili model umjetne inteligencije [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3369,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-3317","page","type-page","status-publish","has-post-thumbnail","hentry"],"_links":{"self":[{"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/pages\/3317","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3317"}],"version-history":[{"count":14,"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/pages\/3317\/revisions"}],"predecessor-version":[{"id":3446,"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/pages\/3317\/revisions\/3446"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=\/wp\/v2\/media\/3369"}],"wp:attachment":[{"href":"https:\/\/smotra.fer.unizg.hr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}