{"id":29868,"date":"2022-07-08T07:08:50","date_gmt":"2022-07-08T07:08:50","guid":{"rendered":"https:\/\/www.zaptest.com\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti"},"modified":"2022-07-08T07:08:50","modified_gmt":"2022-07-08T07:08:50","slug":"pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti","title":{"rendered":"Po\u010d\u00edta\u010dov\u00e9 videnie je bud\u00facnos\u0165ou automatiz\u00e1cie testovania softv\u00e9ru &#8211; hist\u00f3ria minulosti, s\u00fa\u010dasnosti a bud\u00facnosti"},"content":{"rendered":"<p>Technol\u00f3gie sa neust\u00e1le vyv\u00edjaj\u00fa a s\u00fa prepojen\u00e9 so v\u0161etk\u00fdm, \u010do rob\u00edme v osobnom a pracovnom \u017eivote. Technol\u00f3gie s\u00fa z\u00e1kladom na\u0161ej spolo\u010dnosti a maj\u00e1kom neust\u00e1leho rastu &#8211; od smartf\u00f3nov a\u017e po najmodernej\u0161ie po\u010d\u00edta\u010dov\u00e9 rozhrania. Po\u010d\u00edta\u010dov\u00e9 videnie je na \u010dele tohto sveta a je pripraven\u00e9 zmeni\u0165 sp\u00f4sob, ak\u00fdm podnik\u00e1me.<\/p>\n<p>Vyu\u017eitie n\u00e1strojov po\u010d\u00edta\u010dov\u00e9ho videnia ako s\u00fa\u010dasti automatiz\u00e1cie testovania softv\u00e9ru je \u010fal\u0161\u00edm krokom v technologickej revol\u00facii. Hr\u00e1 rozhoduj\u00facu \u00falohu v mnoh\u00fdch ka\u017edodenn\u00fdch \u010dinnostiach a v s\u00fa\u010dasnosti sa zameriava na zdokonalenie na\u0161ich ka\u017edodenn\u00fdch \u00faloh pri s\u00fa\u010dasnom zni\u017eovan\u00ed po\u010dtu ch\u00fdb, zlep\u0161ovan\u00ed kvality a zvy\u0161ovan\u00ed hospod\u00e1rskeho v\u00fdsledku.<\/p>\n<h2><\/h2>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #b90000;color:#b90000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #b90000;color:#b90000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Co_je_pocitacove_videnie\" >\u010co je po\u010d\u00edta\u010dov\u00e9 videnie?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Ako_funguje_pocitacove_videnie\" >Ako funguje po\u010d\u00edta\u010dov\u00e9 videnie?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Historia_pocitacoveho_videnia\" >Hist\u00f3ria po\u010d\u00edta\u010dov\u00e9ho videnia<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Aplikacie_technologii_pocitacoveho_videnia\" >Aplik\u00e1cie technol\u00f3gi\u00ed po\u010d\u00edta\u010dov\u00e9ho videnia<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Rozpoznavanie_tvare\" >Rozpozn\u00e1vanie tv\u00e1re<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Doprava_jazda_a_automobilovy_priemysel\" >Doprava, jazda a automobilov\u00fd priemysel<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#1_Dopravne_modely_a_podpora_organov_cinnych_v_trestnom_konani\" >1. Dopravn\u00e9 modely a podpora org\u00e1nov \u010dinn\u00fdch v trestnom konan\u00ed<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#2_Kontrola_parkovania\" >2. Kontrola parkovania<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#3_Samojazdiace_vozidla\" >3. Samojazdiace vozidl\u00e1<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Odvetvie_zdravotnej_starostlivosti\" >Odvetvie zdravotnej starostlivosti<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Podpora_maloobchodu\" >Podpora maloobchodu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Polnohospodarske_aplikacie\" >Po\u013enohospod\u00e1rske aplik\u00e1cie<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Automatizacia_vyroby\" >Automatiz\u00e1cia v\u00fdroby<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Pocitacove_videnie_v_automatizacii_testovania_softveru_%E2%80%93_pribeh_minulosti_sucasnosti_a_buducnosti\" >Po\u010d\u00edta\u010dov\u00e9 videnie v automatiz\u00e1cii testovania softv\u00e9ru &#8211; pr\u00edbeh minulosti, s\u00fa\u010dasnosti a bud\u00facnosti<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Vyvoj_pocitacoveho_videnia_v_testovani_softveru_%E2%80%93_historia\" >V\u00fdvoj po\u010d\u00edta\u010dov\u00e9ho videnia v testovan\u00ed softv\u00e9ru &#8211; hist\u00f3ria<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Ako_sa_pocitacove_videnie_pouziva_pri_automatizacii_testovania_softveru_%E2%80%93_sucasnost\" >Ako sa po\u010d\u00edta\u010dov\u00e9 videnie pou\u017e\u00edva pri automatiz\u00e1cii testovania softv\u00e9ru &#8211; s\u00fa\u010dasnos\u0165<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Nove_vyuzitie_pocitacoveho_videnia_v_automatizacii_testovania_softveru_%E2%80%93_buducnost\" >Nov\u00e9 vyu\u017eitie po\u010d\u00edta\u010dov\u00e9ho videnia v automatiz\u00e1cii testovania softv\u00e9ru &#8211; bud\u00facnos\u0165<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Vyhody_pocitacoveho_videnia_pri_automatizacii_testovania_softveru\" >V\u00fdhody po\u010d\u00edta\u010dov\u00e9ho videnia pri automatiz\u00e1cii testovania softv\u00e9ru<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Znizuje_pocet_mrtvych_uhlov\" >Zni\u017euje po\u010det m\u0155tvych uhlov<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Rychle_testovanie\" >R\u00fdchle testovanie<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Neustale_sa_zlepsujuca\" >Neust\u00e1le sa zlep\u0161uj\u00faca<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Automatizovane_testovanie_grafickeho_rozhrania\" >Automatizovan\u00e9 testovanie grafick\u00e9ho rozhrania<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Vyzvy_pocitacoveho_videnia_pri_automatizacii_testovania_softveru\" >V\u00fdzvy po\u010d\u00edta\u010dov\u00e9ho videnia pri automatiz\u00e1cii testovania softv\u00e9ru<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Zavislost_od_kvality_obrazu\" >Z\u00e1vislos\u0165 od kvality obrazu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Skreslene_ucenie\" >Skreslen\u00e9 u\u010denie<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Vypoctove_naklady\" >V\u00fdpo\u010dtov\u00e9 n\u00e1klady<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Obmedzenia_sucasnych_nastrojov_na_automatizaciu_softveru\" >Obmedzenia s\u00fa\u010dasn\u00fdch n\u00e1strojov na automatiz\u00e1ciu softv\u00e9ru<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Ako_zacat_testovat_softver_pomocou_pocitacoveho_videnia_nastroja_s_nizkym_kodom\" >Ako za\u010da\u0165 testova\u0165 softv\u00e9r pomocou po\u010d\u00edta\u010dov\u00e9ho videnia, n\u00e1stroja s n\u00edzkym k\u00f3dom<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Casto_kladene_otazky\" >\u010casto kladen\u00e9 ot\u00e1zky<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Co_je_testovanie_pocitacoveho_videnia\" >\u010co je testovanie po\u010d\u00edta\u010dov\u00e9ho videnia?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Potrebuje_testovanie_pocitacoveho_videnia_kodovanie\" >Potrebuje testovanie po\u010d\u00edta\u010dov\u00e9ho videnia k\u00f3dovanie?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Ake_zrucnosti_potrebujete_na_automatizaciu_testovania_softveru_pocitacoveho_videnia\" >Ak\u00e9 zru\u010dnosti potrebujete na automatiz\u00e1ciu testovania softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/www.zaptest.com\/sk\/pocitacove-videnie-je-buducnostou-automatizacie-testovania-softveru-historia-minulosti-sucasnosti-a-buducnosti\/#Nastroje_pocitacoveho_videnia_pre_automatizaciu_testovania_softveru\" >N\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho videnia pre automatiz\u00e1ciu testovania softv\u00e9ru<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Co_je_pocitacove_videnie\"><\/span>\u010co je po\u010d\u00edta\u010dov\u00e9 videnie?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Najjednoduch\u0161ie povedan\u00e9, po\u010d\u00edta\u010dov\u00e9 videnie spo\u010d\u00edva v tom, \u017ee po\u010d\u00edta\u010d nau\u010d\u00edte pozera\u0165 a spr\u00e1vne interpretova\u0165 obr\u00e1zky ako \u010dlovek. Ide o zlo\u017eit\u00fa, \u0161pi\u010dkov\u00fa technol\u00f3giu, ktor\u00e1 sa opiera o umel\u00fa inteligenciu (AI) a strojov\u00e9 u\u010denie.<\/p>\n<p><iframe loading=\"lazy\" title=\"Danielle Casey of Gartner on Computer Vision\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/Q0icrd2twN8?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Po\u010d\u00edta\u010dov\u00e9 videnie je \u010fal\u0161\u00edm krokom k tomu, aby po\u010d\u00edta\u010de vykon\u00e1vali \u013eudsk\u00e9 \u00falohy s cie\u013eom zv\u00fd\u0161i\u0165 efekt\u00edvnos\u0165 a zn\u00ed\u017ei\u0165 po\u010det ch\u00fdb. Tento multidisciplin\u00e1rny pr\u00edstup umo\u017e\u0148uje po\u010d\u00edta\u010dom konvertova\u0165 obr\u00e1zky na \u010ditate\u013en\u00e9 \u00fadaje a interpretova\u0165, ako tieto inform\u00e1cie s\u00favisia.<\/p>\n<p>Tento proces je e\u0161te o krok \u010falej a umo\u017e\u0148uje po\u010d\u00edta\u010dom \u010d\u00edta\u0165 sc\u00e9nu a formulova\u0165 vhodn\u00fa reakciu. Po\u010d\u00edta\u010dov\u00e9 videnie m\u00f4\u017ee napr\u00edklad pom\u00f4c\u0165 samojazdiacim aut\u00e1m rozpozna\u0165 prek\u00e1\u017eky, aby sa vyhli kol\u00edzii, alebo podpori\u0165 <a href=\"https:\/\/www.zaptest.com\/rpa\">n\u00e1stroje robotickej automatiz\u00e1cie procesov<\/a> (RPA) na vytvorenie efekt\u00edvnej\u0161ieho pracovn\u00e9ho postupu.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Ako_funguje_pocitacove_videnie\"><\/span>Ako funguje po\u010d\u00edta\u010dov\u00e9 videnie?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Po\u010d\u00edta\u010d nikdy nebude vidie\u0165 tak ako my, preto\u017ee po\u010d\u00edta\u010dom ch\u00fdbaj\u00fa o\u010di, ktor\u00e9 by prij\u00edmali a prekladali vstupy do mozgu. Technol\u00f3gia po\u010d\u00edta\u010dov\u00e9ho videnia sa preto spolieha na zlo\u017eit\u00fa symf\u00f3niu \u00fadajov a algoritmov, ktor\u00e9 odr\u00e1\u017eaj\u00fa sp\u00f4sob, ak\u00fdm \u013eudsk\u00e9 o\u010di prij\u00edmaj\u00fa obrazy a prekladaj\u00fa ich do mozgu.<\/p>\n<p>Je d\u00f4le\u017eit\u00e9 poznamena\u0165, \u017ee st\u00e1le \u00faplne nerozumieme tomu, ako funguje \u013eudsk\u00fd mozog. V\u00e4\u010d\u0161ina \u013eud\u00ed m\u00e1 z\u00e1kladn\u00fa predstavu o tom, \u017ee o\u010di prij\u00edmaj\u00fa inform\u00e1cie, prekladaj\u00fa ich a pren\u00e1\u0161aj\u00fa spr\u00e1vy do mozgu. Neurol\u00f3govia v\u0161ak vedia poveda\u0165, \u017ee \u013eudsk\u00fd zrak je ove\u013ea zlo\u017eitej\u0161\u00ed a \u017ee st\u00e1le len obmedzene ch\u00e1peme, ako n\u00e1\u0161 mozog funguje.<\/p>\n<p><iframe loading=\"lazy\" title=\"How Computer Vision Works\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/OcycT1Jwsns?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Tieto obmedzenia v ch\u00e1pan\u00ed sa pren\u00e1\u0161aj\u00fa na in\u017einiera po\u010d\u00edta\u010dov\u00e9ho videnia, ktor\u00fd sa sna\u017e\u00ed nau\u010di\u0165 po\u010d\u00edta\u010d vidie\u0165. \u00dadaje a algoritmy pou\u017e\u00edvan\u00e9 na tr\u00e9novanie po\u010d\u00edta\u010da na &#8222;videnie&#8220; a interpret\u00e1ciu obr\u00e1zkov s\u00fa st\u00e1le obmedzen\u00e9 na z\u00e1klade na\u0161ich poznatkov o tom, ako \u013eudsk\u00e9 o\u010di a mozog vz\u00e1jomne p\u00f4sobia.<\/p>\n<p>Technol\u00f3gia po\u010d\u00edta\u010dov\u00e9ho videnia sa v s\u00fa\u010dasnosti opiera o rozpozn\u00e1vanie vzorov a pokro\u010dil\u00e9 technol\u00f3gie. Strojov\u00e9 u\u010denie a konvolu\u010dn\u00e9 neur\u00f3nov\u00e9 siete (CNN) umo\u017e\u0148uj\u00fa po\u010d\u00edta\u010dom rozklada\u0165 obr\u00e1zky, interpretova\u0165 \u00fadaje a identifikova\u0165 polo\u017eky.<\/p>\n<p>In\u017einieri po\u010d\u00edta\u010dov\u00e9ho videnia pou\u017e\u00edvaj\u00fa strojov\u00e9 u\u010denie na to, aby nau\u010dili po\u010d\u00edta\u010de klasifikova\u0165 obr\u00e1zky tak, \u017ee im poskytn\u00fa tis\u00edce obr\u00e1zkov objektu. Ka\u017ed\u00fd obr\u00e1zok je ozna\u010den\u00fd \u0161t\u00edtkami a zna\u010dkami, ktor\u00e9 identifikuj\u00fa, o \u010do ide, napr\u00edklad o auto alebo psa.<\/p>\n<p>CNN vylep\u0161uje procesy strojov\u00e9ho u\u010denia, ktor\u00e9 pom\u00e1haj\u00fa po\u010d\u00edta\u010du vytvori\u0165 pixelov\u00fa reprezent\u00e1ciu objektu. Po\u010d\u00edta\u010d na z\u00e1klade pixelov a s\u00favisiacich \u0161t\u00edtkov predpoved\u00e1, o ak\u00fd objekt ide, a priebe\u017ene kontroluje jeho presnos\u0165, k\u00fdm nedosiahne konzistentn\u00fa a spr\u00e1vnu identifik\u00e1ciu.<\/p>\n<p>Po\u010d\u00edta\u010dov\u00e9 videnie sa dokonca roz\u0161iruje na re\u0165azce obr\u00e1zkov a vide\u00ed pomocou rekurentnej neur\u00f3novej siete (RNN). Pou\u017eitie RNN umo\u017e\u0148uje po\u010d\u00edta\u010dom identifikova\u0165 a sp\u00e1ja\u0165 viacero obr\u00e1zkov.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Historia_pocitacoveho_videnia\"><\/span>Hist\u00f3ria po\u010d\u00edta\u010dov\u00e9ho videnia<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Technol\u00f3gia po\u010d\u00edta\u010dov\u00e9ho videnia vznikla v roku 1959, ke\u010f Russell Kirsch naskenoval do po\u010d\u00edta\u010da obr\u00e1zok svojho syna. Podobize\u0148 Kirschovho mal\u00e9ho syna sa stala <a href=\"https:\/\/www.wired.com\/2010\/06\/smoothing-square-pixels\/\">prv\u00fdm digit\u00e1lnym obrazom<\/a> v celej svojej zrnitej kr\u00e1se a od\u0161tartovala \u00faplne nov\u00e9 odvetvie po\u010d\u00edta\u010dovej vedy a v\u00fdvoja umelej inteligencie.<\/p>\n<p>O nieko\u013eko rokov nesk\u00f4r Larry Roberts nap\u00edsal svoju <a href=\"https:\/\/dspace.mit.edu\/handle\/1721.1\/11589\">doktorsk\u00fa pr\u00e1cu o<\/a> schopnosti pou\u017e\u00edva\u0165 dvojrozmern\u00e9 obr\u00e1zky na z\u00edskavanie trojrozmern\u00fdch inform\u00e1ci\u00ed o pevn\u00fdch predmetoch. Jeho pr\u00e1ca ur\u010dila smer pre desa\u0165ro\u010dia pokroku a roz\u0161\u00edrila jeho sl\u00e1vu ako otca internetu.<\/p>\n<p><iframe loading=\"lazy\" title=\"Computer Vision - Lecture 1.3 (Introduction: History of Computer Vision)\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/hCewSTTOt_4?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>V\u010faka t\u00fdmto prv\u00fdm priekopn\u00edkom h\u013eadali po\u010d\u00edta\u010dov\u00ed in\u017einieri na celom svete nov\u00e9 sp\u00f4soby, ako premeni\u0165 obr\u00e1zky re\u00e1lneho sveta na \u00fadaje, ktor\u00e9 by po\u010d\u00edta\u010d mohol rozpozna\u0165, triedi\u0165, spracova\u0165 a reagova\u0165 na ne.<\/p>\n<p>V roku 1980 sa objavil neokognitron, ran\u00e1 verzia dne\u0161nej CNN, ktor\u00fa vytvoril <a href=\"https:\/\/www.rctn.org\/bruno\/public\/papers\/Fukushima1980.pdf\">Kunihiko Fuku\u0161ima<\/a>. Za\u010diatkom 90. rokov sa objavil video doh\u013ead na bankomatoch a o necel\u00e9 desa\u0165ro\u010die nesk\u00f4r v\u00fdskumn\u00edci z MIT predstavili prv\u00fd syst\u00e9m na <a href=\"https:\/\/dspace.mit.edu\/bitstream\/handle\/1721.1\/7171\/AIM-2001-010.pdf?sequence=2&amp;isAllowed=y\">detekciu tv\u00e1re v re\u00e1lnom \u010dase<\/a>.<\/p>\n<p>V\u00fdskumn\u00ed pracovn\u00edci, in\u017einieri a v\u00fdvoj\u00e1ri zr\u00fdchlili tempo v neust\u00e1lom \u00fasil\u00ed o dosiahnutie najlep\u0161\u00edch mo\u017en\u00fdch rie\u0161en\u00ed po\u010d\u00edta\u010dov\u00e9ho videnia. Google, Facebook, Apple, Amazon a dokonca aj medzin\u00e1rodn\u00e9 vl\u00e1dy vst\u00fapili do tejto oblasti, aby vyvinuli technol\u00f3giu po\u010d\u00edta\u010dov\u00e9ho videnia od rozpozn\u00e1vania tv\u00e1re a\u017e po samojazdiace aut\u00e1.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Aplikacie_technologii_pocitacoveho_videnia\"><\/span>Aplik\u00e1cie technol\u00f3gi\u00ed po\u010d\u00edta\u010dov\u00e9ho videnia<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nie v\u017edy je \u013eahk\u00e9 vidie\u0165 rozsiahle aplik\u00e1cie a v\u00fdhody technol\u00f3gi\u00ed, k\u00fdm neurob\u00edte krok sp\u00e4\u0165. Hoci Larry Roberts mo\u017eno vedel, \u017ee jeho n\u00e1pady bud\u00fa prevratn\u00e9 a zmenia \u017eivot, pravdepodobne nepredpokladal v\u0161etky mo\u017enosti vyu\u017eitia po\u010d\u00edta\u010dov\u00e9ho videnia.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rozpoznavanie_tvare\"><\/span>Rozpozn\u00e1vanie tv\u00e1re<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Azda najpopul\u00e1rnej\u0161\u00edm a najkontroverznej\u0161\u00edm vyu\u017eit\u00edm technol\u00f3gie po\u010d\u00edta\u010dov\u00e9ho videnia je rozpozn\u00e1vanie tv\u00e1re. Mo\u017enosti vyu\u017eitia s\u00fa takmer nekone\u010dn\u00e9 a siahaj\u00fa od osobn\u00e9ho pou\u017eitia a\u017e po verejn\u00e9 bezpe\u010dnostn\u00e9 opatrenia.<\/p>\n<ul>\n<li>Facebook ho pou\u017e\u00edva na to, aby pou\u017e\u00edvatelia mohli ozna\u010dova\u0165 \u013eud\u00ed na zdie\u013ean\u00fdch obr\u00e1zkoch.<\/li>\n<li>Org\u00e1ny \u010dinn\u00e9 v trestnom konan\u00ed m\u00f4\u017eu vyu\u017e\u00edva\u0165 videokan\u00e1ly na identifik\u00e1ciu zlo\u010dincov.<\/li>\n<li>Banky m\u00f4\u017eu monitorova\u0165 bankomaty v re\u00e1lnom \u010dase a identifikova\u0165 podozriv\u00fa aktivitu s cie\u013eom zv\u00fd\u0161i\u0165 bezpe\u010dnos\u0165 a ochranu.<\/li>\n<li>Jednotlivci m\u00f4\u017eu otvori\u0165 svoj telef\u00f3n poh\u013eadom do fotoapar\u00e1tu.<\/li>\n<\/ul>\n<p>Hoci tieto aplik\u00e1cie zvy\u0161uj\u00fa efektivitu a pre v\u00e4\u010d\u0161inu \u013eud\u00ed maj\u00fa zmysel, technol\u00f3gia rozpozn\u00e1vania tv\u00e1re zost\u00e1va v niektor\u00fdch odvetviach kontroverzn\u00e1, predov\u0161etk\u00fdm v s\u00favislosti s <a href=\"https:\/\/www.gao.gov\/products\/gao-21-526\">vl\u00e1dnymi opatreniami doh\u013eadu<\/a>. Hoci rozpozn\u00e1vanie tv\u00e1re m\u00f4\u017ee zv\u00fd\u0161i\u0165 bezpe\u010dnos\u0165 a ochranu, je potrebn\u00e9 stanovi\u0165 hranice a pr\u00e1vne predpisy na ochranu s\u00fakromia.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Doprava_jazda_a_automobilovy_priemysel\"><\/span>Doprava, jazda a automobilov\u00fd priemysel<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Po\u010d\u00edta\u010dov\u00e9 videnie zmenilo sp\u00f4sob jazdy a rie\u0161enie dopravy. Otvoril dvere adapt\u00edvnym technol\u00f3gi\u00e1m na zlep\u0161enie z\u00e1\u017eitku z jazdy a pom\u00e1ha mest\u00e1m zn\u00ed\u017ei\u0165 dopravn\u00e9 z\u00e1pchy rie\u0161en\u00edm problematick\u00fdch ul\u00edc.<\/p>\n<p><iframe loading=\"lazy\" title=\"Computer Vision: Why Now and What\u2019s Ahead | Intel Software\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/tkl9ztyuVrI?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<h4><span class=\"ez-toc-section\" id=\"1_Dopravne_modely_a_podpora_organov_cinnych_v_trestnom_konani\"><\/span>1. Dopravn\u00e9 modely a podpora org\u00e1nov \u010dinn\u00fdch v trestnom konan\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Uzavret\u00e1 telev\u00edzia (CCTV) sa spolieha na po\u010d\u00edta\u010dov\u00e9 videnie, ktor\u00e9 sl\u00fa\u017ei na sledovanie a kategoriz\u00e1ciu vozidiel na r\u00f4zne \u00fa\u010dely. Mest\u00e1 m\u00f4\u017eu nielen monitorova\u0165 dopravu, ale aj vykon\u00e1va\u0165 rozsiahle anal\u00fdzy dopravn\u00fdch tokov s cie\u013eom ur\u010di\u0165 hor\u00face miesta a sp\u00f4soby, ako zmierni\u0165 dopravn\u00e9 z\u00e1pchy. Je mo\u017en\u00e9 ur\u010di\u0165, ako dlho trv\u00e1 prejs\u0165 \u00fasek dia\u013enice a identifikova\u0165 nehody.<\/p>\n<p>Okrem toho technol\u00f3gia po\u010d\u00edta\u010dov\u00e9ho videnia pom\u00e1ha org\u00e1nom \u010dinn\u00fdm v trestnom konan\u00ed zv\u00fd\u0161i\u0165 bezpe\u010dnos\u0165 na uliciach a zn\u00ed\u017ei\u0165 po\u010det neh\u00f4d. Kamery dok\u00e1\u017eu identifikova\u0165 vozidl\u00e1, ktor\u00e9 prekra\u010duj\u00fa r\u00fdchlos\u0165, a upozorni\u0165 policajtov na in\u00e9 priestupky. Takisto je mo\u017en\u00e9 monitorova\u0165 spr\u00e1vanie vodi\u010dov, napr\u00edklad rozpt\u00fdlen\u00e9 \u0161of\u00e9rovanie a pou\u017e\u00edvanie alebo nepou\u017e\u00edvanie bezpe\u010dnostn\u00fdch p\u00e1sov.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Kontrola_parkovania\"><\/span>2. Kontrola parkovania<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Ak ste niekedy vch\u00e1dzali do gar\u00e1\u017ee a jazdili dookola, aby ste zistili, \u017ee parkovisko je pln\u00e9, m\u00f4\u017eete oceni\u0165 v\u00fdhody po\u010d\u00edta\u010dov\u00e9ho videnia na kontrolu parkovania. Kamery dok\u00e1\u017eu identifikova\u0165 vo\u013en\u00e9 miesta a v pr\u00edpade, \u017ee je parkovisko pln\u00e9, odosielaj\u00fa inform\u00e1cie do po\u010d\u00edta\u010da. Zna\u010dky pri vjazde m\u00f4\u017eu upozorni\u0165 vodi\u010dov na pln\u00e9 parkovisk\u00e1 a pred\u00eds\u0165 tak probl\u00e9mom s hlavou pre v\u0161etk\u00fdch.<\/p>\n<p>Okrem toho m\u00f4\u017eu parkovisk\u00e1 s platen\u00fdm parkovan\u00edm monitorova\u0165 pozn\u00e1vacie zna\u010dky a jednotliv\u00e9 miesta, aby ur\u010dili, ako dlho auto zostane zaparkovan\u00e9. Majitelia pozemkov m\u00f4\u017eu zn\u00ed\u017ei\u0165 straty a sledova\u0165 svoje invest\u00edcie.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Samojazdiace_vozidla\"><\/span>3. Samojazdiace vozidl\u00e1<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Nie je \u013eahk\u00e9 n\u00e1js\u0165 auto bez nejakej formy technol\u00f3gie po\u010d\u00edta\u010dov\u00e9ho videnia. V\u00e4\u010d\u0161ina nov\u00fdch vozidiel m\u00e1 viacero aplik\u00e1ci\u00ed, ktor\u00e9 v\u00e1s zbavia mnoh\u00fdch dohadov, ako napr\u00edklad automatick\u00e9 parkovanie a tempomat.<\/p>\n<p>Hoci ide o relat\u00edvne nov\u00e9 technol\u00f3gie, na samojazdiacich aut\u00e1ch sa pracuje u\u017e desa\u0165ro\u010dia. <a href=\"https:\/\/www.epa.gov\/greenvehicles\/self-driving-vehicles\">Samojazdiace aut\u00e1<\/a> u\u017e nie s\u00fa odk\u00e1zan\u00e9 len na sci-fi filmy. Hoci v\u00e4\u010d\u0161ina vozidiel nie je plne auton\u00f3mna, niektor\u00e9 nepotrebuj\u00fa \u013eudsk\u00e9ho vodi\u010da, pokia\u013e situ\u00e1cia nepresahuje schopnosti vozidla, napr\u00edklad dopravn\u00e1 z\u00e1pcha.<\/p>\n<p>Samojazdiace vozidl\u00e1 sa spoliehaj\u00fa na cel\u00fd rad technol\u00f3gi\u00ed po\u010d\u00edta\u010dov\u00e9ho videnia, aby mohli fungova\u0165 bez \u013eudsk\u00e9ho vodi\u010da. Vozidl\u00e1 najvy\u0161\u0161ej \u00farovne maj\u00fa dostatok kamier a \u00fadajov na bezpe\u010dn\u00e9 man\u00e9vrovanie v uliciach v\u010faka pokro\u010dilej detekcii chodcov, detekcii dopravn\u00fdch zna\u010diek, predch\u00e1dzaniu kol\u00edzi\u00e1m a monitorovaniu stavu ciest.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Odvetvie_zdravotnej_starostlivosti\"><\/span>Odvetvie zdravotnej starostlivosti<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Odvetvie zdravotnej starostlivosti zost\u00e1va na \u010dele technologick\u00e9ho pokroku, preto\u017ee h\u013ead\u00e1me sp\u00f4soby, ako \u017ei\u0165 dlh\u0161ie a c\u00edti\u0165 sa zdrav\u0161ie. Nie je prekvapen\u00edm, \u017ee zdravotn\u00edctvo prijalo po\u010d\u00edta\u010dov\u00e9 videnie na detekciu rakoviny, klasifik\u00e1ciu buniek na identifik\u00e1ciu chor\u00f4b a najnov\u0161ie aj na diagnostiku COVID.<\/p>\n<p>Technici m\u00f4\u017eu tie\u017e pou\u017e\u00edva\u0165 po\u010d\u00edta\u010dov\u00e9 videnie na anal\u00fdzu pohybu s cie\u013eom identifikova\u0165 potenci\u00e1lne neurologick\u00e9 a muskuloskelet\u00e1lne ochorenia. Je u\u017eito\u010dn\u00fd pri rehabilit\u00e1cii, terapii a podpore cvi\u010denia pre osoby, ktor\u00e9 sa zotavuj\u00fa zo zranen\u00ed, a to prostredn\u00edctvom hodnotenia pohybu a demon\u0161tr\u00e1cie cvi\u010den\u00ed. O\u0161etruj\u00face zdroje m\u00f4\u017eu posla\u0165 pacienta domov alebo do asistovanej starostlivosti s videami, ktor\u00e9 ho usmer\u0148uj\u00fa k spr\u00e1vnym pohybom, aby sa zabr\u00e1nilo \u010fal\u0161\u00edm zraneniam a bezpe\u010dne sa ur\u00fdchlilo zotavenie.<\/p>\n<p>Jednou z hlavn\u00fdch nov\u00fdch aplik\u00e1ci\u00ed po\u010d\u00edta\u010dov\u00e9ho videnia v medic\u00edne je tr\u00e9ning zru\u010dnost\u00ed. Rezidenti, lek\u00e1ri a chirurgovia m\u00f4\u017eu absolvova\u0165 v\u00fdcvik lek\u00e1rskych zru\u010dnost\u00ed prostredn\u00edctvom virtu\u00e1lnych platforiem, ktor\u00e9 im umo\u017enia bezpe\u010dne simulova\u0165 oper\u00e1cie a postupy pred t\u00fdm, ako sa pustia do re\u00e1lnych pr\u00edpadov.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Podpora_maloobchodu\"><\/span>Podpora maloobchodu<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Softv\u00e9rov\u00e1 automatiz\u00e1cia po\u010d\u00edta\u010dov\u00e9ho videnia podporuje maloobchodn\u00e9 predajne t\u00fdm, \u017ee sleduje z\u00e1kazn\u00edkov a po\u010d\u00edta ich pohyb v predajniach. Monitorovanie trendov umo\u017e\u0148uje predajniam primerane nastavi\u0165 person\u00e1l, ale pom\u00e1ha aj t\u00edmom prevencie str\u00e1t monitorova\u0165 potuluj\u00facich sa \u013eud\u00ed a zamera\u0165 sa na probl\u00e9my s kr\u00e1de\u017eami.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Polnohospodarske_aplikacie\"><\/span>Po\u013enohospod\u00e1rske aplik\u00e1cie<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Po\u013enohospod\u00e1ri s rozsiahlymi prev\u00e1dzkami m\u00f4\u017eu zefekt\u00edvni\u0165 svoje \u010dinnosti pomocou softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia, ktor\u00fd monitoruje zvierat\u00e1 a plodiny. Je jednoduch\u0161ie v\u010das identifikova\u0165 napadnutie hmyzom a prepuknutie chor\u00f4b, sledova\u0165 v\u00fdnosy a optimalizova\u0165 svoj t\u00edm. Po\u013enohospod\u00e1ri, ktor\u00ed maj\u00fa nedostatok pracovn\u00edkov, m\u00f4\u017eu automatizova\u0165 r\u00f4zne \u010dinnosti vr\u00e1tane zberu \u00farody, pletia a sejby.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Automatizacia_vyroby\"><\/span>Automatiz\u00e1cia v\u00fdroby<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>V\u00fdroba m\u00f4\u017ee by\u0165 jednou z najlep\u0161\u00edch mo\u017enost\u00ed, ako vyu\u017ei\u0165 automatiz\u00e1ciu a po\u010d\u00edta\u010dov\u00e9 videnie. Je to \u010fal\u0161\u00ed krok v <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">hyperautomatiz\u00e1cii<\/a>, ke\u010f\u017ee v\u00fdrobn\u00e9 t\u00edmy integruj\u00fa softv\u00e9r po\u010d\u00edta\u010dov\u00e9ho videnia na zlep\u0161enie v\u0161etk\u00fdch \u010dinnost\u00ed od v\u00fdroby a\u017e po kontrolu kvality.<\/p>\n<ul>\n<li>Zlep\u0161ite anal\u00fdzu produktivity pomocou rozpozn\u00e1vania tv\u00e1re, aby ste mohli vyhodnoti\u0165 individu\u00e1lne vyu\u017eitie \u010dasu a zdrojov a vytvori\u0165 efekt\u00edvnej\u0161ie procesy.<\/li>\n<li>Vyu\u017e\u00edvajte softv\u00e9r po\u010d\u00edta\u010dov\u00e9ho videnia na vizu\u00e1lnu kontrolu zariaden\u00ed, aby ste sk\u00f4r identifikovali probl\u00e9my, \u010do m\u00f4\u017ee zn\u00ed\u017ei\u0165 prestoje a n\u00e1klady na opravy. M\u00f4\u017ee tie\u017e identifikova\u0165 slab\u00e9 miesta osobn\u00fdch ochrann\u00fdch prostriedkov (OOP).<\/li>\n<li>T\u00edmy zabezpe\u010duj\u00face kvalitu m\u00f4\u017eu vyu\u017e\u00edva\u0165 automatiz\u00e1ciu softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia na vyhodnocovanie a porovn\u00e1vanie v\u00fdrobkov s cie\u013eom vyl\u00fa\u010di\u0165 chybn\u00e9 komponenty alebo identifikova\u0165 polo\u017eky vy\u017eaduj\u00face opravu pred ich odoslan\u00edm.<\/li>\n<\/ul>\n<p>Okrem toho m\u00f4\u017eu spolo\u010dnosti vytv\u00e1ra\u0165 moduly \u0161kolenia zru\u010dnost\u00ed a hodnotenia pomocou virtu\u00e1lneho vybavenia a softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia. Zamestnanci sa m\u00f4\u017eu nau\u010di\u0165 nov\u00e9 zru\u010dnosti a zlep\u0161i\u0165 existuj\u00face schopnosti, aby zlep\u0161ili v\u00fdkon a efektivitu bez toho, aby obetovali ak\u00fdko\u013evek produkt.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Pocitacove_videnie_v_automatizacii_testovania_softveru_%E2%80%93_pribeh_minulosti_sucasnosti_a_buducnosti\"><\/span>Po\u010d\u00edta\u010dov\u00e9 videnie v automatiz\u00e1cii testovania softv\u00e9ru &#8211; pr\u00edbeh minulosti, s\u00fa\u010dasnosti a bud\u00facnosti<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>V\u00e4\u010d\u0161ina priemyseln\u00fdch odvetv\u00ed vyu\u017e\u00edva technol\u00f3gie po\u010d\u00edta\u010dov\u00e9ho videnia, ale \u010fal\u0161ou etapou je vyu\u017e\u00edvanie <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">n\u00e1strojov<\/a> po\u010d\u00edta\u010dov\u00e9ho videnia <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">na automatiz\u00e1ciu testovania softv\u00e9ru<\/a>. Pou\u017e\u00edvanie softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia na testovanie automatiz\u00e1cie nie je nov\u00fd koncept, ale od prv\u00fdch pokusov pre\u0161iel dlh\u00fa cestu.<\/p>\n<h3><img decoding=\"async\" class=\"aligncenter wp-image-29164\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/07\/computer-vision-for-software-testing-min-819x1024.jpeg\" alt=\"po\u010d\u00edta\u010dov\u00e9 videnie pre testovanie softv\u00e9ru\" width=\"549\" height=\"686\"><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Vyvoj_pocitacoveho_videnia_v_testovani_softveru_%E2%80%93_historia\"><\/span>V\u00fdvoj po\u010d\u00edta\u010dov\u00e9ho videnia v testovan\u00ed softv\u00e9ru &#8211; hist\u00f3ria<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Testovac\u00ed softv\u00e9r existoval u\u017e v 70. rokoch minul\u00e9ho storo\u010dia, ale jeho spustenie na mieste si vy\u017eadovalo zna\u010dn\u00e9 \u00fasilie. Bez internetu museli firmy vyv\u00edjaj\u00face softv\u00e9r k\u00f3dova\u0165 a posiela\u0165 ka\u017ed\u00e9mu klientovi individu\u00e1lne testy.<\/p>\n<p>Prv\u00e9 iter\u00e1cie automatizovan\u00e9ho testovacieho softv\u00e9ru vy\u017eadovali \u010dast\u00e9 aktualiz\u00e1cie a pr\u00edli\u0161 zjednodu\u0161en\u00e9 syst\u00e9my nezvl\u00e1dali komplexn\u00e9 \u00falohy. \u010ealej sa vyskytlo nieko\u013eko probl\u00e9mov s nekompatibilitou a \u013eudsk\u00fdmi chybami.<\/p>\n<p>Automatizovan\u00e9 testovanie bolo nieko\u013eko desa\u0165ro\u010d\u00ed menej efekt\u00edvne a \u010dasovo n\u00e1ro\u010dnej\u0161ie ako manu\u00e1lne testovanie. Na to, aby sa dosiahli \u017eivotaschopn\u00e9 produkty a uvo\u013enili v\u00fdhody automatizovan\u00e9ho testovacieho softv\u00e9ru vr\u00e1tane po\u010d\u00edta\u010dov\u00e9ho videnia, bolo potrebn\u00e9 dosiahnu\u0165 v\u00fdrazn\u00e9 \u00faspechy a technologick\u00fd pokrok.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Ako_sa_pocitacove_videnie_pouziva_pri_automatizacii_testovania_softveru_%E2%80%93_sucasnost\"><\/span>Ako sa po\u010d\u00edta\u010dov\u00e9 videnie pou\u017e\u00edva pri automatiz\u00e1cii testovania softv\u00e9ru &#8211; s\u00fa\u010dasnos\u0165<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p> <a href=\"https:\/\/www.zaptest.com\/sk\/kompletny-sprievodca-automatizaciou-testovania-softveru\">V\u00fdvoj automatizovan\u00e9ho testovacieho softv\u00e9ru<\/a> sa v\u00fdrazne posunul v\u010faka pokroku v technol\u00f3gii po\u010d\u00edta\u010dov\u00e9ho videnia. Klasifik\u00e1cia obr\u00e1zkov, detekcia a sledovanie objektov a vyh\u013ead\u00e1vanie obr\u00e1zkov na z\u00e1klade obsahu sp\u00f4sobili revol\u00faciu v procese automatiz\u00e1cie testovania softv\u00e9ru.<\/p>\n<p>V s\u00fa\u010dasnosti spolo\u010dnosti a vl\u00e1dy vyu\u017e\u00edvaj\u00fa n\u00e1stroje na testovanie po\u010d\u00edta\u010dov\u00e9ho videnia na v\u00fdvoj a automatiz\u00e1ciu softv\u00e9ru s cie\u013eom zv\u00fd\u0161i\u0165 efekt\u00edvnos\u0165 a produktivitu. Je to rozhoduj\u00faci krok v hyperautomatiz\u00e1cii a zefekt\u00edv\u0148ovan\u00ed procesov s cie\u013eom posilni\u0165 hospod\u00e1rsky v\u00fdsledok a maximalizova\u0165 v\u00fdstupy bez zn\u00ed\u017eenia kvality.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Nove_vyuzitie_pocitacoveho_videnia_v_automatizacii_testovania_softveru_%E2%80%93_buducnost\"><\/span>Nov\u00e9 vyu\u017eitie po\u010d\u00edta\u010dov\u00e9ho videnia v automatiz\u00e1cii testovania softv\u00e9ru &#8211; bud\u00facnos\u0165<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Odvetvov\u00e9 progn\u00f3zy zd\u00f4raz\u0148uj\u00fa rast strojov\u00e9ho u\u010denia a roz\u0161\u00edrenie CNN na automatiz\u00e1ciu v\u00e4\u010d\u0161ieho po\u010dtu pracovn\u00fdch \u00faloh a optimaliz\u00e1ciu existuj\u00facich procesov. Je pravdepodobn\u00e9, \u017ee budeme svedkami v\u00e4\u010d\u0161ieho po\u010dtu cloudov\u00fdch slu\u017eieb a zv\u00fd\u0161en\u00e9ho vyu\u017e\u00edvania dronov a mobiln\u00fdch zariaden\u00ed, ktor\u00e9 umo\u017enia \u013eu\u010fom pracova\u0165 odkia\u013eko\u013evek na svete.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Vyhody_pocitacoveho_videnia_pri_automatizacii_testovania_softveru\"><\/span>V\u00fdhody po\u010d\u00edta\u010dov\u00e9ho videnia pri automatiz\u00e1cii testovania softv\u00e9ru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-29236\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/07\/Software-testing-checklist-1024x681.jpeg\" alt=\"Kontroln\u00fd zoznam testovania softv\u00e9ru\" width=\"575\" height=\"383\"><\/p>\n<p>V\u00fdhody n\u00e1strojov po\u010d\u00edta\u010dov\u00e9ho videnia pri testovan\u00ed softv\u00e9ru nemo\u017eno prece\u0148ova\u0165, ale nie je mo\u017en\u00e9 objasni\u0165 v\u0161etky mo\u017en\u00e9 v\u00fdhody. Napriek tomu niektor\u00e9 z hlavn\u00fdch v\u00fdhod m\u00f4\u017eu vies\u0165 k neuverite\u013en\u00e9mu rastu a zmen\u00e1m produktivity.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Znizuje_pocet_mrtvych_uhlov\"><\/span>Zni\u017euje po\u010det m\u0155tvych uhlov<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Jedn\u00fdm z hlavn\u00fdch pr\u00ednosov n\u00e1strojov po\u010d\u00edta\u010dov\u00e9ho videnia pri testovan\u00ed softv\u00e9ru je schopnos\u0165 redukova\u0165 slep\u00e9 miesta v existuj\u00facich procesoch. Roz\u0161\u00edrenie existuj\u00facich n\u00e1strojov na automatick\u00e9 testovanie o softv\u00e9r po\u010d\u00edta\u010dov\u00e9ho videnia pom\u00e1ha orientova\u0165 stroje v priestore a vyp\u013a\u0148a medzery. Softv\u00e9r na automatiz\u00e1ciu po\u010d\u00edta\u010dov\u00e9ho videnia podporuje syst\u00e9my t\u00fdm, \u017ee vyp\u013a\u0148a pr\u00e1zdne miesta okolo \u00fadajov, aby sa prijat\u00e9 inform\u00e1cie ukotvili a vytvoril sa \u00faplnej\u0161\u00ed obraz.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rychle_testovanie\"><\/span>R\u00fdchle testovanie<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>R\u00fdchlej\u0161ie testovanie je \u010fal\u0161\u00edm bonusom pre testovanie pomocou po\u010d\u00edta\u010dov\u00e9ho videnia v aplik\u00e1ci\u00e1ch softv\u00e9rov\u00e9ho in\u017einierstva. Pou\u017e\u00edvanie po\u010d\u00edta\u010dov\u00e9ho videnia znamen\u00e1, \u017ee v\u00e1\u0161 t\u00edm nemus\u00ed tr\u00e1vi\u0165 drahocenn\u00fd \u010das vytv\u00e1ran\u00edm \u00fadajov pre ne\u0161tandardn\u00e9 nastavenia alebo produkty. Po\u010d\u00edta\u010d sa m\u00f4\u017ee prisp\u00f4sobi\u0165 zmen\u00e1m na z\u00e1klade zobrazenia a prijat\u00fdch obr\u00e1zkov.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Neustale_sa_zlepsujuca\"><\/span>Neust\u00e1le sa zlep\u0161uj\u00faca<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Podobne ako v\u00e4\u010d\u0161ina technologick\u00fdch pokrokov, aj n\u00e1stroje na testovanie po\u010d\u00edta\u010dov\u00e9ho videnia pri v\u00fdvoji softv\u00e9ru sa st\u00e1le menia, preto\u017ee program\u00e1tori ich zdokona\u013euj\u00fa a roz\u0161iruj\u00fa ich mo\u017enosti. Pou\u017e\u00edvanie softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia na automatiz\u00e1ciu testovania zostane v popred\u00ed v\u00e4\u010d\u0161iny priemyseln\u00fdch odvetv\u00ed aj v nasleduj\u00facich rokoch, preto\u017ee priestor na rast je neobmedzen\u00fd.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Automatizovane_testovanie_grafickeho_rozhrania\"><\/span>Automatizovan\u00e9 testovanie grafick\u00e9ho rozhrania<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>V \u017eiadnom odvetv\u00ed nie je \u013eahk\u00e9 n\u00e1js\u0165 \u013eud\u00ed, ktor\u00ed by spo\u013eahlivo vykon\u00e1vali v\u0161edn\u00e9 \u00falohy, tak\u017ee h\u013eadanie sp\u00f4sobov, ako tieto nudn\u00e9 procesy automatizova\u0165, \u0161etr\u00ed \u017eivot v\u0161etk\u00fdm. Najlep\u0161ie n\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho videnia na automatiz\u00e1ciu testovania softv\u00e9ru dok\u00e1\u017eu tieto \u00falohy zvl\u00e1dnu\u0165, \u010d\u00edm u\u0161etria firm\u00e1m \u010das a peniaze a z\u00e1rove\u0148 zn\u00ed\u017eia za\u0165a\u017eenie zamestnancov.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Vyzvy_pocitacoveho_videnia_pri_automatizacii_testovania_softveru\"><\/span>V\u00fdzvy po\u010d\u00edta\u010dov\u00e9ho videnia pri automatiz\u00e1cii testovania softv\u00e9ru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Pou\u017eitie softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia na testovanie automatiz\u00e1cie nie je dokonal\u00e9 a existuje nieko\u013eko v\u00fdznamn\u00fdch nev\u00fdhod, ktor\u00e9 treba zv\u00e1\u017ei\u0165.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-29407\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/07\/challenges-load-testing-1024x683.jpeg\" alt=\"v\u00fdzvy testovanie z\u00e1\u0165a\u017ee\" width=\"611\" height=\"407\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Zavislost_od_kvality_obrazu\"><\/span>Z\u00e1vislos\u0165 od kvality obrazu<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nie je \u017eiadnym tajomstvom, \u017ee zl\u00e1 kvalita obrazu m\u00f4\u017ee prinies\u0165 negat\u00edvne v\u00fdsledky, ale \u010do premenliv\u00e9 sveteln\u00e9 podmienky alebo nekonzistentn\u00e1 orient\u00e1cia? Zatia\u013e \u010do na\u0161e o\u010di sa \u013eahko prisp\u00f4sobuj\u00fa jemn\u00fdm zmen\u00e1m osvetlenia, softv\u00e9r po\u010d\u00edta\u010dov\u00e9ho videnia nie. Ani tie najlep\u0161ie n\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho videnia na automatiz\u00e1ciu testovania softv\u00e9ru nedok\u00e1\u017eu dokonale kop\u00edrova\u0165 \u013eudsk\u00e9 oko.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Skreslene_ucenie\"><\/span>Skreslen\u00e9 u\u010denie<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Niektor\u00e9 sektory maj\u00fa obmedzen\u00fd pr\u00edstup ku kvalitn\u00fdm \u00fadajom potrebn\u00fdm na dosiahnutie svojich cie\u013eov. Napr\u00edklad v oblasti zdravotnej starostlivosti m\u00f4\u017eu ch\u00fdba\u0165 vysokokvalitn\u00e9 vide\u00e1 a obr\u00e1zky na vytvorenie realistick\u00fdch virtu\u00e1lnych priestorov pre prax. Nie v\u017edy je jednoduch\u00e9 vyplni\u0165 pr\u00e1zdne miesta alebo vytvori\u0165 dostato\u010dn\u00e9 s\u00fabory \u00fadajov.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vypoctove_naklady\"><\/span>V\u00fdpo\u010dtov\u00e9 n\u00e1klady<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Medzi potrebn\u00fdm hardv\u00e9rom a vyu\u017eit\u00edm kvalifikovan\u00fdch in\u017einierov po\u010d\u00edta\u010dov\u00e9ho videnia s\u00fa n\u00e1klady na vytvorenie softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia na testovanie automatiz\u00e1cie zna\u010dn\u00e9. Podce\u0148ovanie n\u00e1kladov vedie k nepresn\u00fdm \u00fadajom a ni\u017e\u0161\u00edm v\u00fdnosom.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Obmedzenia_sucasnych_nastrojov_na_automatizaciu_softveru\"><\/span>Obmedzenia s\u00fa\u010dasn\u00fdch n\u00e1strojov na automatiz\u00e1ciu softv\u00e9ru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Existuj\u00face n\u00e1stroje na automatiz\u00e1ciu softv\u00e9ru maj\u00fa vroden\u00e9 obmedzenia, ktor\u00e9 ovplyv\u0148uj\u00fa celkov\u00e9 v\u00fdsledky. Hoci oproti manu\u00e1lnemu testovaniu existuj\u00fa v\u00fdznamn\u00e9 v\u00fdhody, je nepraktick\u00e9 prehliada\u0165 nedostatky.<\/p>\n<ul>\n<li>Existuj\u00face automatiza\u010dn\u00e9 n\u00e1stroje m\u00f4\u017eu kontrolova\u0165 len to, \u010do poznaj\u00fa, \u010do znamen\u00e1, \u017ee ak ste neposkytli \u00fadaje, nem\u00f4\u017eu kontrolova\u0165 mimo nastaven\u00fdch parametrov.<\/li>\n<li>Po spusten\u00ed m\u00f4\u017eete u\u0161etri\u0165 ve\u013ea \u010dasu, ale chv\u00ed\u013eu trv\u00e1, k\u00fdm sa syst\u00e9m uvedie do prev\u00e1dzky.<\/li>\n<li>Nie je to lacn\u00e9. Pou\u017e\u00edvanie n\u00e1strojov na automatiz\u00e1ciu softv\u00e9ru m\u00e1 svoju cenu a predstavuje v\u00fdznamn\u00fa invest\u00edciu, ktor\u00e1 sa v\u0161ak z dlhodob\u00e9ho h\u013eadiska oplat\u00ed.<\/li>\n<li>O\u010dak\u00e1vajte priebe\u017en\u00fa \u00fadr\u017ebu k\u00f3du, aby sa zabezpe\u010dili presn\u00e9 v\u00fdsledky.<\/li>\n<\/ul>\n<p>N\u00e1stroje na automatiz\u00e1ciu softv\u00e9ru sa v kone\u010dnom d\u00f4sledku podobaj\u00fa <a href=\"https:\/\/www.zaptest.com\/sk\/kompletny-sprievodca-robotickou-automatizaciou-procesov-rpa\">robotickej automatiz\u00e1cii procesov<\/a> (RPA), preto\u017ee eliminuj\u00fa \u013eudsk\u00fd faktor. T\u00edmy pri prechode na automatizovan\u00e9 n\u00e1stroje str\u00e1caj\u00fa cenn\u00fdch a kvalifikovan\u00fdch zamestnancov. Navy\u0161e po\u010d\u00edta\u010de nedok\u00e1\u017eu myslie\u0165 ani reagova\u0165 ako \u013eudia, \u010do m\u00f4\u017ee by\u0165 v\u00fdhodou aj nev\u00fdhodou.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ako_zacat_testovat_softver_pomocou_pocitacoveho_videnia_nastroja_s_nizkym_kodom\"><\/span>Ako za\u010da\u0165 testova\u0165 softv\u00e9r pomocou po\u010d\u00edta\u010dov\u00e9ho videnia, n\u00e1stroja s n\u00edzkym k\u00f3dom<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-28646\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/06\/Screenshot-2022-06-18-at-11.42.58-1024x641.png\" alt=\"\u010casto kladen\u00e9 ot\u00e1zky o automatiz\u00e1cii funk\u010dn\u00e9ho testovania\" width=\"1024\" height=\"641\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/06\/Screenshot-2022-06-18-at-11.42.58-980x614.png 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/06\/Screenshot-2022-06-18-at-11.42.58-480x301.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1024px, 100vw\" \/><\/p>\n<p>Za\u010datie ak\u00e9hoko\u013evek projektu sa m\u00f4\u017ee zda\u0165 zdrvuj\u00face, najm\u00e4 ak zah\u0155\u0148a zlo\u017eit\u00fa technol\u00f3giu. Na\u0161\u0165astie, jednou z v\u00fdhod n\u00e1strojov po\u010d\u00edta\u010dov\u00e9ho videnia pri testovan\u00ed softv\u00e9ru je, \u017ee v\u00e4\u010d\u0161inu pr\u00e1ce vykon\u00e1vaj\u00fa kvalifikovan\u00ed in\u017einieri, tak\u017ee sa nemus\u00edte u\u010di\u0165 rozsiahly k\u00f3d alebo technick\u00e9 zru\u010dnosti, aby ste ich mohli pou\u017e\u00edva\u0165.<\/p>\n<p>Softv\u00e9r ZAPTEST sa spolieha na zabudovan\u00e9 funkcie, ktor\u00e9 poskytuj\u00fa n\u00edzkok\u00f3dov\u00fd n\u00e1stroj na splnenie va\u0161ich potrieb. Objednajte si demo a zistite, ako m\u00f4\u017ee ZAPTEST zlep\u0161i\u0165 va\u0161e v\u00fdsledky v\u010faka na\u0161im komplexn\u00fdm slu\u017eb\u00e1m automatiz\u00e1cie testovania softv\u00e9ru a \u0161pecializovan\u00e9mu t\u00edmu odborn\u00edkov.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Casto_kladene_otazky\"><\/span>\u010casto kladen\u00e9 ot\u00e1zky<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>M\u00e1te st\u00e1le ot\u00e1zky t\u00fdkaj\u00face sa pou\u017e\u00edvania po\u010d\u00edta\u010dov\u00e9ho videnia a automatiz\u00e1cie testovania softv\u00e9ru? Tieto \u010dast\u00e9 ot\u00e1zky a odpovede by v\u00e1m mohli objasni\u0165 situ\u00e1ciu.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Co_je_testovanie_pocitacoveho_videnia\"><\/span>\u010co je testovanie po\u010d\u00edta\u010dov\u00e9ho videnia?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Testovanie po\u010d\u00edta\u010dov\u00e9ho videnia je v\u00fdzvou pre syst\u00e9my, aby sa ur\u010dila ich presnos\u0165 pri identifik\u00e1cii, kategoriz\u00e1cii a dokonca aj pri reakcii na obr\u00e1zky predmetov. Vytv\u00e1ra z\u00e1klad pre pou\u017e\u00edvanie n\u00e1strojov na testovanie po\u010d\u00edta\u010dov\u00e9ho videnia pri v\u00fdvoji softv\u00e9ru a in\u00fdch \u00faloh\u00e1ch automatiz\u00e1cie.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Potrebuje_testovanie_pocitacoveho_videnia_kodovanie\"><\/span>Potrebuje testovanie po\u010d\u00edta\u010dov\u00e9ho videnia k\u00f3dovanie?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u00c1no aj nie. Strojov\u00e9 u\u010denie znamen\u00e1, \u017ee softv\u00e9rov\u00ed in\u017einieri nemusia v\u0161etko ru\u010dne k\u00f3dova\u0165, preto\u017ee m\u00f4\u017eu pou\u017ei\u0165 existuj\u00face funkcie a algoritmy. Na ka\u017edej \u00farovni je v\u0161ak st\u00e1le pr\u00edtomn\u00fd prvok k\u00f3dovania.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ake_zrucnosti_potrebujete_na_automatizaciu_testovania_softveru_pocitacoveho_videnia\"><\/span>Ak\u00e9 zru\u010dnosti potrebujete na automatiz\u00e1ciu testovania softv\u00e9ru po\u010d\u00edta\u010dov\u00e9ho videnia?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Aj tie najlep\u0161ie n\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho videnia na automatiz\u00e1ciu testovania softv\u00e9ru si na za\u010diatku vy\u017eaduj\u00fa kvalifikovan\u00e9ho program\u00e1tora alebo in\u017einiera. Na vytvorenie syst\u00e9mu a uvedenie v\u0161etk\u00e9ho do prev\u00e1dzky potrebujete niekoho s rozsiahlymi sk\u00fasenos\u0165ami s k\u00f3dovan\u00edm a znalos\u0165ami met\u00f3d DevOps. Zvy\u010dajne by ste mali pou\u017e\u00edva\u0165 matematick\u00e9 zru\u010dnosti na vysokej \u00farovni, \u0161tatistiku, spracovanie obrazu a schopnosti rozpozn\u00e1vania vzorov.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Nastroje_pocitacoveho_videnia_pre_automatizaciu_testovania_softveru\"><\/span>N\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho videnia pre automatiz\u00e1ciu testovania softv\u00e9ru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>N\u00e1stroje na testovanie pomocou po\u010d\u00edta\u010dov\u00e9ho videnia m\u00f4\u017eu zv\u00fd\u0161i\u0165 efektivitu a produktivitu, ale na ich vytvorenie je potrebn\u00fd produkt na vysokej \u00farovni. ZAPTEST je popredn\u00fd komplexn\u00fd n\u00e1stroj na automatiz\u00e1ciu testovania zalo\u017een\u00fd na softv\u00e9ri po\u010d\u00edta\u010dov\u00e9ho videnia s preuk\u00e1zate\u013en\u00fdmi v\u00fdsledkami a dobr\u00fdmi v\u00fdsledkami.<\/p>\n<p>Pomocou technol\u00f3gie po\u010d\u00edta\u010dov\u00e9ho videnia v n\u00e1stroji ZAP Object Engine (ZOE) m\u00f4\u017eu pou\u017e\u00edvatelia vytv\u00e1ra\u0165 automatiz\u00e1ciu ak\u00e9hoko\u013evek digit\u00e1lneho rozhrania vr\u00e1tane \u017eiv\u00fdch aplik\u00e1ci\u00ed, vide\u00ed a dokonca vytv\u00e1ra\u0165 skripty z makiet. Typ technol\u00f3gie pou\u017e\u00edvate\u013esk\u00e9ho rozhrania v r\u00e1mci automatiz\u00e1cie u\u017e nie je ot\u00e1zkou. V spolo\u010dnosti ZAP hovor\u00edme: &#8222;Ak m\u00f4\u017eete vykona\u0165 postup prostredn\u00edctvom va\u0161ej aplik\u00e1cie manu\u00e1lne, ZAPTEST m\u00f4\u017ee tento ASIS automatizova\u0165 bez ak\u00fdchko\u013evek obmedzen\u00ed.&#8220;<\/p>\n<p>Vyu\u017e\u00edvame najmodernej\u0161ie technol\u00f3gie na vytvorenie najlep\u0161\u00edch n\u00e1strojov na automatiz\u00e1ciu testovania softv\u00e9ru zalo\u017een\u00fdch na po\u010d\u00edta\u010dovom viden\u00ed. N\u00e1\u0161 v\u0161estrann\u00fd softv\u00e9r funguje na viacer\u00fdch platform\u00e1ch a v r\u00f4znych aplik\u00e1ci\u00e1ch, aby ste dosiahli optim\u00e1lny v\u00fdsledok.<\/p>\n<p>M\u00e1te z\u00e1ujem dozvedie\u0165 sa, ako m\u00f4\u017ee <a href=\"https:\/\/www.zaptest.com\/sk\">n\u00e1stroj na automatiz\u00e1ciu testovania softv\u00e9ru<\/a> zefekt\u00edvni\u0165 va\u0161e obchodn\u00e9 procesy a a\u017e desa\u0165n\u00e1sobne zlep\u0161i\u0165 va\u0161e hospod\u00e1rske v\u00fdsledky? Kontaktujte t\u00edm ZAPTEST e\u0161te dnes a dozviete sa viac.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Technol\u00f3gie sa neust\u00e1le vyv\u00edjaj\u00fa a s\u00fa prepojen\u00e9 so v\u0161etk\u00fdm, \u010do rob\u00edme v osobnom a pracovnom \u017eivote. Technol\u00f3gie s\u00fa z\u00e1kladom na\u0161ej spolo\u010dnosti a maj\u00e1kom neust\u00e1leho rastu &#8211; od smartf\u00f3nov a\u017e po najmodernej\u0161ie po\u010d\u00edta\u010dov\u00e9 rozhrania. Po\u010d\u00edta\u010dov\u00e9 videnie je na \u010dele tohto sveta a je pripraven\u00e9 zmeni\u0165 sp\u00f4sob, ak\u00fdm podnik\u00e1me. Vyu\u017eitie n\u00e1strojov po\u010d\u00edta\u010dov\u00e9ho videnia ako s\u00fa\u010dasti automatiz\u00e1cie testovania [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":29189,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":"","beyondwords_generate_audio":"","beyondwords_integration_method":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[492],"tags":[],"class_list":["post-29868","post","type-post","status-publish","format-standard","has-post-thumbnail","category-ai-sk"],"acf":{"short_name":""},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/posts\/29868","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/comments?post=29868"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/posts\/29868\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/media\/29189"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/media?parent=29868"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/categories?post=29868"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/sk\/wp-json\/wp\/v2\/tags?post=29868"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}