{"id":93,"date":"2024-01-07T23:16:47","date_gmt":"2024-01-07T22:16:47","guid":{"rendered":"https:\/\/strade.fit.vutbr.cz\/?page_id=93"},"modified":"2025-10-28T17:21:47","modified_gmt":"2025-10-28T16:21:47","slug":"vyzkum","status":"publish","type":"page","link":"https:\/\/strade.fit.vutbr.cz\/cs\/research\/","title":{"rendered":"V\u00fdzkum a v\u00fdvoj"},"content":{"rendered":"\n<p class=\"text-justify\">Historicky se skupina zam\u011b\u0159ovala p\u0159edev\u0161\u00edm na v\u00fdzkum v oblasti biometrie, senzorick\u00fdch technologi\u00ed a bezpe\u010dnostn\u00edch aplikac\u00ed. Sou\u010dasn\u00fd v\u00fdzkumn\u00fd t\u00fdm STRaDe pokr\u00fdv\u00e1 t\u0159i navz\u00e1jem se prol\u00ednaj\u00edc\u00ed oblasti. Vzhledem k d\u016fle\u017eitosti praktick\u00e9ho vyu\u017eit\u00ed na\u0161ich v\u00fdsledk\u016f aktivn\u011b spolupracujeme se specialisty, kte\u0159\u00ed je mohou uplatnit v praxi.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Oblasti<\/h3>\n\n\n<div class=\"wp-block-ub-content-toggle\" id=\"ub-content-toggle-90de70f7-8791-4b31-b5af-a413861f859e\" data-showonlyone=\"true\" data-mobilecollapse=\"false\" data-desktopcollapse=\"true\">\n<div class=\"wp-block-ub-content-toggle-accordion\">\n                <div class=\"wp-block-ub-content-toggle-accordion-title-wrap\"\" aria-controls=\"ub-content-toggle-panel-0-90de70f7-8791-4b31-b5af-a413861f859e\" tabindex=\"0\">\n                    <p class=\"wp-block-ub-content-toggle-accordion-title ub-content-toggle-title-90de70f7-8791-4b31-b5af-a413861f859e\"><strong>Biometrie a forenzn\u00ed anal\u00fdza dat<\/strong><\/p><div class=\"wp-block-ub-content-toggle-accordion-toggle-wrap right\"><span class=\"wp-block-ub-content-toggle-accordion-state-indicator wp-block-ub-chevron-down\"><\/span>\n                    <\/div><\/div><div role=\"region\" aria-expanded=\"false\" class=\"wp-block-ub-content-toggle-accordion-content-wrap ub-hide\" id=\"ub-content-toggle-panel-0-90de70f7-8791-4b31-b5af-a413861f859e\">\n\n<p class=\"text-justify\">Rozvoj neuronov\u00fdch s\u00edt\u00ed v posledn\u00edch letech v\u00fdrazn\u011b ovlivnil biometrick\u00fd v\u00fdzkum a p\u0159inesl do t\u00e9to oblasti nov\u00e9 mo\u017enosti. Historicky jsme se zam\u011b\u0159ovali na \u0161irokou \u0161k\u00e1lu biometrick\u00fdch t\u00e9mat, od v\u00fdvoje vlastn\u00edch algoritm\u016f pro rozpozn\u00e1v\u00e1n\u00ed a\u017e po detekci \u017eivosti a hodnocen\u00ed spolehlivosti senzor\u016f. Z forenzn\u00edch t\u00e9mat \u0159e\u0161\u00edme anal\u00fdzu kontextu sc\u00e9ny a v\u00fdvoj nov\u00fdch metod pro porovn\u00e1v\u00e1n\u00ed a digitalizaci stop. <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Aktu\u00e1ln\u011b \u0159e\u0161en\u00e1 t\u00e9mata<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Rozpozn\u00e1v\u00e1n\u00ed na z\u00e1klad\u011b \u017eil prstu<\/li>\n\n\n\n<li>V\u00fdvoj rozpozn\u00e1vac\u00edch algoritm\u016f pro forenzn\u00ed \u00fa\u010dely<\/li>\n\n\n\n<li>Detekce \u017eivosti a podvrhu biometrick\u00fdch charakteristik<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Vybran\u00e9 v\u00fdsledky<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Head Poses and Grimaces: Challenges for automated face identification algorithms?, publikace, 2024, <a href=\"https:\/\/www.fit.vut.cz\/research\/publication\/13141\/.cs\" data-type=\"link\" data-id=\"https:\/\/www.fit.vut.cz\/research\/publication\/13141\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>Facial Image Reconstruction and its Influence to Face Recognition, publikace, 2023, <a href=\"https:\/\/www.fit.vut.cz\/research\/publication\/13034\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>FaceAIKit: Library for face detection and recognition, software, 2023, <a href=\"https:\/\/www.fit.vut.cz\/research\/product\/813\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>State-of-the-Art in 3D Finger Vein Recognition and a Novel Mirror-Based 3D Finger Vein Imaging Device, publikace, 2022, <a href=\"https:\/\/www.fit.vut.cz\/research\/publication\/12695\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>On the fly biometric identification system using hand-geometry,  publikace, 2021, <a href=\"https:\/\/www.fit.vut.cz\/research\/publication\/12259\/.cs\">Detail<\/a><\/li>\n<\/ul>\n\n<\/div><\/div>\n\n<div class=\"wp-block-ub-content-toggle-accordion\">\n                <div class=\"wp-block-ub-content-toggle-accordion-title-wrap\"\" aria-controls=\"ub-content-toggle-panel-1-90de70f7-8791-4b31-b5af-a413861f859e\" tabindex=\"0\">\n                    <p class=\"wp-block-ub-content-toggle-accordion-title ub-content-toggle-title-90de70f7-8791-4b31-b5af-a413861f859e\"><strong>Senzory a edge computing<\/strong><\/p><div class=\"wp-block-ub-content-toggle-accordion-toggle-wrap right\"><span class=\"wp-block-ub-content-toggle-accordion-state-indicator wp-block-ub-chevron-down\"><\/span>\n                    <\/div><\/div><div role=\"region\" aria-expanded=\"false\" class=\"wp-block-ub-content-toggle-accordion-content-wrap ub-hide\" id=\"ub-content-toggle-panel-1-90de70f7-8791-4b31-b5af-a413861f859e\">\n\n<p>S rozvojem algoritm\u016f zalo\u017een\u00fdch na neuronov\u00fdch s\u00edt\u00edch se objevuj\u00ed i prost\u0159edky pro rychlou inferenci (v\u00fdpo\u010det) neuronov\u00fdch s\u00edt\u00ed, kter\u00e9 p\u0159in\u00e1\u0161ej\u00ed nejen nov\u00e9 mo\u017enosti pro biometrick\u00e9 za\u0159\u00edzen\u00ed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Aktu\u00e1ln\u011b \u0159e\u0161en\u00e1 t\u00e9mata<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Senzorick\u00e9 za\u0159\u00edzen\u00ed pro detekci laserov\u00e9ho svazku v otev\u0159en\u00e9m prostoru<\/li>\n\n\n\n<li>Technologie pro edge computing<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Vybran\u00e9 v\u00fdsledky<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Detekce laserov\u00e9ho svazku v otev\u0159en\u00e9m prostoru, software, 2023, <a href=\"https:\/\/www.fit.vut.cz\/research\/product\/798\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>Multimod\u00e1ln\u00ed sn\u00edma\u010d prostorov\u00e9 struktury krevn\u00edho \u0159e\u010di\u0161t\u011b prstu, u\u017eitn\u00fd vzor, 2023, <a href=\"https:\/\/www.fit.vut.cz\/research\/patent\/41\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>Za\u0159\u00edzen\u00ed pro biometrickou identifikaci pomoc\u00ed otisk\u016f prst\u016f a\/nebo vlastnost\u00ed rukou a metody pro biometrickou identifikaci pomoc\u00ed t\u011bchto charakteristik, patent, 2024, <a href=\"https:\/\/www.fit.vut.cz\/research\/patent\/49\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>Phenobottle 2: Algae cultivator for distributed optimization with temperature control and spectral density measurement, prototyp, 2022, <a href=\"https:\/\/www.fit.vut.cz\/research\/product\/736\/.cs\">Detail<\/a><\/li>\n<\/ul>\n\n<\/div><\/div>\n\n<div class=\"wp-block-ub-content-toggle-accordion\">\n                <div class=\"wp-block-ub-content-toggle-accordion-title-wrap\"\" aria-controls=\"ub-content-toggle-panel-2-90de70f7-8791-4b31-b5af-a413861f859e\" tabindex=\"0\">\n                    <p class=\"wp-block-ub-content-toggle-accordion-title ub-content-toggle-title-90de70f7-8791-4b31-b5af-a413861f859e\"><strong>Anal\u00fdza medic\u00ednsk\u00fdch dat<\/strong><\/p><div class=\"wp-block-ub-content-toggle-accordion-toggle-wrap right\"><span class=\"wp-block-ub-content-toggle-accordion-state-indicator wp-block-ub-chevron-down\"><\/span>\n                    <\/div><\/div><div role=\"region\" aria-expanded=\"false\" class=\"wp-block-ub-content-toggle-accordion-content-wrap ub-hide\" id=\"ub-content-toggle-panel-2-90de70f7-8791-4b31-b5af-a413861f859e\">\n\n<p>Zpracov\u00e1n\u00ed medic\u00ednsk\u00fdch dat je discipl\u00edna spojuj\u00edc\u00ed detekci, klasifikaci a segmentaci, p\u0159i\u010dem\u017e kl\u00ed\u010dovou roli hraje i propojen\u00ed t\u011bchto metod s textov\u00fdmi modely. C\u00edlem v\u00fdzkumu je zlep\u0161it diagnostick\u00e9 mo\u017enosti pro r\u016fzn\u00e1 onemocn\u011bn\u00ed.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Aktu\u00e1ln\u011b \u0159e\u0161en\u00e1 t\u00e9mata<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Anal\u00fdza biomedicinsk\u00fdch obrazov\u00fdch dat<\/li>\n\n\n\n<li>Rekonstrukce \u00fasek\u016f trachey pro sledov\u00e1n\u00ed progrese sten\u00f3zy<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Vybran\u00e9 v\u00fdsledky<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Jednotka pro transluminaci plic <a href=\"https:\/\/www.fit.vut.cz\/research\/product\/727\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>Speckle Tracking Echocardiography <a href=\"https:\/\/www.fit.vut.cz\/research\/product\/455\/.cs\">Detail<\/a><\/li>\n\n\n\n<li>Symptoms Detection in Eye Retina Image <a href=\"https:\/\/www.fit.vut.cz\/research\/publication\/11531\/.cs\">Detail<\/a><\/li>\n<\/ul>\n\n<\/div><\/div>\n<\/div>\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Zapojen\u00ed student\u016f<\/h3>\n\n\n\n<p>Pokud m\u00e1te z\u00e1jem o bakal\u00e1\u0159skou nebo diplomovou pr\u00e1ci \u010di projektovou praxi, nav\u0161tivte n\u00e1sleduj\u00edc\u00ed str\u00e1nku, kde zve\u0159ej\u0148ujeme dostupn\u00e1 t\u00e9mata.<\/p>\n\n\n\n<p><a href=\"https:\/\/strade.fit.vutbr.cz\/enis\/bpdp\/topics\">https:\/\/strade.fit.vutbr.cz\/enis\/bpdp\/topics<\/a><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-wide\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">Technologie<\/h3>\n\n\n\n<p>V r\u00e1mci v\u00fdzkumu a aplika\u010dn\u00edho v\u00fdvoje vyu\u017e\u00edv\u00e1me pokro\u010dil\u00e9 technologie, kter\u00e9 propojuj\u00ed experiment\u00e1ln\u00ed v\u00fdzkum s praktick\u00fdm nasazen\u00edm. Vybran\u00e9 z nich se staly z\u00e1kladem pro na\u0161e v\u00fdzkumn\u00e9 projekty, prototypy a pr\u016fmyslov\u00e9 aplikace. P\u0159\u00edkladem mohou b\u00fdt n\u00e1sleduj\u00edc\u00ed technologie.<\/p>\n\n\n\n<p><strong>Pro v\u00fdzkum<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Pokro\u010dil\u00e9 neuronov\u00e9 architektury:<\/strong> Vision Transformer (ViT), Swin Transformer, ArcFace, AdaFace<\/li>\n\n\n\n<li><strong>Generativn\u00ed a forenzn\u00ed modely:<\/strong> Diffusion a GAN s\u00edt\u011b pro synt\u00e9zu a detekci manipulovan\u00fdch obraz\u016f<\/li>\n\n\n\n<li><strong>Anal\u00fdza biomedic\u00ednsk\u00fdch dat:<\/strong> MONAI, nnU-Net, 3D Slicer \u2013 integrace segmenta\u010dn\u00edch a rekonstruk\u010dn\u00edch metod<\/li>\n\n\n\n<li><strong>Multimod\u00e1ln\u00ed u\u010den\u00ed a f\u00faze senzor\u016f:<\/strong> kombinace obrazov\u00fdch, textov\u00fdch a fyziologick\u00fdch dat<\/li>\n<\/ul>\n\n\n\n<p><strong>Pro nasazen\u00ed<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Edge AI platformy:<\/strong> NVIDIA Jetson, Intel OpenVINO, TensorRT \u2013 optimalizace model\u016f pro re\u00e1ln\u00fd provoz<\/li>\n\n\n\n<li><strong>Distribuovan\u00e9 zpracov\u00e1n\u00ed a orchestrace:<\/strong> Docker, Podman<\/li>\n\n\n\n<li><strong>Datov\u00e1 infrastruktura pro v\u00fdzkum:<\/strong> MLflow, Weights &amp; Biases \u2013 verzov\u00e1n\u00ed, sledov\u00e1n\u00ed experiment\u016f a replikovatelnost<\/li>\n\n\n\n<li><strong>Forenzn\u00ed a biometrick\u00e9 standardy:<\/strong> ISO\/IEC 19794, NIST NBIS, BioLab toolkit<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n","protected":false},"excerpt":{"rendered":"<p>Historicky se skupina zam\u011b\u0159ovala p\u0159edev\u0161\u00edm na v\u00fdzkum v oblasti biometrie, senzorick\u00fdch technologi\u00ed a bezpe\u010dnostn\u00edch aplikac\u00ed. Sou\u010dasn\u00fd v\u00fdzkumn\u00fd t\u00fdm STRaDe pokr\u00fdv\u00e1 t\u0159i navz\u00e1jem se prol\u00ednaj\u00edc\u00ed oblasti. Vzhledem k d\u016fle\u017eitosti praktick\u00e9ho vyu\u017eit\u00ed na\u0161ich v\u00fdsledk\u016f aktivn\u011b spolupracujeme se specialisty, kte\u0159\u00ed je mohou uplatnit v praxi. Oblasti Zapojen\u00ed student\u016f Pokud m\u00e1te z\u00e1jem o bakal\u00e1\u0159skou [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"ub_ctt_via":"","footnotes":""},"class_list":["post-93","page","type-page","status-publish","hentry"],"featured_image_src":null,"_links":{"self":[{"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/pages\/93","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/comments?post=93"}],"version-history":[{"count":61,"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/pages\/93\/revisions"}],"predecessor-version":[{"id":1258,"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/pages\/93\/revisions\/1258"}],"wp:attachment":[{"href":"https:\/\/strade.fit.vutbr.cz\/index.php\/wp-json\/wp\/v2\/media?parent=93"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}