{"id":333,"date":"2025-04-04T21:29:28","date_gmt":"2025-04-04T19:29:28","guid":{"rendered":"https:\/\/ivujovic.pfst.hr\/?page_id=333"},"modified":"2025-04-04T21:29:28","modified_gmt":"2025-04-04T19:29:28","slug":"primjena-prosirene-stvarnosti-i-strojnog-ucenja-u-poboljsanju-sigurnosti-pomorskog-prometa-application-of-augmented-reality-and-machine-learning-for-maritime-transport-safety-improvement","status":"publish","type":"page","link":"https:\/\/ivujovic.pfst.hr\/index.php\/primjena-prosirene-stvarnosti-i-strojnog-ucenja-u-poboljsanju-sigurnosti-pomorskog-prometa-application-of-augmented-reality-and-machine-learning-for-maritime-transport-safety-improvement\/","title":{"rendered":"Primjena pro\u0161irene stvarnosti i strojnog u\u010denja u pobolj\u0161anju sigurnosti pomorskog prometa \/ Application of augmented reality and machine learning for maritime transport safety improvement"},"content":{"rendered":"\n<p>Projekt u POIROT bazi: <a href=\"https:\/\/www.croris.hr\/projekti\/projekt\/12960\">https:\/\/www.croris.hr\/projekti\/projekt\/12960<\/a><\/p>\n\n\n\n<p>Akronim: ARMTS<\/p>\n\n\n\n<p class=\"has-text-align-left\"><strong>The basic idea of \u200b\u200bthe project: <\/strong>The risk of collision in areas of heavy maritime traffic, such as port entrances and straits, is difficult to determine without including heavy traffic of small vessels outside AIS. This traffic is included in this research through a video signal from a camera installed in the area of \u200b\u200binterest. Using ANN (YOLO), vessels with and without AIS are detected. Using advanced computer vision algorithms, speed is determined. The risk of collision is determined by projection. An additional layer with augmented reality (AR) is used to visualize the risk. In this process, software support for ANN and AR on a mobile platform with maritime applications will be developed.<\/p>\n\n\n\n<p>Gospodarski subjekti uklju\u010deni u projekt \/ Economic entities involved in the project: Tech Resources d.o.o.<\/p>\n\n\n\n<p><strong>Osnovna ideja projekta:<\/strong> Rizik sudara u podru\u010djima gustog pomorskog prometa, poput ulaza u luke i tjesnaca, te\u0161ko je odrediti bez uklju\u010divanja gustog prometa malih plovila izvan AIS-a. Taj promet uklju\u010duje se u ovom istra\u017eivanju kroz video signal s kamere instalirane u podru\u010dju od interesa. Upotrebom ANN (YOLO) detektiraju se plovila i koja imaju i koja nemaju AIS. Koriste\u0107i napredne algoritme ra\u010dunalnog vida odre\u0111uje se brzina. Projekcijom se odre\u0111uje rizik sudara. Za vizualizaciju rizika koristi se dodatni sloj s pro\u0161irenom stvarno\u0161\u0107u (AR). Pri tome \u0107e se razvijati programska potpora za ANN i AR na mobilnoj platformi koji ima primjenu u pomorstvu.<\/p>\n\n\n\n<p>Duration \/ trajanje: 1.4.2025. &#8211; 31.3.2028.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Projekt u POIROT bazi: https:\/\/www.croris.hr\/projekti\/projekt\/12960 Akronim: ARMTS The basic idea of \u200b\u200bthe project: The risk of collision in areas of heavy maritime traffic, such as port entrances and straits, is difficult to determine without including heavy traffic of small vessels outside AIS. This traffic is included in this research through a video signal from a [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-333","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/pages\/333","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/comments?post=333"}],"version-history":[{"count":2,"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/pages\/333\/revisions"}],"predecessor-version":[{"id":335,"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/pages\/333\/revisions\/335"}],"wp:attachment":[{"href":"https:\/\/ivujovic.pfst.hr\/index.php\/wp-json\/wp\/v2\/media?parent=333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}