{"id":27236,"date":"2025-12-22T17:29:19","date_gmt":"2025-12-22T16:29:19","guid":{"rendered":"https:\/\/semmelweis.hu\/emk\/?p=27236"},"modified":"2026-05-14T17:37:37","modified_gmt":"2026-05-14T15:37:37","slug":"hatekony-es-skalazhato-tanitoadat-keszites-automatizalt-pollenmonitorozashoz","status":"publish","type":"post","link":"https:\/\/semmelweis.hu\/emk\/2025\/12\/22\/hatekony-es-skalazhato-tanitoadat-keszites-automatizalt-pollenmonitorozashoz\/","title":{"rendered":"Hat\u00e9kony \u00e9s sk\u00e1l\u00e1zhat\u00f3 tan\u00edt\u00f3adat-k\u00e9sz\u00edt\u00e9s automatiz\u00e1lt pollenmonitoroz\u00e1shoz"},"content":{"rendered":"<p style=\"text-align: justify\"><span style=\"font-weight: 400\">A leveg\u0151ben tal\u00e1lhat\u00f3 <\/span><b>pollenek <\/b><span style=\"font-weight: 400\">automatikus felismer\u00e9se fontos szerepet j\u00e1tszik az allergia-el\u0151rejelz\u00e9sben, az \u00f6kol\u00f3giai monitoroz\u00e1sban \u00e9s a biodiverzit\u00e1s-kutat\u00e1sban. A kutat\u00e1sban az <\/span><a href=\"https:\/\/semmelweis.hu\/adatvezerelt-egeszseg\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400\">Eg\u00e9szs\u00e9gbiztons\u00e1g Nemzeti Laborat\u00f3rium\u00a0Adatvez\u00e9relt Eg\u00e9szs\u00e9g D\u00edvizi\u00f3 <\/span><\/a><span style=\"font-weight: 400\">fejleszt\u0151csapata vettek r\u00e9szt, akik hozz\u00e1j\u00e1rultak a m\u00f3dszertani fejleszt\u00e9sekhez \u00e9s az elemz\u00e9sekhez. A <a href=\"https:\/\/www.nature.com\/srep\" target=\"_blank\" rel=\"noopener\">Scientific Reports<\/a>ban megjelent publik\u00e1ci\u00f3t munkat\u00e1rsunk, <\/span><b>Dr. Pollner P\u00e9ter<\/b><span style=\"font-weight: 400\"> jegyzi.\u00a0<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"font-weight: 400\">A f\u0151 kih\u00edv\u00e1s tov\u00e1bbra is a nagy mennyis\u00e9g\u0171, megb\u00edzhat\u00f3 tan\u00edt\u00f3adat el\u0151\u00e1ll\u00edt\u00e1sa, amely hagyom\u00e1nyosan jelent\u0151s, munkaig\u00e9nyes k\u00e9zi jel\u00f6l\u00e9st ig\u00e9nyel.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"font-weight: 400\">A tanulm\u00e1ny egy <\/span><b>er\u0151sen automatiz\u00e1lt, sk\u00e1l\u00e1zhat\u00f3 adatgener\u00e1l\u00e1si \u00e9s tan\u00edt\u00e1si keretrendszer<\/b><span style=\"font-weight: 400\">t mutat be, amely k\u00e9pes sok mikroszk\u00f3pos k\u00e9pr\u0151l \u00f6n\u00e1ll\u00f3an megtanulni \u00e9s t\u00f6bb t\u00edzezer pontos p\u00e9ld\u00e1t el\u0151\u00e1ll\u00edtani. Ehhez modern <\/span><b>mesters\u00e9gesintelligencia-modelleket<\/b><span style=\"font-weight: 400\"> haszn\u00e1ltak, amelyek kev\u00e9s indul\u00f3 inform\u00e1ci\u00f3b\u00f3l is k\u00e9pesek felismerni a polleneket, majd egy finom\u00edt\u00f3 l\u00e9p\u00e9s tov\u00e1bb jav\u00edtja az eredm\u00e9nyeket. Ennek k\u00f6sz\u00f6nhet\u0151en a kor\u00e1bbihoz k\u00e9pest sokkal gyorsabban \u00e9s kevesebb emberi munk\u00e1val lehet nagy mennyis\u00e9g\u0171, j\u00f3 min\u0151s\u00e9g\u0171 tan\u00edt\u00f3adatot l\u00e9trehozni.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"font-weight: 400\">A rendszert t\u00f6bb szinten valid\u00e1lt\u00e1k (szak\u00e9rt\u0151i ellen\u0151rz\u00e9s, r\u00e9szlet-szint\u0171 oszt\u00e1lyoz\u00e1s, teljes automatikus felismer\u00e9s), h\u00e1rom eur\u00f3pai r\u00e9gi\u00f3 adataira \u00e9p\u00edtve, h\u00e9t k\u00fcl\u00f6nb\u00f6z\u0151 pollent\u00edpuson tesztelve. Az eredm\u00e9nyek azt mutatt\u00e1k, hogy a rendszer megb\u00edzhat\u00f3an m\u0171k\u00f6dik, b\u00e1r az elt\u00e9r\u0151 orsz\u00e1gokb\u00f3l sz\u00e1rmaz\u00f3 mint\u00e1k n\u00e9ha nehez\u00edtik az \u00e1ltal\u00e1nos\u00edt\u00e1st.<\/span><\/p>\n<p style=\"text-align: justify\"><span style=\"font-weight: 400\">A k\u00fcl\u00f6nb\u00f6z\u0151 mesters\u00e9gesintelligencia-modellek \u00f6sszehasonl\u00edt\u00e1sa sor\u00e1n kider\u00fclt, hogy bizonyos modern, transzform\u00e1tor-alap\u00fa megold\u00e1sok nagyon j\u00f3l m\u0171k\u00f6dnek a k\u00e9pek \u201emeg\u00e9rt\u00e9s\u00e9ben\u201d, m\u00edg egy r\u00e9gebbi, de bev\u00e1lt modell is er\u0151s teljes\u00edtm\u00e9nyt ny\u00fajtott a val\u00f3s, mindennapi mint\u00e1kon. K\u00fcl\u00f6n\u00f6sen a <\/span><b>parlagf\u0171 pollen<\/b><span style=\"font-weight: 400\"> detekt\u00e1l\u00e1sa bizonyult megb\u00edzhat\u00f3nak, ami k\u00f6zeg\u00e9szs\u00e9g\u00fcgyi szempontb\u00f3l kiemelt jelent\u0151s\u00e9g\u0171, hiszen Eur\u00f3p\u00e1ban ez az egyik leggyakoribb allerg\u00e9n n\u00f6v\u00e9ny.<\/span><\/p>\n<div class=\"w-100 fontos_div\" style=\"text-align: justify\"><span style=\"font-weight: 400\">Az eredeti angol nyelv\u0171 publik\u00e1ci\u00f3 teljes terjedelm\u00e9ben itt \u00e9rhet\u0151 el: <\/span><a href=\"https:\/\/www.nature.com\/articles\/s41598-025-31646-2#Sec10\" target=\"_blank\" rel=\"noopener\"><b>Efficient and scalable training set generation for automated pollen monitoring with Hirst-type samplers<\/b><\/a><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-27210\" src=\"https:\/\/semmelweis.hu\/emk\/files\/2026\/05\/262_kozlemeny_EMK_cover.jpg\" alt=\"Efficient and scalable training set generation for automated pollen monitoring with Hirst-type samplers\" width=\"800\" height=\"400\" srcset=\"https:\/\/semmelweis.hu\/emk\/files\/2026\/05\/262_kozlemeny_EMK_cover.jpg 800w, https:\/\/semmelweis.hu\/emk\/files\/2026\/05\/262_kozlemeny_EMK_cover-400x200.jpg 400w, https:\/\/semmelweis.hu\/emk\/files\/2026\/05\/262_kozlemeny_EMK_cover-768x384.jpg 768w, https:\/\/semmelweis.hu\/emk\/files\/2026\/05\/262_kozlemeny_EMK_cover-753x377.jpg 753w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>A leveg\u0151ben tal\u00e1lhat\u00f3 pollenek automatikus felismer\u00e9se fontos szerepet j\u00e1tszik az allergia-el\u0151rejelz\u00e9sben, az \u00f6kol\u00f3giai monitoroz\u00e1sban \u00e9s a biodiverzit\u00e1s-kutat\u00e1sban. A kutat\u00e1sban az <a href=\"https:\/\/semmelweis.hu\/adatvezerelt-egeszseg\/\" target=\"_blank\" rel=\"noopener\">Eg\u00e9szs\u00e9gbiztons\u00e1g Nemzeti Laborat\u00f3rium\u00a0Adatvez\u00e9relt Eg\u00e9szs\u00e9g D\u00edvizi\u00f3 <\/a> fejleszt\u0151csapata vettek r\u00e9szt, akik hozz\u00e1j\u00e1rultak a m\u00f3dszertani fejleszt\u00e9sekhez \u00e9s az elemz\u00e9sekhez. A <a href=\"https:\/\/www.nature.com\/srep\" target=\"_blank\" rel=\"noopener\">Scientific Reports<\/a> ban megjelent publik\u00e1ci\u00f3t munkat\u00e1rsunk, Dr. Pollner P\u00e9ter jegyzi.\u00a0 A f\u0151 kih\u00edv\u00e1s tov\u00e1bbra is a nagy mennyis\u00e9g\u0171, megb\u00edzhat\u00f3 tan\u00edt\u00f3adat el\u0151\u00e1ll\u00edt\u00e1sa, amely hagyom\u00e1nyosan jelent\u0151s, munkaig\u00e9nyes &hellip;<\/p>\n","protected":false},"author":102350,"featured_media":27210,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[6],"tags":[294,1296,531],"class_list":["post-27236","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hirek","tag-mesterseges-intelligencia","tag-pollen","tag-scientific-reports"],"acf":[],"_links":{"self":[{"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/posts\/27236","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/users\/102350"}],"replies":[{"embeddable":true,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/comments?post=27236"}],"version-history":[{"count":2,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/posts\/27236\/revisions"}],"predecessor-version":[{"id":27238,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/posts\/27236\/revisions\/27238"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/media\/27210"}],"wp:attachment":[{"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/media?parent=27236"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/categories?post=27236"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/semmelweis.hu\/emk\/wp-json\/wp\/v2\/tags?post=27236"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}