{"id":29846,"date":"2022-07-08T07:08:50","date_gmt":"2022-07-08T07:08:50","guid":{"rendered":"https:\/\/www.zaptest.com\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost"},"modified":"2022-07-08T07:08:50","modified_gmt":"2022-07-08T07:08:50","slug":"pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost","title":{"rendered":"Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed je budoucnost\u00ed automatizace testov\u00e1n\u00ed softwaru &#8211; historie, sou\u010dasnost a budoucnost"},"content":{"rendered":"<p>Technologie se neust\u00e1le vyv\u00edjej\u00ed a souvisej\u00ed se v\u0161\u00edm, co d\u011bl\u00e1me v osobn\u00edm i profesn\u00edm \u017eivot\u011b. Od chytr\u00fdch telefon\u016f a\u017e po nejmodern\u011bj\u0161\u00ed po\u010d\u00edta\u010dov\u00e1 rozhran\u00ed &#8211; technologie jsou z\u00e1kladem na\u0161\u00ed spole\u010dnosti a maj\u00e1kem jej\u00edho dal\u0161\u00edho r\u016fstu. Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed stoj\u00ed v \u010dele tohoto sv\u011bta a je p\u0159ipraveno zm\u011bnit zp\u016fsob, jak\u00fdm podnik\u00e1me.<\/p>\n<p>Vyu\u017eit\u00ed n\u00e1stroj\u016f po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed jako sou\u010d\u00e1sti automatizace testov\u00e1n\u00ed softwaru je dal\u0161\u00edm krokem v technologick\u00e9 revoluci. Hraje kl\u00ed\u010dovou roli v mnoha ka\u017edodenn\u00edch \u010dinnostech a nyn\u00ed se zam\u011b\u0159uje na zdokonalen\u00ed na\u0161ich ka\u017edodenn\u00edch \u00fakol\u016f p\u0159i sou\u010dasn\u00e9m sn\u00ed\u017een\u00ed chyb, zlep\u0161en\u00ed kvality a zv\u00fd\u0161en\u00ed hospod\u00e1\u0159sk\u00e9ho 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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Co_je_pocitacove_videni\" >Co je po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed?<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Jak_funguje_pocitacove_videni\" >Jak funguje po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed?<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Historie_pocitacoveho_videni\" >Historie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Aplikace_technologii_pocitacoveho_videni\" >Aplikace technologi\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Rozpoznavani_obliceje\" >Rozpozn\u00e1v\u00e1n\u00ed obli\u010deje<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Doprava_rizeni_a_automobilovy_prumysl\" >Doprava, \u0159\u00edzen\u00ed a automobilov\u00fd pr\u016fmysl<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#1_Dopravni_modely_a_podpora_vymahani_prava\" >1. Dopravn\u00ed modely a podpora vym\u00e1h\u00e1n\u00ed pr\u00e1va<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#2_Kontrola_parkovani\" >2. Kontrola parkov\u00e1n\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#3_Samoridici_vozidla\" >3. Samo\u0159\u00edd\u00edc\u00ed vozidla<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Zdravotnictvi\" >Zdravotnictv\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Zemedelske_aplikace\" >Zem\u011bd\u011blsk\u00e9 aplikace<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Automatizace_vyroby\" >Automatizace 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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Pocitacove_videni_v_automatizaci_testovani_softwaru_%E2%80%93_pribeh_minulosti_soucasnosti_a_budoucnosti\" >Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru &#8211; p\u0159\u00edb\u011bh minulosti, sou\u010dasnosti a budoucnosti<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Vyvoj_pocitacoveho_videni_v_testovani_softwaru_%E2%80%93_historie\" >V\u00fdvoj po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v testov\u00e1n\u00ed softwaru &#8211; historie<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Jak_se_pocitacove_videni_pouziva_v_automatizaci_testovani_softwaru_%E2%80%93_Soucasnost\" >Jak se po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed pou\u017e\u00edv\u00e1 v automatizaci testov\u00e1n\u00ed softwaru &#8211; Sou\u010dasnost<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Nove_vyuziti_pocitacoveho_videni_v_automatizaci_testovani_softwaru_%E2%80%93_budoucnost\" >Nov\u00e9 vyu\u017eit\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru &#8211; budoucnost<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Vyhody_pocitacoveho_videni_v_automatizaci_testovani_softwaru\" >V\u00fdhody po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Omezuje_slepa_mista\" >Omezuje slep\u00e1 m\u00edsta<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Rychle_testovani\" >Rychl\u00e9 testov\u00e1n\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Stale_se_zlepsujici\" >St\u00e1le se zlep\u0161uj\u00edc\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Automatizovane_testovani_grafickeho_uzivatelskeho_rozhrani\" >Automatizovan\u00e9 testov\u00e1n\u00ed grafick\u00e9ho u\u017eivatelsk\u00e9ho rozhran\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Vyzvy_pocitacoveho_videni_v_automatizaci_testovani_softwaru\" >V\u00fdzvy po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Zavislost_na_kvalite_obrazu\" >Z\u00e1vislost na kvalit\u011b 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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Zkreslene_uceni\" >Zkreslen\u00e9 u\u010den\u00ed<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Vypocetni_naklady\" >V\u00fdpo\u010detn\u00ed 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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Omezeni_soucasnych_nastroju_pro_automatizaci_softwaru\" >Omezen\u00ed sou\u010dasn\u00fdch n\u00e1stroj\u016f pro automatizaci softwaru<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Jak_zacit_testovat_software_pomoci_pocitacoveho_videni_nastroje_s_nizkym_kodem\" >Jak za\u010d\u00edt testovat software pomoc\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed, n\u00e1stroje s n\u00edzk\u00fdm k\u00f3dem<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Nejcastejsi_dotazy\" >Nej\u010dast\u011bj\u0161\u00ed dotazy<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Co_je_testovani_pocitacoveho_videni\" >Co je testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed?<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Potrebuje_testovani_pocitacoveho_videni_kodovani\" >Pot\u0159ebuje testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed k\u00f3dov\u00e1n\u00ed?<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Jake_dovednosti_potrebujete_pro_automatizaci_testovani_softwaru_pocitacoveho_videni\" >Jak\u00e9 dovednosti pot\u0159ebujete pro automatizaci testov\u00e1n\u00ed softwaru po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed?<\/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\/cs\/pocitacove-videni-je-budoucnosti-automatizace-testovani-softwaru-historie-soucasnost-a-budoucnost\/#Nastroje_pocitacoveho_videni_pro_automatizaci_testovani_softwaru\" >N\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro automatizaci testov\u00e1n\u00ed softwaru<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Co_je_pocitacove_videni\"><\/span>Co je po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nejjednodu\u0161eji \u0159e\u010deno, po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed spo\u010d\u00edv\u00e1 v tom, \u017ee se po\u010d\u00edta\u010d nau\u010d\u00ed zobrazovat a spr\u00e1vn\u011b interpretovat obr\u00e1zky jako \u010dlov\u011bk. Jedn\u00e1 se o slo\u017eitou a \u0161pi\u010dkovou technologii, kter\u00e1 se op\u00edr\u00e1 o um\u011blou inteligenci a strojov\u00e9 u\u010den\u00ed.<\/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 vid\u011bn\u00ed je dal\u0161\u00edm krokem k tomu, aby po\u010d\u00edta\u010de vykon\u00e1valy lidsk\u00e9 \u00fakoly a zlep\u0161ily tak efektivitu a sn\u00ed\u017eily po\u010det chyb. Tento multidisciplin\u00e1rn\u00ed p\u0159\u00edstup umo\u017e\u0148uje po\u010d\u00edta\u010d\u016fm p\u0159ev\u00e1d\u011bt obr\u00e1zky na \u010diteln\u00e1 data a interpretovat, jak spolu informace souvisej\u00ed.<\/p>\n<p>Tento proces jde je\u0161t\u011b d\u00e1l a umo\u017e\u0148uje po\u010d\u00edta\u010d\u016fm \u010d\u00edst sc\u00e9nu a formulovat odpov\u00eddaj\u00edc\u00ed reakci. Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed m\u016f\u017ee nap\u0159\u00edklad pomoci samo\u0159iditeln\u00fdm automobil\u016fm rozpoznat p\u0159ek\u00e1\u017eky, aby se vyhnuly kolizi, nebo podpo\u0159it <a href=\"https:\/\/www.zaptest.com\/rpa\">n\u00e1stroje robotick\u00e9 automatizace proces\u016f<\/a> (RPA), aby se vytvo\u0159il efektivn\u011bj\u0161\u00ed pracovn\u00ed postup.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Jak_funguje_pocitacove_videni\"><\/span>Jak funguje po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Po\u010d\u00edta\u010d nikdy nebude vid\u011bt jako my, proto\u017ee po\u010d\u00edta\u010d\u016fm chyb\u00ed o\u010di, kter\u00e9 by p\u0159ij\u00edmaly a p\u0159ev\u00e1d\u011bly vstupn\u00ed informace do mozku. Technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed se proto op\u00edr\u00e1 o slo\u017eitou symfonii dat a algoritm\u016f, kter\u00e9 odr\u00e1\u017eej\u00ed zp\u016fsob, jak\u00fdm lidsk\u00e9 o\u010di p\u0159ij\u00edmaj\u00ed obrazy a p\u0159ev\u00e1d\u011bj\u00ed je do mozku.<\/p>\n<p>Je d\u016fle\u017eit\u00e9 si uv\u011bdomit, \u017ee st\u00e1le je\u0161t\u011b zcela nerozum\u00edme tomu, jak lidsk\u00fd mozek funguje. V\u011bt\u0161ina lid\u00ed m\u00e1 z\u00e1kladn\u00ed pov\u011bdom\u00ed o tom, \u017ee o\u010di p\u0159ij\u00edmaj\u00ed informace, p\u0159ekl\u00e1daj\u00ed je a p\u0159ed\u00e1vaj\u00ed zpr\u00e1vy do mozku. Neurologov\u00e9 v\u00e1m v\u0161ak mohou \u0159\u00edci, \u017ee lidsk\u00fd zrak je mnohem slo\u017eit\u011bj\u0161\u00ed a \u017ee fungov\u00e1n\u00ed na\u0161eho mozku zat\u00edm rozum\u00edme jen omezen\u011b.<\/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>Tato omezen\u00ed v ch\u00e1p\u00e1n\u00ed se p\u0159en\u00e1\u0161ej\u00ed na in\u017een\u00fdra po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed, kter\u00fd se sna\u017e\u00ed nau\u010dit po\u010d\u00edta\u010d vid\u011bt. Data a algoritmy pou\u017e\u00edvan\u00e9 k tr\u00e9ninku po\u010d\u00edta\u010de, aby &#8222;vid\u011bl&#8220; a interpretoval obr\u00e1zky, jsou st\u00e1le omezeny na z\u00e1klad\u011b na\u0161ich znalost\u00ed o interakci lidsk\u00fdch o\u010d\u00ed a mozku.<\/p>\n<p>Technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed se v sou\u010dasnosti op\u00edr\u00e1 o rozpozn\u00e1v\u00e1n\u00ed vzor\u016f a pokro\u010dil\u00e9 technologie. Strojov\u00e9 u\u010den\u00ed a konvolu\u010dn\u00ed neuronov\u00e9 s\u00edt\u011b (CNN) umo\u017e\u0148uj\u00ed po\u010d\u00edta\u010d\u016fm rozkl\u00e1dat obr\u00e1zky, interpretovat data a identifikovat polo\u017eky.<\/p>\n<p>In\u017een\u00fd\u0159i po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pou\u017e\u00edvaj\u00ed strojov\u00e9 u\u010den\u00ed k tomu, aby nau\u010dili po\u010d\u00edta\u010de klasifikovat obr\u00e1zky t\u00edm, \u017ee jim poskytnou tis\u00edce obr\u00e1zk\u016f dan\u00e9ho objektu. Ka\u017ed\u00fd obr\u00e1zek je opat\u0159en \u0161t\u00edtky a zna\u010dkami, kter\u00e9 ur\u010duj\u00ed, o co se jedn\u00e1, nap\u0159\u00edklad o auto nebo psa.<\/p>\n<p>CNN vylep\u0161uje procesy strojov\u00e9ho u\u010den\u00ed a pom\u00e1h\u00e1 po\u010d\u00edta\u010di vytvo\u0159it pixelovou reprezentaci objektu. Po\u010d\u00edta\u010d na z\u00e1klad\u011b pixel\u016f a souvisej\u00edc\u00edch \u0161t\u00edtk\u016f p\u0159edpov\u00edd\u00e1, o jak\u00fd objekt se jedn\u00e1, a pr\u016fb\u011b\u017en\u011b kontroluje jeho p\u0159esnost, dokud neprovede konzistentn\u00ed a spr\u00e1vnou identifikaci.<\/p>\n<p>Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed se roz\u0161i\u0159uje i na \u0159et\u011bzce obr\u00e1zk\u016f a vide\u00ed pomoc\u00ed rekurentn\u00ed neuronov\u00e9 s\u00edt\u011b (RNN). Pou\u017eit\u00ed RNN umo\u017e\u0148uje po\u010d\u00edta\u010d\u016fm identifikovat a propojit v\u00edce obr\u00e1zk\u016f.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Historie_pocitacoveho_videni\"><\/span>Historie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed se datuje od roku 1959, kdy Russell Kirsch naskenoval do po\u010d\u00edta\u010de obr\u00e1zek sv\u00e9ho syna. Podobizna Kirschova mal\u00e9ho syna se stala <a href=\"https:\/\/www.wired.com\/2010\/06\/smoothing-square-pixels\/\">prvn\u00edm digit\u00e1ln\u00edm obrazem<\/a> v cel\u00e9 jeho zrnit\u00e9 kr\u00e1se a odstartovala zcela nov\u00e9 odv\u011btv\u00ed po\u010d\u00edta\u010dov\u00e9 v\u011bdy a v\u00fdvoje um\u011bl\u00e9 inteligence.<\/p>\n<p>O n\u011bkolik let pozd\u011bji napsal Larry Roberts svou <a href=\"https:\/\/dspace.mit.edu\/handle\/1721.1\/11589\">doktorskou pr\u00e1ci o<\/a> mo\u017enosti vyu\u017e\u00edvat dvourozm\u011brn\u00e9 obrazy k z\u00edsk\u00e1v\u00e1n\u00ed trojrozm\u011brn\u00fdch informac\u00ed o pevn\u00fdch p\u0159edm\u011btech. Jeho pr\u00e1ce ur\u010dila sm\u011br desetilet\u00ed pokroku a roz\u0161\u00ed\u0159ila jeho sl\u00e1vu jako otce 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>D\u00edky t\u011bmto prvn\u00edm pr\u016fkopn\u00edk\u016fm hledali po\u010d\u00edta\u010dov\u00ed in\u017een\u00fd\u0159i po cel\u00e9m sv\u011bt\u011b nov\u00e9 zp\u016fsoby, jak p\u0159ev\u00e1d\u011bt obrazy re\u00e1ln\u00e9ho sv\u011bta na data, kter\u00e1 by po\u010d\u00edta\u010d mohl rozpoznat, t\u0159\u00eddit, zpracovat a reagovat na n\u011b.<\/p>\n<p>V roce 1980 byl p\u0159edstaven neokognitron, ran\u00e1 verze dne\u0161n\u00ed CNN, kterou vytvo\u0159il <a href=\"https:\/\/www.rctn.org\/bruno\/public\/papers\/Fukushima1980.pdf\">Kunihiko Fuku\u0161ima<\/a>. Po\u010d\u00e1tkem 90. let se objevily kamerov\u00e9 syst\u00e9my na bankomatech a o necel\u00fdch deset let pozd\u011bji p\u0159edstavili v\u00fdzkumn\u00edci z MIT prvn\u00ed syst\u00e9my pro <a href=\"https:\/\/dspace.mit.edu\/bitstream\/handle\/1721.1\/7171\/AIM-2001-010.pdf?sequence=2&amp;isAllowed=y\">detekci obli\u010dej\u016f v re\u00e1ln\u00e9m \u010dase<\/a>.<\/p>\n<p>V\u00fdzkumn\u00edci, in\u017een\u00fd\u0159i a v\u00fdvoj\u00e1\u0159i zrychlili tempo v pokra\u010duj\u00edc\u00ed snaze o dosa\u017een\u00ed co nejlep\u0161\u00edch \u0159e\u0161en\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed. Google, Facebook, Apple, Amazon a dokonce i mezin\u00e1rodn\u00ed vl\u00e1dy vstoupily do t\u00e9to oblasti, aby vyvinuly technologii po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed od rozpozn\u00e1v\u00e1n\u00ed obli\u010deje a\u017e po samo\u0159\u00edd\u00edc\u00ed automobily.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Aplikace_technologii_pocitacoveho_videni\"><\/span>Aplikace technologi\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ne v\u017edy je snadn\u00e9 vid\u011bt rozs\u00e1hl\u00e9 aplikace a v\u00fdhody technologi\u00ed, dokud neud\u011bl\u00e1te krok zp\u011bt. I kdy\u017e Larry Roberts mo\u017en\u00e1 v\u011bd\u011bl, \u017ee jeho n\u00e1pady budou p\u0159evratn\u00e9 a zm\u011bn\u00ed \u017eivot, pravd\u011bpodobn\u011b nep\u0159edpokl\u00e1dal v\u0161echny mo\u017enosti vyu\u017eit\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rozpoznavani_obliceje\"><\/span>Rozpozn\u00e1v\u00e1n\u00ed obli\u010deje<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Asi nejpopul\u00e1rn\u011bj\u0161\u00edm a nejkontroverzn\u011bj\u0161\u00edm vyu\u017eit\u00edm technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed je rozpozn\u00e1v\u00e1n\u00ed obli\u010deje. Mo\u017enosti vyu\u017eit\u00ed jsou t\u00e9m\u011b\u0159 nekone\u010dn\u00e9 a sahaj\u00ed od osobn\u00edho pou\u017eit\u00ed a\u017e po ve\u0159ejn\u00e1 bezpe\u010dnostn\u00ed opat\u0159en\u00ed.<\/p>\n<ul>\n<li>Facebook ji pou\u017e\u00edv\u00e1 k tomu, aby u\u017eivatel\u00e9 mohli ozna\u010dovat osoby na sd\u00edlen\u00fdch obr\u00e1zc\u00edch.<\/li>\n<li>Org\u00e1ny \u010dinn\u00e9 v trestn\u00edm \u0159\u00edzen\u00ed mohou vyu\u017e\u00edvat videoz\u00e1znamy k identifikaci zlo\u010dinc\u016f.<\/li>\n<li>Banky mohou sledovat bankomaty v re\u00e1ln\u00e9m \u010dase a identifikovat podez\u0159el\u00e9 aktivity, aby zv\u00fd\u0161ily bezpe\u010dnost a zabezpe\u010den\u00ed.<\/li>\n<li>Jednotlivci mohou otev\u0159\u00edt telefon pohledem do fotoapar\u00e1tu.<\/li>\n<\/ul>\n<p>A\u010dkoli tyto aplikace zvy\u0161uj\u00ed efektivitu a pro v\u011bt\u0161inu lid\u00ed maj\u00ed smysl, technologie rozpozn\u00e1v\u00e1n\u00ed obli\u010deje z\u016fst\u00e1v\u00e1 v n\u011bkter\u00fdch odv\u011btv\u00edch kontroverzn\u00ed, p\u0159edev\u0161\u00edm v souvislosti s <a href=\"https:\/\/www.gao.gov\/products\/gao-21-526\">vl\u00e1dn\u00edmi opat\u0159en\u00edmi dohledu<\/a>. Rozpozn\u00e1v\u00e1n\u00ed obli\u010deje m\u016f\u017ee zv\u00fd\u0161it bezpe\u010dnost a zabezpe\u010den\u00ed, ale je t\u0159eba stanovit hranice a pr\u00e1vn\u00ed p\u0159edpisy na ochranu soukrom\u00ed.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Doprava_rizeni_a_automobilovy_prumysl\"><\/span>Doprava, \u0159\u00edzen\u00ed a automobilov\u00fd pr\u016fmysl<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed zm\u011bnilo zp\u016fsob \u0159\u00edzen\u00ed a \u0159e\u0161en\u00ed dopravy. Otev\u0159el dve\u0159e adaptivn\u00edm technologi\u00edm, kter\u00e9 zlep\u0161uj\u00ed z\u00e1\u017eitek z j\u00edzdy, a pom\u00e1h\u00e1 m\u011bst\u016fm sni\u017eovat dopravn\u00ed z\u00e1cpy \u0159e\u0161en\u00edm problematick\u00fdch ulic.<\/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_Dopravni_modely_a_podpora_vymahani_prava\"><\/span>1. Dopravn\u00ed modely a podpora vym\u00e1h\u00e1n\u00ed pr\u00e1va<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Uzav\u0159en\u00fd televizn\u00ed okruh (CCTV) vyu\u017e\u00edv\u00e1 po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed ke sledov\u00e1n\u00ed a kategorizaci vozidel pro r\u016fzn\u00e9 \u00fa\u010dely. M\u011bsta mohou nejen monitorovat dopravu, ale tak\u00e9 prov\u00e1d\u011bt rozs\u00e1hl\u00e9 anal\u00fdzy dopravn\u00edch tok\u016f, aby ur\u010dila hork\u00e1 m\u00edsta a zp\u016fsoby, jak zm\u00edrnit dopravn\u00ed z\u00e1cpy. Je mo\u017en\u00e9 ur\u010dit, jak dlouho trv\u00e1 ujet\u00ed ur\u010dit\u00e9ho \u00faseku d\u00e1lnice, a identifikovat nehody.<\/p>\n<p>Krom\u011b toho technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pom\u00e1h\u00e1 org\u00e1n\u016fm \u010dinn\u00fdm v trestn\u00edm \u0159\u00edzen\u00ed zv\u00fd\u0161it bezpe\u010dnost na ulic\u00edch a sn\u00ed\u017eit po\u010det nehod. Kamery mohou identifikovat auta p\u0159ekra\u010duj\u00edc\u00ed rychlost a upozornit policisty na dal\u0161\u00ed p\u0159estupky. Je tak\u00e9 mo\u017en\u00e9 sledovat chov\u00e1n\u00ed \u0159idi\u010d\u016f, nap\u0159\u00edklad rozpt\u00fdlenou j\u00edzdu a pou\u017e\u00edv\u00e1n\u00ed bezpe\u010dnostn\u00edch p\u00e1s\u016f.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Kontrola_parkovani\"><\/span>2. Kontrola parkov\u00e1n\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Pokud jste n\u011bkdy vjeli do gar\u00e1\u017ee a jezdili dokola, abyste zjistili, \u017ee je parkovi\u0161t\u011b pln\u00e9, jist\u011b ocen\u00edte v\u00fdhody po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro kontrolu parkov\u00e1n\u00ed. Kamery mohou identifikovat voln\u00e1 m\u00edsta a v p\u0159\u00edpad\u011b zapln\u011bn\u00ed parkovi\u0161t\u011b je p\u0159en\u00e1\u0161et do po\u010d\u00edta\u010de. Zna\u010dky u vjezdu mohou \u0159idi\u010de upozornit na pln\u00e1 parkovi\u0161t\u011b a zabr\u00e1nit tak probl\u00e9m\u016fm s hlavou pro v\u0161echny.<\/p>\n<p>Krom\u011b toho mohou placen\u00e1 parkovi\u0161t\u011b sledovat registra\u010dn\u00ed zna\u010dky a jednotliv\u00e1 parkovac\u00ed m\u00edsta, aby zjistila, jak dlouho auto z\u016fst\u00e1v\u00e1 zaparkovan\u00e9. Majitel\u00e9 pozemk\u016f mohou sn\u00ed\u017eit ztr\u00e1ty a sledovat sv\u00e9 investice.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Samoridici_vozidla\"><\/span>3. Samo\u0159\u00edd\u00edc\u00ed vozidla<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Nen\u00ed snadn\u00e9 naj\u00edt auto bez n\u011bjak\u00e9 formy technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed. V\u011bt\u0161ina nov\u00fdch vozidel m\u00e1 \u0159adu aplikac\u00ed, kter\u00e9 v\u00e1s zbav\u00ed mnoha dohad\u016f, jako je automatick\u00e9 parkov\u00e1n\u00ed nebo tempomat.<\/p>\n<p>A\u010dkoli se jedn\u00e1 o relativn\u011b nov\u00e9 technologie, na samo\u0159\u00edd\u00edc\u00edch automobilech se pracuje ji\u017e des\u00edtky let. <a href=\"https:\/\/www.epa.gov\/greenvehicles\/self-driving-vehicles\">Samo\u0159\u00edzen\u00e1 auta<\/a> u\u017e d\u00e1vno nepat\u0159\u00ed jen do sci-fi film\u016f. A\u010dkoli v\u011bt\u0161ina voz\u016f nen\u00ed pln\u011b autonomn\u00ed, existuj\u00ed i takov\u00e9, kter\u00e9 nepot\u0159ebuj\u00ed lidsk\u00e9ho \u0159idi\u010de, pokud situace nep\u0159esahuje schopnosti vozu, nap\u0159\u00edklad dopravn\u00ed z\u00e1cpa.<\/p>\n<p>Samo\u0159\u00edd\u00edc\u00ed vozidla vyu\u017e\u00edvaj\u00ed \u0159adu technologi\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed, aby mohla fungovat bez lidsk\u00e9ho \u0159idi\u010de. Vozidla nejvy\u0161\u0161\u00ed \u00farovn\u011b maj\u00ed dostatek kamer a dat pro bezpe\u010dn\u00e9 man\u00e9vrov\u00e1n\u00ed v ulic\u00edch d\u00edky pokro\u010dil\u00e9 detekci chodc\u016f, detekci dopravn\u00edch zna\u010dek, p\u0159edch\u00e1zen\u00ed koliz\u00edm a sledov\u00e1n\u00ed stavu vozovky.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Zdravotnictvi\"><\/span>Zdravotnictv\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Zdravotnictv\u00ed z\u016fst\u00e1v\u00e1 v pop\u0159ed\u00ed technologick\u00e9ho pokroku, proto\u017ee hled\u00e1me zp\u016fsoby, jak \u017e\u00edt d\u00e9le a c\u00edtit se zdrav\u011bji. Nen\u00ed p\u0159ekvapen\u00edm, \u017ee zdravotnictv\u00ed p\u0159ijalo po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed pro detekci rakoviny, klasifikaci bun\u011bk pro identifikaci onemocn\u011bn\u00ed a nejnov\u011bji i pro diagnostiku COVID.<\/p>\n<p>Technici mohou tak\u00e9 vyu\u017e\u00edvat po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed k anal\u00fdze pohybu pro identifikaci potenci\u00e1ln\u00edch neurologick\u00fdch a muskuloskelet\u00e1ln\u00edch onemocn\u011bn\u00ed. Je u\u017eite\u010dn\u00fd p\u0159i rehabilitaci, terapii a podpo\u0159e cvi\u010den\u00ed pro osoby, kter\u00e9 se zotavuj\u00ed ze zran\u011bn\u00ed, a to prost\u0159ednictv\u00edm hodnocen\u00ed pohybu a uk\u00e1zky cvi\u010den\u00ed. O\u0161et\u0159uj\u00edc\u00ed zdroje mohou pacienta poslat dom\u016f nebo do asistovan\u00e9 p\u00e9\u010de s videoz\u00e1znamy, kter\u00e9 ho provedou spr\u00e1vn\u00fdmi pohyby, aby se zabr\u00e1nilo dal\u0161\u00edmu zran\u011bn\u00ed a urychlilo se bezpe\u010dn\u00e9 zotaven\u00ed.<\/p>\n<p>Jednou z nejv\u00fdznamn\u011bj\u0161\u00edch aplikac\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v medic\u00edn\u011b je tr\u00e9nink dovednost\u00ed. Rezidenti, l\u00e9ka\u0159i a chirurgov\u00e9 mohou absolvovat v\u00fdcvik l\u00e9ka\u0159sk\u00fdch dovednost\u00ed prost\u0159ednictv\u00edm virtu\u00e1ln\u00edch platforem, kter\u00e9 jim umo\u017e\u0148uj\u00ed bezpe\u010dn\u011b simulovat operace a z\u00e1kroky p\u0159edt\u00edm, ne\u017e se pust\u00ed do skute\u010dn\u00fdch p\u0159\u00edpad\u016f.<\/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>Automatizace softwaru pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed podporuje maloobchodn\u00ed prodejny sledov\u00e1n\u00edm z\u00e1kazn\u00edk\u016f a po\u010d\u00edt\u00e1n\u00edm jejich pohybu v prodejn\u00e1ch. Sledov\u00e1n\u00ed trend\u016f umo\u017e\u0148uje prodejn\u00e1m odpov\u00eddaj\u00edc\u00edm zp\u016fsobem obsadit person\u00e1l, ale tak\u00e9 pom\u00e1h\u00e1 t\u00fdm\u016fm prevence ztr\u00e1t sledovat, zda nedoch\u00e1z\u00ed k potulov\u00e1n\u00ed a zda se nezam\u011b\u0159uj\u00ed na kr\u00e1de\u017ee.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Zemedelske_aplikace\"><\/span>Zem\u011bd\u011blsk\u00e9 aplikace<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Zem\u011bd\u011blci s rozs\u00e1hl\u00fdmi provozy mohou zefektivnit sv\u00e9 z\u00e1le\u017eitosti pomoc\u00ed softwaru po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed, kter\u00fd monitoruje zv\u00ed\u0159ata a plodiny. Je snaz\u0161\u00ed v\u010das rozpoznat napaden\u00ed hmyzem a v\u00fdskyt chorob, sledovat v\u00fdnosy a optimalizovat t\u00fdm. Zem\u011bd\u011blci, kte\u0159\u00ed maj\u00ed nedostatek pracovn\u00edk\u016f, mohou automatizovat r\u016fzn\u00e9 \u010dinnosti v\u010detn\u011b sklizn\u011b, plet\u00ed a set\u00ed.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Automatizace_vyroby\"><\/span>Automatizace v\u00fdroby<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>V\u00fdroba m\u016f\u017ee b\u00fdt jednou z nejlep\u0161\u00edch mo\u017enost\u00ed, jak vyu\u017e\u00edt automatizaci a po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed. Jedn\u00e1 se o dal\u0161\u00ed krok v <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">hyperautomatice<\/a>, kdy v\u00fdrobn\u00ed t\u00fdmy integruj\u00ed software pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed, aby zlep\u0161ily v\u0161e od v\u00fdroby a\u017e po kontrolu kvality.<\/p>\n<ul>\n<li>Vylep\u0161ete anal\u00fdzu produktivity pomoc\u00ed rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f, abyste mohli vyhodnocovat individu\u00e1ln\u00ed vyu\u017eit\u00ed \u010dasu a zdroj\u016f a vytv\u00e1\u0159et efektivn\u011bj\u0161\u00ed procesy.<\/li>\n<li>Vyu\u017eijte software pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed k vizu\u00e1ln\u00ed kontrole za\u0159\u00edzen\u00ed, abyste d\u0159\u00edve identifikovali probl\u00e9my, co\u017e m\u016f\u017ee sn\u00ed\u017eit prostoje a n\u00e1klady na opravy. M\u016f\u017ee tak\u00e9 identifikovat slab\u00e1 m\u00edsta osobn\u00edch ochrann\u00fdch prost\u0159edk\u016f (OOP).<\/li>\n<li>T\u00fdmy zaji\u0161\u0165uj\u00edc\u00ed kvalitu mohou pomoc\u00ed automatizovan\u00e9ho softwaru po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed vyhodnocovat a porovn\u00e1vat v\u00fdrobky, aby vylou\u010dily vadn\u00e9 sou\u010d\u00e1sti nebo identifikovaly polo\u017eky vy\u017eaduj\u00edc\u00ed opravu p\u0159ed jejich odesl\u00e1n\u00edm.<\/li>\n<\/ul>\n<p>Krom\u011b toho mohou spole\u010dnosti vytv\u00e1\u0159et moduly \u0161kolen\u00ed dovednost\u00ed a hodnocen\u00ed pomoc\u00ed virtu\u00e1ln\u00edho vybaven\u00ed a softwaru pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed. Zam\u011bstnanci si mohou osvojit nov\u00e9 dovednosti a zlep\u0161it st\u00e1vaj\u00edc\u00ed schopnosti, aby zv\u00fd\u0161ili v\u00fdkonnost a efektivitu, ani\u017e by ob\u011btovali jak\u00fdkoli produkt.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Pocitacove_videni_v_automatizaci_testovani_softwaru_%E2%80%93_pribeh_minulosti_soucasnosti_a_budoucnosti\"><\/span>Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru &#8211; p\u0159\u00edb\u011bh minulosti, sou\u010dasnosti a budoucnosti<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed je v\u00fdhodn\u00e1 pro v\u011bt\u0161inu pr\u016fmyslov\u00fdch odv\u011btv\u00ed, ale dal\u0161\u00ed etapou je vyu\u017eit\u00ed <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">n\u00e1stroj\u016f<\/a> po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">pro automatizaci testov\u00e1n\u00ed softwaru<\/a>. Pou\u017eit\u00ed softwaru pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed k automatizaci testov\u00e1n\u00ed nen\u00ed nov\u00fd koncept, ale od prvn\u00edch pokus\u016f urazil dlouhou 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 vid\u011bn\u00ed pro testov\u00e1n\u00ed softwaru\" width=\"549\" height=\"686\"><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Vyvoj_pocitacoveho_videni_v_testovani_softwaru_%E2%80%93_historie\"><\/span>V\u00fdvoj po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v testov\u00e1n\u00ed softwaru &#8211; historie<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Testovac\u00ed software existoval ji\u017e v 70. letech, ale jeho spu\u0161t\u011bn\u00ed na m\u00edst\u011b vy\u017eadovalo zna\u010dn\u00e9 \u00fasil\u00ed. Bez internetu musely firmy zab\u00fdvaj\u00edc\u00ed se v\u00fdvojem softwaru k\u00f3dovat a zas\u00edlat ka\u017ed\u00e9mu klientovi individu\u00e1ln\u00ed testy.<\/p>\n<p>Prvn\u00ed iterace automatizovan\u00e9ho testovac\u00edho softwaru vy\u017eadovaly \u010dast\u00e9 aktualizace a p\u0159\u00edli\u0161 zjednodu\u0161en\u00e9 syst\u00e9my nezvl\u00e1daly slo\u017eit\u00e9 \u00fakoly. D\u00e1le se vyskytlo n\u011bkolik probl\u00e9m\u016f s nekompatibilitou a lidsk\u00fdmi chybami.<\/p>\n<p>Automatizovan\u00e9 testov\u00e1n\u00ed bylo po n\u011bkolik desetilet\u00ed m\u00e9n\u011b efektivn\u00ed a \u010dasov\u011b n\u00e1ro\u010dn\u011bj\u0161\u00ed ne\u017e manu\u00e1ln\u00ed testov\u00e1n\u00ed. Bylo zapot\u0159eb\u00ed v\u00fdznamn\u00fdch \u00fasp\u011bch\u016f a technologick\u00e9ho pokroku, aby bylo mo\u017en\u00e9 z\u00edskat \u017eivotaschopn\u00e9 produkty a uvolnit v\u00fdhody automatizovan\u00e9ho testovac\u00edho softwaru, v\u010detn\u011b po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Jak_se_pocitacove_videni_pouziva_v_automatizaci_testovani_softwaru_%E2%80%93_Soucasnost\"><\/span>Jak se po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed pou\u017e\u00edv\u00e1 v automatizaci testov\u00e1n\u00ed softwaru &#8211; Sou\u010dasnost<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p> <a href=\"https:\/\/www.zaptest.com\/cs\/kompletni-pruvodce-automatizaci-testovani-softwaru\">V\u00fdvoj softwaru pro automatizovan\u00e9 testov\u00e1n\u00ed<\/a> se v\u00fdrazn\u011b posunul d\u00edky pokroku v technologii po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed. Klasifikace obr\u00e1zk\u016f, detekce a sledov\u00e1n\u00ed objekt\u016f a vyhled\u00e1v\u00e1n\u00ed obr\u00e1zk\u016f na z\u00e1klad\u011b obsahu zp\u016fsobily revoluci v procesu automatizace testov\u00e1n\u00ed softwaru.<\/p>\n<p>Spole\u010dnosti a st\u00e1tn\u00ed spr\u00e1va dnes vyu\u017e\u00edvaj\u00ed n\u00e1stroje pro testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro v\u00fdvoj softwaru a automatizaci, aby zv\u00fd\u0161ily efektivitu a produktivitu. Jedn\u00e1 se o z\u00e1sadn\u00ed krok v oblasti hyperautomatizace a zefektivn\u011bn\u00ed proces\u016f s c\u00edlem pos\u00edlit hospod\u00e1\u0159sk\u00fd v\u00fdsledek a maximalizovat produkci bez sn\u00ed\u017een\u00ed kvality.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Nove_vyuziti_pocitacoveho_videni_v_automatizaci_testovani_softwaru_%E2%80%93_budoucnost\"><\/span>Nov\u00e9 vyu\u017eit\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru &#8211; budoucnost<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Odv\u011btvov\u00e9 progn\u00f3zy zd\u016fraz\u0148uj\u00ed r\u016fst strojov\u00e9ho u\u010den\u00ed a roz\u0161\u00ed\u0159en\u00ed CNN pro automatizaci dal\u0161\u00edch pracovn\u00edch \u00faloh a optimalizaci st\u00e1vaj\u00edc\u00edch proces\u016f. Je pravd\u011bpodobn\u00e9, \u017ee se do\u010dk\u00e1me v\u00edce cloudov\u00fdch slu\u017eeb a v\u011bt\u0161\u00edho vyu\u017e\u00edv\u00e1n\u00ed dron\u016f a mobiln\u00edch za\u0159\u00edzen\u00ed, kter\u00e9 umo\u017en\u00ed lidem pracovat odkudkoli na sv\u011bt\u011b.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Vyhody_pocitacoveho_videni_v_automatizaci_testovani_softwaru\"><\/span>V\u00fdhody po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru<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\u00ed seznam pro testov\u00e1n\u00ed softwaru\" width=\"575\" height=\"383\"><\/p>\n<p>V\u00fdhody n\u00e1stroj\u016f po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed p\u0159i testov\u00e1n\u00ed softwaru nelze p\u0159ece\u0148ovat, ale nen\u00ed mo\u017en\u00e9 vysv\u011btlit v\u0161echny mo\u017en\u00e9 v\u00fdhody. P\u0159esto n\u011bkter\u00e9 z hlavn\u00edch v\u00fdhod mohou v\u00e9st k neuv\u011b\u0159iteln\u00e9mu r\u016fstu a zm\u011bn\u00e1m produktivity.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Omezuje_slepa_mista\"><\/span>Omezuje slep\u00e1 m\u00edsta<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Jedn\u00edm z hlavn\u00edch p\u0159\u00ednos\u016f n\u00e1stroj\u016f po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed p\u0159i testov\u00e1n\u00ed softwaru je schopnost omezit slep\u00e1 m\u00edsta ve st\u00e1vaj\u00edc\u00edch procesech. Roz\u0161\u00ed\u0159en\u00ed st\u00e1vaj\u00edc\u00edch n\u00e1stroj\u016f pro automatick\u00e9 testov\u00e1n\u00ed o software pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed pom\u00e1h\u00e1 orientovat stroje v prostoru a vypl\u0148uje mezery. Softwarov\u00e1 automatizace po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed podporuje syst\u00e9my t\u00edm, \u017ee vypl\u0148uje pr\u00e1zdn\u00e1 m\u00edsta kolem dat, aby ukotvila p\u0159ijat\u00e9 informace a vytvo\u0159ila \u00fapln\u011bj\u0161\u00ed obraz.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Rychle_testovani\"><\/span>Rychl\u00e9 testov\u00e1n\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Dal\u0161\u00edm bonusem pro zaveden\u00ed testov\u00e1n\u00ed pomoc\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v aplikac\u00edch softwarov\u00e9ho in\u017een\u00fdrstv\u00ed je rychlej\u0161\u00ed testov\u00e1n\u00ed. Pou\u017eit\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed znamen\u00e1, \u017ee v\u00e1\u0161 t\u00fdm nemus\u00ed tr\u00e1vit drahocenn\u00fd \u010das vytv\u00e1\u0159en\u00edm dat pro nestandardn\u00ed nastaven\u00ed nebo produkty. Po\u010d\u00edta\u010d se m\u016f\u017ee p\u0159izp\u016fsobit zm\u011bn\u00e1m na z\u00e1klad\u011b zobrazen\u00ed a obr\u00e1zk\u016f, kter\u00e9 obdr\u017e\u00ed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Stale_se_zlepsujici\"><\/span>St\u00e1le se zlep\u0161uj\u00edc\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Stejn\u011b jako v\u011bt\u0161ina technologick\u00e9ho pokroku se i n\u00e1stroje pro testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed p\u0159i v\u00fdvoji softwaru st\u00e1le m\u011bn\u00ed, proto\u017ee program\u00e1to\u0159i zdokonaluj\u00ed a roz\u0161i\u0159uj\u00ed jejich mo\u017enosti. Pou\u017e\u00edv\u00e1n\u00ed softwaru pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed k automatizaci testov\u00e1n\u00ed z\u016fstane v pop\u0159ed\u00ed v\u011bt\u0161iny pr\u016fmyslov\u00fdch odv\u011btv\u00ed i v n\u00e1sleduj\u00edc\u00edch letech, proto\u017ee prostor pro r\u016fst je neomezen\u00fd.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Automatizovane_testovani_grafickeho_uzivatelskeho_rozhrani\"><\/span>Automatizovan\u00e9 testov\u00e1n\u00ed grafick\u00e9ho u\u017eivatelsk\u00e9ho rozhran\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>V \u017e\u00e1dn\u00e9m odv\u011btv\u00ed nen\u00ed snadn\u00e9 naj\u00edt lidi, kte\u0159\u00ed by spolehliv\u011b plnili v\u0161edn\u00ed \u00fakoly, tak\u017ee hled\u00e1n\u00ed zp\u016fsob\u016f, jak tyto nudn\u00e9 procesy automatizovat, \u0161et\u0159\u00ed \u017eivot v\u0161em. Nejlep\u0161\u00ed n\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro automatizaci testov\u00e1n\u00ed softwaru dok\u00e1\u017e\u00ed tyto \u00fakoly zvl\u00e1dnout, \u010d\u00edm\u017e firm\u00e1m \u0161et\u0159\u00ed \u010das a pen\u00edze a z\u00e1rove\u0148 sni\u017euj\u00ed z\u00e1t\u011b\u017e zam\u011bstnanc\u016f.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Vyzvy_pocitacoveho_videni_v_automatizaci_testovani_softwaru\"><\/span>V\u00fdzvy po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v automatizaci testov\u00e1n\u00ed softwaru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Pou\u017eit\u00ed softwaru pro po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed k automatizaci testov\u00e1n\u00ed nen\u00ed dokonal\u00e9 a je t\u0159eba vz\u00edt v \u00favahu n\u011bkolik v\u00fdznamn\u00fdch nev\u00fdhod.<\/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=\"testov\u00e1n\u00ed z\u00e1t\u011b\u017ee\" width=\"611\" height=\"407\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Zavislost_na_kvalite_obrazu\"><\/span>Z\u00e1vislost na kvalit\u011b obrazu<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nen\u00ed \u017e\u00e1dn\u00fdm tajemstv\u00edm, \u017ee \u0161patn\u00e1 kvalita obrazu m\u016f\u017ee p\u0159in\u00e9st negativn\u00ed v\u00fdsledky, ale co prom\u011bnliv\u00e9 sv\u011bteln\u00e9 podm\u00ednky nebo nekonzistentn\u00ed orientace? Zat\u00edmco na\u0161e o\u010di se snadno p\u0159izp\u016fsobuj\u00ed nepatrn\u00fdm zm\u011bn\u00e1m osv\u011btlen\u00ed, software po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed nikoli. Ani ty nejlep\u0161\u00ed n\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro automatizaci testov\u00e1n\u00ed softwaru nedok\u00e1\u017eou dokonale napodobit lidsk\u00e9 oko.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Zkreslene_uceni\"><\/span>Zkreslen\u00e9 u\u010den\u00ed<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>N\u011bkter\u00e1 odv\u011btv\u00ed maj\u00ed omezen\u00fd p\u0159\u00edstup ke kvalitn\u00edm \u00fadaj\u016fm nezbytn\u00fdm k dosa\u017een\u00ed sv\u00fdch c\u00edl\u016f. Nap\u0159\u00edklad v oblasti zdravotnictv\u00ed mohou chyb\u011bt vysoce kvalitn\u00ed videa a obr\u00e1zky pro vytvo\u0159en\u00ed realistick\u00fdch virtu\u00e1ln\u00edch prostor pro praxi. Nen\u00ed v\u017edy snadn\u00e9 vyplnit pr\u00e1zdn\u00e1 m\u00edsta nebo vytvo\u0159it dostate\u010dn\u00e9 soubory dat.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vypocetni_naklady\"><\/span>V\u00fdpo\u010detn\u00ed n\u00e1klady<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>N\u00e1klady na vytvo\u0159en\u00ed softwaru po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro testov\u00e1n\u00ed automatizace jsou zna\u010dn\u00e9, proto\u017ee je k tomu zapot\u0159eb\u00ed hardware a kvalifikovan\u00ed in\u017een\u00fd\u0159i po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed. Podcen\u011bn\u00ed n\u00e1klad\u016f vede k nep\u0159esn\u00fdm \u00fadaj\u016fm a nedostate\u010dn\u00fdm v\u00fdnos\u016fm.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Omezeni_soucasnych_nastroju_pro_automatizaci_softwaru\"><\/span>Omezen\u00ed sou\u010dasn\u00fdch n\u00e1stroj\u016f pro automatizaci softwaru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>St\u00e1vaj\u00edc\u00ed n\u00e1stroje pro automatizaci softwaru maj\u00ed vrozen\u00e1 omezen\u00ed, kter\u00e1 ovliv\u0148uj\u00ed celkov\u00e9 v\u00fdsledky. P\u0159esto\u017ee oproti manu\u00e1ln\u00edmu testov\u00e1n\u00ed existuj\u00ed v\u00fdznamn\u00e9 v\u00fdhody, je nepraktick\u00e9 p\u0159ehl\u00ed\u017eet nedostatky.<\/p>\n<ul>\n<li>St\u00e1vaj\u00edc\u00ed automatiza\u010dn\u00ed n\u00e1stroje mohou kontrolovat pouze to, co znaj\u00ed, co\u017e znamen\u00e1, \u017ee pokud jste neposkytli data, nemohou kontrolovat mimo nastaven\u00e9 parametry.<\/li>\n<li>Jakmile se syst\u00e9m rozb\u011bhne, m\u016f\u017eete u\u0161et\u0159it spoustu \u010dasu, ale chv\u00edli trv\u00e1, ne\u017e se syst\u00e9m uvede do chodu.<\/li>\n<li>Nen\u00ed to levn\u00e9. Pou\u017e\u00edv\u00e1n\u00ed n\u00e1stroj\u016f pro automatizaci softwaru m\u00e1 svou cenu a p\u0159edstavuje v\u00fdznamnou investici, kter\u00e1 se v\u0161ak z dlouhodob\u00e9ho hlediska vyplat\u00ed.<\/li>\n<li>O\u010dek\u00e1vejte pr\u016fb\u011b\u017enou \u00fadr\u017ebu k\u00f3du, kter\u00e1 zajist\u00ed p\u0159esn\u00e9 v\u00fdsledky.<\/li>\n<\/ul>\n<p>N\u00e1stroje pro automatizaci softwaru jsou nakonec podobn\u00e9 <a href=\"https:\/\/www.zaptest.com\/cs\/kompletni-pruvodce-robotickou-automatizaci-procesu-rpa\">robotick\u00e9 automatizaci proces\u016f<\/a> (RPA), proto\u017ee eliminuj\u00ed lidsk\u00fd faktor. T\u00fdmy ztr\u00e1cej\u00ed cenn\u00e9 a kvalifikovan\u00e9 zam\u011bstnance, proto\u017ee p\u0159i p\u0159echodu na automatizovan\u00e9 n\u00e1stroje. Nav\u00edc po\u010d\u00edta\u010de nedok\u00e1\u017eou myslet ani reagovat jako lid\u00e9, co\u017e m\u016f\u017ee b\u00fdt v\u00fdhodou i nev\u00fdhodou.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Jak_zacit_testovat_software_pomoci_pocitacoveho_videni_nastroje_s_nizkym_kodem\"><\/span>Jak za\u010d\u00edt testovat software pomoc\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed, n\u00e1stroje s n\u00edzk\u00fdm k\u00f3dem<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=\"\u010cast\u00e9 dotazy k automatizaci funk\u010dn\u00edho testov\u00e1n\u00ed\" 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>Zah\u00e1jen\u00ed jak\u00e9hokoli projektu se m\u016f\u017ee zd\u00e1t zdrcuj\u00edc\u00ed, zejm\u00e9na pokud zahrnuje slo\u017eit\u00e9 technologie. Jednou z v\u00fdhod n\u00e1stroj\u016f po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed p\u0159i testov\u00e1n\u00ed softwaru je na\u0161t\u011bst\u00ed to, \u017ee v\u011bt\u0161inu pr\u00e1ce odvedou kvalifikovan\u00ed in\u017een\u00fd\u0159i, tak\u017ee se k jejich pou\u017eit\u00ed nemus\u00edte u\u010dit rozs\u00e1hl\u00fd k\u00f3d nebo technick\u00e9 dovednosti.<\/p>\n<p>Software ZAPTEST se spol\u00e9h\u00e1 na vestav\u011bn\u00e9 funkce, kter\u00e9 poskytuj\u00ed n\u00e1stroj s n\u00edzk\u00fdm k\u00f3dem, kter\u00fd spln\u00ed va\u0161e pot\u0159eby. Objednejte si demo a zjist\u011bte, jak m\u016f\u017ee ZAPTEST zlep\u0161it va\u0161e v\u00fdsledky d\u00edky na\u0161im komplexn\u00edm slu\u017eb\u00e1m automatizace testov\u00e1n\u00ed softwaru a specializovan\u00e9mu t\u00fdmu odborn\u00edk\u016f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Nejcastejsi_dotazy\"><\/span>Nej\u010dast\u011bj\u0161\u00ed dotazy<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>M\u00e1te st\u00e1le ot\u00e1zky ohledn\u011b pou\u017e\u00edv\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed a automatizace testov\u00e1n\u00ed softwaru? Tyto \u010dast\u00e9 ot\u00e1zky a odpov\u011bdi by v\u00e1m mohly v\u0161e objasnit.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Co_je_testovani_pocitacoveho_videni\"><\/span>Co je testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed je v\u00fdzvou pro syst\u00e9my, aby se ur\u010dila jejich p\u0159esnost p\u0159i identifikaci, kategorizaci a dokonce i reakci na obrazy subjekt\u016f. Vytv\u00e1\u0159\u00ed z\u00e1klad pro pou\u017e\u00edv\u00e1n\u00ed n\u00e1stroj\u016f pro testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed p\u0159i v\u00fdvoji softwaru a dal\u0161\u00edch automatiza\u010dn\u00edch \u00faloh\u00e1ch.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Potrebuje_testovani_pocitacoveho_videni_kodovani\"><\/span>Pot\u0159ebuje testov\u00e1n\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed k\u00f3dov\u00e1n\u00ed?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ano i ne. Strojov\u00e9 u\u010den\u00ed znamen\u00e1, \u017ee softwarov\u00ed in\u017een\u00fd\u0159i nemus\u00ed v\u0161e k\u00f3dovat ru\u010dn\u011b, proto\u017ee mohou vyu\u017e\u00edt existuj\u00edc\u00ed funkce a algoritmy. Na v\u0161ech \u00farovn\u00edch je v\u0161ak st\u00e1le p\u0159\u00edtomn\u00fd prvek k\u00f3dov\u00e1n\u00ed.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Jake_dovednosti_potrebujete_pro_automatizaci_testovani_softwaru_pocitacoveho_videni\"><\/span>Jak\u00e9 dovednosti pot\u0159ebujete pro automatizaci testov\u00e1n\u00ed softwaru po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>I ty nejlep\u0161\u00ed n\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro automatizaci testov\u00e1n\u00ed softwaru vy\u017eaduj\u00ed na za\u010d\u00e1tku kvalifikovan\u00e9ho program\u00e1tora nebo in\u017een\u00fdra. K vytvo\u0159en\u00ed syst\u00e9mu a uveden\u00ed v\u0161eho do provozu pot\u0159ebujete n\u011bkoho, kdo m\u00e1 rozs\u00e1hl\u00e9 zku\u0161enosti s k\u00f3dov\u00e1n\u00edm a rozum\u00ed metod\u00e1m DevOps. Obvykle budete pou\u017e\u00edvat matematick\u00e9 dovednosti na vysok\u00e9 \u00farovni, statistiku, zpracov\u00e1n\u00ed obrazu a schopnosti rozpozn\u00e1v\u00e1n\u00ed vzor\u016f.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Nastroje_pocitacoveho_videni_pro_automatizaci_testovani_softwaru\"><\/span>N\u00e1stroje po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed pro automatizaci testov\u00e1n\u00ed softwaru<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>N\u00e1stroje pro testov\u00e1n\u00ed pomoc\u00ed po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed mohou zv\u00fd\u0161it efektivitu a produktivitu, ale je k tomu zapot\u0159eb\u00ed produkt na vysok\u00e9 \u00farovni. ZAPTEST je p\u0159edn\u00ed n\u00e1stroj pro automatizaci testov\u00e1n\u00ed zalo\u017een\u00fd na softwaru pro komplexn\u00ed po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed s prokazateln\u00fdmi v\u00fdsledky a dobr\u00fdmi v\u00fdsledky.<\/p>\n<p>Pomoc\u00ed technologie po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed v n\u00e1stroji ZAP Object Engine (ZOE) mohou u\u017eivatel\u00e9 vytv\u00e1\u0159et automatizaci jak\u00e9hokoli digit\u00e1ln\u00edho rozhran\u00ed v\u010detn\u011b \u017eiv\u00fdch aplikac\u00ed, vide\u00ed a dokonce vytv\u00e1\u0159et skripty z maket. Typ technologie u\u017eivatelsk\u00e9ho rozhran\u00ed v r\u00e1mci automatizace ji\u017e nen\u00ed ot\u00e1zkou. My v ZAP \u0159\u00edk\u00e1me: &#8222;ZAPTEST dok\u00e1\u017ee tento ASIS automatizovat bez jak\u00fdchkoli omezen\u00ed.&#8220;<\/p>\n<p>Vyu\u017e\u00edv\u00e1me nejmodern\u011bj\u0161\u00ed technologie k vytvo\u0159en\u00ed nejlep\u0161\u00edch n\u00e1stroj\u016f pro automatizaci testov\u00e1n\u00ed softwaru zalo\u017een\u00fdch na po\u010d\u00edta\u010dov\u00e9m vid\u011bn\u00ed. N\u00e1\u0161 v\u0161estrann\u00fd software funguje na r\u016fzn\u00fdch platform\u00e1ch a v r\u016fzn\u00fdch aplikac\u00edch, abyste dos\u00e1hli optim\u00e1ln\u00edho v\u00fdsledku.<\/p>\n<p>Zaj\u00edm\u00e1 v\u00e1s, jak m\u016f\u017ee <a href=\"https:\/\/www.zaptest.com\/cs\">n\u00e1stroj pro automatizaci testov\u00e1n\u00ed softwaru<\/a> zefektivnit va\u0161e obchodn\u00ed procesy a a\u017e desetin\u00e1sobn\u011b zlep\u0161it va\u0161e hospod\u00e1\u0159sk\u00e9 v\u00fdsledky? Kontaktujte t\u00fdm ZAPTEST a dozv\u00edte se v\u00edce.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Technologie se neust\u00e1le vyv\u00edjej\u00ed a souvisej\u00ed se v\u0161\u00edm, co d\u011bl\u00e1me v osobn\u00edm i profesn\u00edm \u017eivot\u011b. Od chytr\u00fdch telefon\u016f a\u017e po nejmodern\u011bj\u0161\u00ed po\u010d\u00edta\u010dov\u00e1 rozhran\u00ed &#8211; technologie jsou z\u00e1kladem na\u0161\u00ed spole\u010dnosti a maj\u00e1kem jej\u00edho dal\u0161\u00edho r\u016fstu. Po\u010d\u00edta\u010dov\u00e9 vid\u011bn\u00ed stoj\u00ed v \u010dele tohoto sv\u011bta a je p\u0159ipraveno zm\u011bnit zp\u016fsob, jak\u00fdm podnik\u00e1me. Vyu\u017eit\u00ed n\u00e1stroj\u016f po\u010d\u00edta\u010dov\u00e9ho vid\u011bn\u00ed jako sou\u010d\u00e1sti automatizace [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":29169,"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":[462],"tags":[],"class_list":["post-29846","post","type-post","status-publish","format-standard","has-post-thumbnail","category-ai-cs"],"acf":{"short_name":""},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/posts\/29846","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/comments?post=29846"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/posts\/29846\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/media\/29169"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/media?parent=29846"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/categories?post=29846"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/cs\/wp-json\/wp\/v2\/tags?post=29846"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}