{"id":3488,"date":"2026-10-26T10:00:06","date_gmt":"2026-10-26T09:00:06","guid":{"rendered":"https:\/\/spice-platform.eu\/?p=3488"},"modified":"2026-10-26T10:35:45","modified_gmt":"2026-10-26T09:35:45","slug":"expert-seminar-process-data-quickly-and-efficiently-continues-in-zilina","status":"publish","type":"post","link":"https:\/\/spice-platform.eu\/sk\/expert-seminar-process-data-quickly-and-efficiently-continues-in-zilina\/","title":{"rendered":"Semin\u00e1r Spracujte d\u00e1ta r\u00fdchlo a efekt\u00edvne pokra\u010doval v \u017diline"},"content":{"rendered":"
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Tret\u00ed semin\u00e1r projektu SPICE predstavil aktivity n\u00e1\u0161ho transforma\u010dno-inova\u010dn\u00e9ho konzorcia. Tentokr\u00e1t sa predn\u00e1\u0161ky zamerali na vyu\u017eitie v\u00fdskumu SPICE v medic\u00edne.<\/em><\/strong><\/p>

V piatok 23. okt\u00f3bra 2026 sa na Fakulte riadenia a informatiky \u017dilinskej univerzity (FRI) konal tret\u00ed semin\u00e1r transforma\u010dno-inova\u010dn\u00e9ho konzorcia SPICE (Smart Data Pipelines for the Cognitive Compute Continuum). Podujatie otvoril dekan FRI Emil Kr\u0161\u00e1k.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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Od po\u010diatkov a\u017e po komplexn\u00fd v\u00fdskum<\/b><\/o:p><\/p>\n

Peter Ki\u0161\u0161a zo spolo\u010dnosti InterWay vo svojej prvej prezent\u00e1cii predstavil \u0161tudentom fakulty aj z\u00e1stupcom firiem za\u010diatky, v\u00fdvoj a amb\u00edcie projektu. Cie\u013eom je vybudova\u0165 d\u00f4veryhodn\u00fa platformu poh\u00e1\u0148an\u00fa umelou inteligenciou, ktor\u00e1 automatizuje inteligentn\u00e9 d\u00e1tov\u00e9 toky naprie\u010d syst\u00e9mami a men\u00ed roztr\u00fasen\u00e9 inform\u00e1cie na podklady pre v\u010dasn\u00e9 a strategick\u00e9 rozhodovanie.<\/o:p><\/p>\n

Platforma m\u00e1 by\u0165 bezpe\u010dn\u00e1, prisp\u00f4sobite\u013en\u00e1 a vysvetlite\u013en\u00e1, s automatickou spr\u00e1vou zdrojov a oh\u013eadom na spotrebu energie. Rie\u0161i extr\u00e9mne objemy r\u00f4znorod\u00fdch d\u00e1t, nedostatok d\u00f4very a kvality aj ch\u00fdbaj\u00face ekosyst\u00e9my na zdie\u013eanie. Pr\u00ednos m\u00e1 najm\u00e4 pre mal\u00e9 a stredn\u00e9 podniky, ktor\u00e9 d\u00e1ta maj\u00fa, no ch\u00fdba im expert\u00edza na ich anal\u00fdzu, a pre nov\u00fa gener\u00e1ciu d\u00e1tov\u00fdch vedcov. Partneri zva\u017euj\u00fa aj prepojenie s European Open Science Cloud (EOSC) a eur\u00f3pskymi d\u00e1tov\u00fdmi priestormi.<\/o:p><\/p>

Platformu overuje p\u00e4\u0165 pr\u00edpadov pou\u017eitia:<\/o:p><\/p>

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    \n
  • anal\u00fdza strojov\u00fdch d\u00e1t pre proakt\u00edvnu podporu z\u00e1kazn\u00edkov pri laserov\u00fdch rezac\u00edch centr\u00e1ch (MicroStep),<\/o:p><\/li>\n
  • analytika pre prenos a distrib\u00faciu energie (VUJE),<\/o:p><\/li>\n
  • predik\u010dn\u00e9 modely pre riadenie smart gridov (SCDI),<\/o:p><\/li>\n
  • po\u010d\u00edta\u010dov\u00e9 videnie v r\u00e1diol\u00f3gii pri aden\u00f3moch hypof\u00fdzy (UC4)<\/o:p><\/li>\n
  • a digit\u00e1lna histopatol\u00f3gia (UC5).<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t
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    SPICE-u pom\u00e1ha aj superpo\u010d\u00edta\u010d PERUN<\/b><\/p>

    Michal Sta\u0148o <\/b>z \u00dastavu informatiky SAV predstavil roz\u0161\u00edrenie UC4 \u2013 cel\u00fa cestu od CT sn\u00edmky a\u017e k v\u00fdsledku. Model z kni\u017enice MONAI (3D DynUNet) sa u\u010d\u00ed segmentova\u0165 org\u00e1ny, teda priradi\u0165 triedu ka\u017ed\u00e9mu voxelu.<\/p>

    Ke\u010f\u017ee nemocnice nechc\u00fa pres\u00fava\u0165 citliv\u00e9 sn\u00edmky do jednej datab\u00e1zy, uplat\u0148uje sa federovan\u00e9 u\u010denie: za d\u00e1tami cestuje model a medzi pracoviskami sa vymie\u0148aj\u00fa iba jeho aktualiz\u00e1cie. Experiment be\u017e\u00ed v NVFlare so \u0161tyrmi simulovan\u00fdmi klientmi a met\u00f3dou ConDistFL, ktor\u00e1 zvl\u00e1da aj \u010diasto\u010dn\u00e9 anot\u00e1cie \u2013 ch\u00fdbaj\u00faca zna\u010dka toti\u017e neznamen\u00e1 ch\u00fdbaj\u00faci org\u00e1n.<\/p>

    Jednotliv\u00e9 kroky prep\u00e1ja n\u00e1stroj Domino nad Apache Airflow a opakovate\u013en\u00e9 prostredie zabezpe\u010duje Docker. Sta\u0148o zd\u00f4raznil, \u017ee zelen\u00fd workflow e\u0161te neznamen\u00e1 dobr\u00fa predikciu a pred ve\u013ek\u00fdm tr\u00e9ningom sa oplat\u00ed overi\u0165 GPU na v\u0161etk\u00fdch vrstv\u00e1ch. V\u00fdpo\u010dtov\u00e9 z\u00e1zemie posiln\u00ed nov\u00fd uzol na \u00daI SAV s \u00f4smimi NVIDIA H200 (141 GB pam\u00e4te na GPU) a superpo\u010d\u00edta\u010d PERUN so 76 akcelerovan\u00fdmi uzlami a 304 GPU Grace Hopper GH200.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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    Hypof\u00fdza a histopatol\u00f3gia pod drobnoh\u013eadom<\/b><\/p>

    T\u00edm Martina Kom\u00e1ka<\/b>z FIIT STU sa venoval dvom medic\u00ednskym \u0161t\u00fadi\u00e1m. Pri MRI aden\u00f3mov hypof\u00fdzy model EfficientNet-B3 + U-Net++ segmentuje n\u00e1dor aj okolit\u00e9 \u0161trukt\u00fary. Na \u00f4smich testovac\u00edch pr\u00edpadoch dosiahol Dice 0,831 pre zdrav\u00fa \u017e\u013eazu a 0,806 pre n\u00e1dor, no iba 0,175 pre zrakov\u00e9 skr\u00ed\u017eenie \u2013 d\u00f4kaz, \u017ee samotn\u00e9 sk\u00f3re n\u00e1doru nesta\u010d\u00ed.\u00a0<\/p>

    V histopatol\u00f3gii t\u00edm porovnal tri siete na prsn\u00edkov\u00fdch prepar\u00e1toch z datasetu BEETLE. V internom teste dosiahol U-Net priemern\u00fd Dice 0,779, TransUNet 0,884 a nnU-Net 0,947. Predn\u00e1\u0161aj\u00faci z\u00e1rove\u0148 upozornili, \u017ee \u00faspech na prsn\u00edkovom tkanive e\u0161te ni\u010d nehovor\u00ed o klinick\u00fdch cie\u013eoch UC5 \u2013 predikcii recid\u00edvy, invazivity a konzistencie n\u00e1dorov hypof\u00fdzy, ktor\u00e9 si vy\u017eaduj\u00fa nov\u00e9 anot\u00e1cie a nez\u00e1visl\u00e9 overenie.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t

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      \n\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t
      \n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t<\/i>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\t\n\t<\/div>\n\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"

      Tret\u00ed semin\u00e1r projektu SPICE predstavil aktivity n\u00e1\u0161ho transforma\u010dno-inova\u010dn\u00e9ho konzorcia. Tentokr\u00e1t sa predn\u00e1\u0161ky zamerali na vyu\u017eitie v\u00fdskumu SPICE v medic\u00edne.<\/p>","protected":false},"author":3,"featured_media":3508,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"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":"","ast-disable-related-posts":"","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":[9],"tags":[],"class_list":["post-3488","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-novinky"],"_links":{"self":[{"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/posts\/3488","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/comments?post=3488"}],"version-history":[{"count":28,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/posts\/3488\/revisions"}],"predecessor-version":[{"id":3528,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/posts\/3488\/revisions\/3528"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/media\/3508"}],"wp:attachment":[{"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/media?parent=3488"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/categories?post=3488"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spice-platform.eu\/sk\/wp-json\/wp\/v2\/tags?post=3488"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}