{"id":55441,"date":"2022-07-08T07:08:50","date_gmt":"2022-07-08T07:08:50","guid":{"rendered":"https:\/\/www.zaptest.com\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes"},"modified":"2022-07-08T07:08:50","modified_gmt":"2022-07-08T07:08:50","slug":"vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes","title":{"rendered":"Vizioni kompjuterik \u00ebsht\u00eb e ardhmja e automatizimit t\u00eb testimit t\u00eb softuerit &#8211; nj\u00eb histori e s\u00eb shkuar\u00ebs, s\u00eb tashmes dhe s\u00eb ardhmes"},"content":{"rendered":"<p>Teknologjia \u00ebsht\u00eb gjithnj\u00eb n\u00eb zhvillim dhe e lidhur me gjith\u00e7ka q\u00eb b\u00ebjm\u00eb n\u00eb jet\u00ebn ton\u00eb personale dhe profesionale. Nga telefonat inteligjent\u00eb te nd\u00ebrfaqet kompjuterike m\u00eb t\u00eb avancuara, teknologjia sh\u00ebnon themelin e shoq\u00ebris\u00eb son\u00eb dhe nj\u00eb fener t\u00eb rritjes s\u00eb vazhdueshme. Vizioni kompjuterik \u00ebsht\u00eb n\u00eb ball\u00eb t\u00eb asaj bote dhe i gatsh\u00ebm t\u00eb ndryshoj\u00eb m\u00ebnyr\u00ebn se si ne b\u00ebjm\u00eb biznes.<\/p>\n<p>P\u00ebrqafimi i mjeteve t\u00eb vizionit kompjuterik si pjes\u00eb e automatizimit t\u00eb testimit t\u00eb softuerit \u00ebsht\u00eb nj\u00eb hap tjet\u00ebr n\u00eb revolucionin e teknologjis\u00eb. Ai luan nj\u00eb rol kritik n\u00eb shum\u00eb aktivitete t\u00eb p\u00ebrditshme dhe tani synon t\u00eb p\u00ebrsos\u00eb detyrat tona t\u00eb p\u00ebrditshme duke reduktuar gabimet, duke p\u00ebrmir\u00ebsuar cil\u00ebsin\u00eb dhe duke rritur rezultatin.<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Cfare_eshte_Computer_Vision\" >\u00c7far\u00eb \u00ebsht\u00eb Computer Vision?<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Si_funksionon_vizioni_kompjuterik\" >Si funksionon vizioni kompjuterik?<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Historia_e_Vizionit_Kompjuterik\" >Historia e Vizionit Kompjuterik<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Aplikimet_e_Teknologjive_te_Vizionit_Kompjuterik\" >Aplikimet e Teknologjive t\u00eb Vizionit Kompjuterik<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Njohja_e_fytyres\" >Njohja e fytyr\u00ebs<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Trafiku_Drejtimi_dhe_Industria_e_Automobilave\" >Trafiku, Drejtimi dhe Industria e Automobilave<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#1_Modelet_e_trafikut_dhe_mbeshtetje_per_zbatimin_e_ligjit\" >1. Modelet e trafikut dhe mb\u00ebshtetje p\u00ebr zbatimin e ligjit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#2_Kontrolli_i_parkimit\" >2. Kontrolli i parkimit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#3_Mjete_Vetedrejtuese\" >3. Mjete Vet\u00ebdrejtuese<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Industria_e_kujdesit_shendetesor\" >Industria e kujdesit sh\u00ebndet\u00ebsor<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Mbeshtetje_me_pakice\" >Mb\u00ebshtetje me pakic\u00eb<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Aplikacionet_Bujqesore\" >Aplikacionet Bujq\u00ebsore<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Automatizimi_i_Prodhimit\" >Automatizimi i Prodhimit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Vizioni_kompjuterik_ne_automatizimin_e_testimit_te_softuerit_%E2%80%93_Nje_perralle_e_se_kaluares_se_tashmes_dhe_se_ardhmes\" >Vizioni kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit &#8211; Nj\u00eb p\u00ebrrall\u00eb e s\u00eb kaluar\u00ebs, s\u00eb tashmes dhe s\u00eb ardhmes<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Evolucioni_i_vizionit_kompjuterik_ne_testimin_e_softuerit_%E2%80%93_Historia\" >Evolucioni i vizionit kompjuterik n\u00eb testimin e softuerit &#8211; Historia<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Si_perdoret_vizioni_kompjuterik_ne_automatizimin_e_testimit_te_softuerit_%E2%80%93_e_tashmja\" >Si p\u00ebrdoret vizioni kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit &#8211; e tashmja<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Perdorimet_e_reja_te_vizionit_kompjuterik_ne_automatizimin_e_testimit_te_softuerit_%E2%80%93_e_ardhmja\" >P\u00ebrdorimet e reja t\u00eb vizionit kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit &#8211; e ardhmja<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Perfitimet_e_vizionit_kompjuterik_ne_automatizimin_e_testimit_te_softuerit\" >P\u00ebrfitimet e vizionit kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Redukton_pikat_e_verber\" >Redukton pikat e verb\u00ebr<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Testimi_i_Shpejte\" >Testimi i Shpejt\u00eb<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Gjithnje_ne_Permiresim\" >Gjithnj\u00eb n\u00eb P\u00ebrmir\u00ebsim<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Testimi_i_automatizuar_i_GUI\" >Testimi i automatizuar i GUI<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Sfidat_e_vizionit_kompjuterik_ne_automatizimin_e_testimit_te_softuerit\" >Sfidat e vizionit kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Varesia_nga_cilesia_e_imazhit\" >Var\u00ebsia nga cil\u00ebsia e imazhit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Te_mesuarit_e_shtrember\" >T\u00eb m\u00ebsuarit e shtremb\u00ebr<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Kostot_llogaritese\" >Kostot llogarit\u00ebse<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Kufizimet_e_mjeteve_aktuale_te_automatizimit_te_softuerit\" >Kufizimet e mjeteve aktuale t\u00eb automatizimit t\u00eb softuerit<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Si_te_filloni_testimin_e_softuerit_me_vizionin_kompjuterik_nje_mjet_me_kod_te_ulet\" >Si t\u00eb filloni testimin e softuerit me vizionin kompjuterik, nj\u00eb mjet me kod t\u00eb ul\u00ebt<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Pyetjet_e_shpeshta\" >Pyetjet e shpeshta<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Cfare_eshte_testimi_i_vizionit_kompjuterik\" >\u00c7far\u00eb \u00ebsht\u00eb testimi i vizionit kompjuterik?<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#A_ka_nevoje_per_kodim_testimi_i_vizionit_kompjuterik\" >A ka nevoj\u00eb p\u00ebr kodim testimi i vizionit kompjuterik?<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Cfare_aftesish_ju_nevojiten_per_automatizimin_e_testit_te_softuerit_te_vizionit_kompjuterik\" >\u00c7far\u00eb aft\u00ebsish ju nevojiten p\u00ebr automatizimin e testit t\u00eb softuerit t\u00eb vizionit kompjuterik?<\/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\/sq\/vizioni-kompjuterik-eshte-e-ardhmja-e-automatizimit-te-testimit-te-softuerit-nje-histori-e-se-shkuares-se-tashmes-dhe-se-ardhmes\/#Mjetet_e_vizionit_kompjuterik_per_automatizimin_e_testimit_te_softuerit\" >Mjetet e vizionit kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Cfare_eshte_Computer_Vision\"><\/span>\u00c7far\u00eb \u00ebsht\u00eb Computer Vision?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Me fjal\u00eb t\u00eb thjeshta, vizioni kompjuterik p\u00ebrfshin m\u00ebsimin e nj\u00eb kompjuteri se si t\u00eb shikoj\u00eb dhe interpretoj\u00eb sakt\u00eb imazhet si nj\u00eb njeri. \u00cbsht\u00eb nj\u00eb teknologji komplekse, e p\u00ebrparuar q\u00eb mb\u00ebshtetet n\u00eb inteligjenc\u00ebn artificiale (AI) dhe m\u00ebsimin e makinerive.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<p>Vizioni kompjuterik \u00ebsht\u00eb nj\u00eb hap tjet\u00ebr drejt q\u00eb kompjuter\u00ebt t\u00eb kryejn\u00eb detyra njer\u00ebzore p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar efikasitetin dhe p\u00ebr t\u00eb zvog\u00ebluar gabimet. Kjo qasje multidisiplinare i lejon kompjuter\u00ebt t\u00eb konvertojn\u00eb imazhet n\u00eb t\u00eb dh\u00ebna t\u00eb lexueshme dhe t\u00eb interpretojn\u00eb se si lidhet informacioni.<\/p>\n<p>Duke e \u00e7uar nj\u00eb hap m\u00eb tej, procesi u jep kompjuter\u00ebve aft\u00ebsin\u00eb p\u00ebr t\u00eb lexuar nj\u00eb sken\u00eb dhe p\u00ebr t\u00eb formuluar nj\u00eb reagim t\u00eb p\u00ebrshtatsh\u00ebm. P\u00ebr shembull, vizioni kompjuterik mund t\u00eb ndihmoj\u00eb makinat q\u00eb drejtojn\u00eb vet\u00eb t\u00eb njohin pengesat p\u00ebr t\u00eb shmangur p\u00ebrplasjet ose t\u00eb mb\u00ebshtesin <a href=\"https:\/\/www.zaptest.com\/rpa\">mjetet e automatizimit t\u00eb procesit robotik<\/a> (RPA) p\u00ebr t\u00eb krijuar nj\u00eb rrjedh\u00eb pune m\u00eb efikase.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Si_funksionon_vizioni_kompjuterik\"><\/span>Si funksionon vizioni kompjuterik?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nj\u00eb kompjuter nuk do t\u00eb shoh\u00eb kurr\u00eb si ne, sepse kompjuter\u00ebve u mungojn\u00eb syt\u00eb p\u00ebr t\u00eb marr\u00eb dhe p\u00ebr t\u00eb p\u00ebrkthyer t\u00eb dh\u00ebna n\u00eb tru. Prandaj, teknologjia e vizionit kompjuterik mb\u00ebshtetet n\u00eb nj\u00eb simfoni komplekse t\u00eb dh\u00ebnash dhe algoritmesh q\u00eb pasqyrojn\u00eb m\u00ebnyr\u00ebn se si syt\u00eb e njeriut marrin imazhe dhe i p\u00ebrkthen ato n\u00eb tru.<\/p>\n<p>\u00cbsht\u00eb e r\u00ebnd\u00ebsishme t\u00eb theksohet se ne ende nuk e kuptojm\u00eb plot\u00ebsisht se si funksionon truri i njeriut. Shumica e njer\u00ebzve kan\u00eb nj\u00eb kuptim rudimentar se syt\u00eb marrin informacion, e p\u00ebrkthejn\u00eb at\u00eb dhe transmetojn\u00eb mesazhet n\u00eb trurin ton\u00eb. Sidoqoft\u00eb, neuroshkenc\u00ebtar\u00ebt mund t&#8217;ju thon\u00eb se vizioni i njeriut \u00ebsht\u00eb shum\u00eb m\u00eb kompleks dhe se ne ende kemi nj\u00eb kuptim t\u00eb kufizuar se si funksionon truri yn\u00eb.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<p>K\u00ebto kufizime n\u00eb kuptimin transferohen te nj\u00eb inxhinier i vizionit kompjuterik q\u00eb p\u00ebrpiqet t&#8217;i m\u00ebsoj\u00eb nj\u00eb kompjuteri se si t\u00eb shoh\u00eb. T\u00eb dh\u00ebnat dhe algoritmet e p\u00ebrdorura p\u00ebr t\u00eb trajnuar nj\u00eb kompjuter p\u00ebr t\u00eb &#8220;shikuar&#8221; dhe interpretuar imazhet mbeten t\u00eb kufizuara nga t\u00eb kuptuarit ton\u00eb se si nd\u00ebrveprojn\u00eb syt\u00eb dhe truri i njeriut.<\/p>\n<p>Teknologjia e vizionit kompjuterik aktualisht mb\u00ebshtetet n\u00eb njohjen e modeleve dhe teknologjin\u00eb e p\u00ebrparuar. M\u00ebsimi i makineris\u00eb dhe rrjetet nervore konvolucionale (CNN) lejojn\u00eb kompjuter\u00ebt t\u00eb zb\u00ebrthejn\u00eb imazhet, t\u00eb interpretojn\u00eb t\u00eb dh\u00ebnat dhe t\u00eb identifikojn\u00eb artikujt.<\/p>\n<p>Inxhinier\u00ebt e vizionit kompjuterik p\u00ebrdorin m\u00ebsimin e makinerive p\u00ebr t&#8217;i m\u00ebsuar kompjuter\u00ebt se si t\u00eb klasifikojn\u00eb imazhet duke u ofruar atyre mij\u00ebra imazhe t\u00eb nj\u00eb subjekti. \u00c7do imazh mban etiketa dhe etiketa q\u00eb identifikojn\u00eb se \u00e7far\u00eb \u00ebsht\u00eb, si nj\u00eb makin\u00eb apo nj\u00eb qen.<\/p>\n<p>CNN p\u00ebrmir\u00ebson proceset e m\u00ebsimit t\u00eb makinerive p\u00ebr t\u00eb ndihmuar kompjuterin t\u00eb krijoj\u00eb nj\u00eb p\u00ebrfaq\u00ebsim me pixel t\u00eb subjektit. Duke p\u00ebrdorur pikselat dhe etiketat p\u00ebrkat\u00ebse, kompjuteri parashikon se \u00e7far\u00eb \u00ebsht\u00eb subjekti dhe kontrollon vazhdimisht sakt\u00ebsin\u00eb e tij derisa t\u00eb b\u00ebj\u00eb identifikime t\u00eb q\u00ebndrueshme dhe t\u00eb sakta.<\/p>\n<p>Vizioni kompjuterik shtrihet edhe n\u00eb vargjet e imazheve dhe videove me nj\u00eb rrjet nervor t\u00eb p\u00ebrs\u00ebritur (RNN). P\u00ebrdorimi i RNN-ve u mund\u00ebson kompjuter\u00ebve t\u00eb identifikojn\u00eb dhe lidhin fotografi t\u00eb shumta.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Historia_e_Vizionit_Kompjuterik\"><\/span>Historia e Vizionit Kompjuterik<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Teknologjia e vizionit kompjuterik daton n\u00eb vitin 1959 kur Russell Kirsch skanoi nj\u00eb imazh t\u00eb djalit t\u00eb tij n\u00eb nj\u00eb kompjuter. Shembulli i djalit t\u00eb mitur t\u00eb Kirsch-it u b\u00eb <a href=\"https:\/\/www.wired.com\/2010\/06\/smoothing-square-pixels\/\">imazhi i par\u00eb dixhital<\/a> me gjith\u00eb lavdin\u00eb e tij kokrrizore dhe nisi nj\u00eb deg\u00eb krejt\u00ebsisht t\u00eb re t\u00eb shkenc\u00ebs kompjuterike dhe zhvillimit t\u00eb AI.<\/p>\n<p>Disa vjet m\u00eb von\u00eb, Larry Roberts shkroi <a href=\"https:\/\/dspace.mit.edu\/handle\/1721.1\/11589\">tez\u00ebn e tij t\u00eb doktoratur\u00ebs<\/a> mbi aft\u00ebsin\u00eb p\u00ebr t\u00eb p\u00ebrdorur imazhe dydimensionale p\u00ebr t\u00eb nxjerr\u00eb informacion tredimensional rreth subjekteve t\u00eb ngurta. Puna e tij vendosi rrug\u00ebn p\u00ebr dekada p\u00ebrparimesh dhe zgjeroi fam\u00ebn e tij si babai i internetit.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<p>Fal\u00eb atyre pionier\u00ebve t\u00eb hersh\u00ebm, inxhinier\u00ebt kompjuterik\u00eb n\u00eb mbar\u00eb bot\u00ebn k\u00ebrkuan m\u00ebnyra t\u00eb reja p\u00ebr t\u00eb kthyer imazhet e bot\u00ebs reale n\u00eb t\u00eb dh\u00ebna q\u00eb nj\u00eb kompjuter mund t\u00eb njoh\u00eb, rendit\u00eb, p\u00ebrpunoj\u00eb dhe reagoj\u00eb ndaj tyre.<\/p>\n<p>1980 pa prezantimin e neokognitronit, versioni i hersh\u00ebm i <a href=\"https:\/\/www.rctn.org\/bruno\/public\/papers\/Fukushima1980.pdf\">Kunihiko Fukushima<\/a> t\u00eb CNN-it t\u00eb sot\u00ebm. Nga fillimi i viteve 1990, survejimi me video u shfaq n\u00eb makinat ATM dhe m\u00eb pak se nj\u00eb dekad\u00eb m\u00eb von\u00eb, studiuesit e MIT zbuluan kornizat e para <a href=\"https:\/\/dspace.mit.edu\/bitstream\/handle\/1721.1\/7171\/AIM-2001-010.pdf?sequence=2&amp;isAllowed=y\">t\u00eb zbulimit t\u00eb fytyr\u00ebs n\u00eb koh\u00eb reale<\/a> .<\/p>\n<p>Studiuesit, inxhinier\u00ebt dhe zhvilluesit mor\u00ebn ritmin n\u00eb nj\u00eb p\u00ebrpjekje t\u00eb vazhdueshme p\u00ebr t\u00eb arritur zgjidhjet m\u00eb t\u00eb mira t\u00eb mundshme t\u00eb vizionit kompjuterik. Google, Facebook, Apple, Amazon, madje edhe qeverit\u00eb nd\u00ebrkomb\u00ebtare hyn\u00eb n\u00eb k\u00ebt\u00eb fush\u00eb p\u00ebr t\u00eb zhvilluar teknologjin\u00eb e vizionit kompjuterik nga njohja e fytyr\u00ebs deri te makinat vet\u00eb-drejtuese.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Aplikimet_e_Teknologjive_te_Vizionit_Kompjuterik\"><\/span>Aplikimet e Teknologjive t\u00eb Vizionit Kompjuterik<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Nuk \u00ebsht\u00eb gjithmon\u00eb e leht\u00eb t\u00eb shoh\u00ebsh aplikimet dhe p\u00ebrfitimet e m\u00ebdha t\u00eb teknologjis\u00eb derisa t\u00eb b\u00ebsh nj\u00eb hap prapa. Nd\u00ebrsa Larry Roberts mund ta dinte se idet\u00eb e tij do t\u00eb shkat\u00ebrronin tok\u00ebn dhe do t\u00eb ndryshonin jet\u00ebn, ai ndoshta nuk i kishte parashikuar t\u00eb gjitha p\u00ebrdorimet e mundshme p\u00ebr vizionin kompjuterik.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Njohja_e_fytyres\"><\/span>Njohja e fytyr\u00ebs<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ndoshta p\u00ebrdorimi m\u00eb i popullarizuar dhe m\u00eb i diskutuesh\u00ebm i teknologjis\u00eb s\u00eb vizionit kompjuterik \u00ebsht\u00eb njohja e fytyr\u00ebs. Aplikimet jan\u00eb pothuajse t\u00eb pafundme dhe variojn\u00eb nga p\u00ebrdorimi personal deri te masat e siguris\u00eb publike.<\/p>\n<ul>\n<li>Facebook e p\u00ebrdor at\u00eb p\u00ebr t\u00eb ndihmuar p\u00ebrdoruesit t\u00eb etiketojn\u00eb njer\u00ebzit n\u00eb imazhet e p\u00ebrbashk\u00ebta.<\/li>\n<li>Agjencit\u00eb e zbatimit t\u00eb ligjit mund t\u00eb p\u00ebrdorin burime video p\u00ebr t\u00eb identifikuar kriminel\u00ebt.<\/li>\n<li>Bankat mund t\u00eb monitorojn\u00eb ATM-t\u00eb n\u00eb koh\u00eb reale dhe t\u00eb identifikojn\u00eb aktivitete t\u00eb dyshimta p\u00ebr t\u00eb rritur sigurin\u00eb.<\/li>\n<li>Individ\u00ebt mund t\u00eb hapin telefonat e tyre me nj\u00eb shikim n\u00eb kamer\u00eb.<\/li>\n<\/ul>\n<p>Nd\u00ebrsa k\u00ebto aplikacione p\u00ebrmir\u00ebsojn\u00eb efikasitetin dhe kan\u00eb kuptim p\u00ebr shumic\u00ebn e njer\u00ebzve, teknologjia e njohjes s\u00eb fytyr\u00ebs mbetet e diskutueshme n\u00eb disa sektor\u00eb, kryesisht me <a href=\"https:\/\/www.gao.gov\/products\/gao-21-526\">masat e mbik\u00ebqyrjes s\u00eb qeveris\u00eb<\/a> . Nd\u00ebrsa njohja e fytyr\u00ebs mund t\u00eb rris\u00eb sigurin\u00eb dhe sigurin\u00eb, ekziston nj\u00eb thirrje p\u00ebr kufij dhe legjislacion p\u00ebr t\u00eb mbrojtur privat\u00ebsin\u00eb.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Trafiku_Drejtimi_dhe_Industria_e_Automobilave\"><\/span>Trafiku, Drejtimi dhe Industria e Automobilave<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Vizioni kompjuterik ndryshoi m\u00ebnyr\u00ebn se si ne ngasim makin\u00ebn dhe m\u00ebnyr\u00ebn se si e trajtojm\u00eb trafikun. Ai hapi dyert p\u00ebr teknologjit\u00eb adaptive p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar p\u00ebrvoj\u00ebn e drejtimit dhe ndihmon qytetet t\u00eb reduktojn\u00eb mbipopullimin duke adresuar rrug\u00ebt problematike.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<h4><span class=\"ez-toc-section\" id=\"1_Modelet_e_trafikut_dhe_mbeshtetje_per_zbatimin_e_ligjit\"><\/span>1. Modelet e trafikut dhe mb\u00ebshtetje p\u00ebr zbatimin e ligjit<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Televizioni me qark t\u00eb mbyllur (CCTV) mb\u00ebshtetet n\u00eb vizionin kompjuterik p\u00ebr t\u00eb gjurmuar dhe kategorizuar automjetet p\u00ebr q\u00ebllime t\u00eb ndryshme. Qytetet jo vet\u00ebm q\u00eb mund t\u00eb monitorojn\u00eb trafikun, por ato gjithashtu mund t\u00eb kryejn\u00eb analiza t\u00eb rrjedh\u00ebs s\u00eb trafikut n\u00eb shkall\u00eb t\u00eb gjer\u00eb p\u00ebr t\u00eb p\u00ebrcaktuar pikat e nxehta dhe m\u00ebnyrat p\u00ebr t\u00eb leht\u00ebsuar mbipopullimin. \u00cbsht\u00eb e mundur t\u00eb p\u00ebrcaktohet se sa koh\u00eb duhet p\u00ebr t\u00eb udh\u00ebtuar n\u00eb nj\u00eb hap\u00ebsir\u00eb t\u00eb autostrad\u00ebs dhe p\u00ebr t\u00eb identifikuar aksidentet.<\/p>\n<p>P\u00ebr m\u00eb tep\u00ebr, teknologjia e vizionit kompjuterik ndihmon zbatimin e ligjit p\u00ebr t&#8217;i b\u00ebr\u00eb rrug\u00ebt m\u00eb t\u00eb sigurta dhe p\u00ebr t\u00eb reduktuar aksidentet. Kamerat mund t\u00eb identifikojn\u00eb makinat me shpejt\u00ebsi dhe t\u00eb paralajm\u00ebrojn\u00eb oficer\u00ebt p\u00ebr shkelje t\u00eb tjera n\u00eb l\u00ebvizje. \u00cbsht\u00eb gjithashtu e mundur t\u00eb monitorohet sjellja e shoferit, si ngarje e hutuar dhe n\u00ebse ata vendosin rripat e sigurimit apo jo.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Kontrolli_i_parkimit\"><\/span>2. Kontrolli i parkimit<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>N\u00ebse jeni t\u00ebrhequr ndonj\u00ebher\u00eb n\u00eb nj\u00eb garazh parkimi dhe keni vozitur n\u00eb rrethe vet\u00ebm p\u00ebr t\u00eb zbuluar se vendi \u00ebsht\u00eb plot, mund t\u00eb vler\u00ebsoni p\u00ebrfitimet e vizionit kompjuterik p\u00ebr kontrollin e parkimit. Kamerat mund t\u00eb identifikojn\u00eb pikat e hapura dhe t\u00eb kthehen n\u00eb nj\u00eb kompjuter kur pjesa \u00ebsht\u00eb plot. Tabelat n\u00eb hyrje mund t\u00eb paralajm\u00ebrojn\u00eb drejtuesit e automjeteve p\u00ebr lotin e plot\u00eb dhe t\u00eb shmangin dhimbjet e kok\u00ebs p\u00ebr t\u00eb gjith\u00eb.<\/p>\n<p>P\u00ebr m\u00eb tep\u00ebr, parcelat me pages\u00eb n\u00eb park mund t\u00eb monitorojn\u00eb targat dhe pikat individuale p\u00ebr t\u00eb p\u00ebrcaktuar se sa koh\u00eb nj\u00eb makin\u00eb mbetet e parkuar. Pronar\u00ebt e loteve mund t\u00eb reduktojn\u00eb humbjet dhe t\u00eb monitorojn\u00eb investimet e tyre.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Mjete_Vetedrejtuese\"><\/span>3. Mjete Vet\u00ebdrejtuese<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Nuk \u00ebsht\u00eb e leht\u00eb t\u00eb gjesh nj\u00eb makin\u00eb pa ndonj\u00eb form\u00eb t\u00eb teknologjis\u00eb s\u00eb vizionit kompjuterik. Shumica e automjeteve t\u00eb reja kan\u00eb shum\u00eb aplikacione q\u00eb k\u00ebrkojn\u00eb shum\u00eb hamendje nga drejtimi, si parkimi automatik dhe kontrolli i lundrimit.<\/p>\n<p>Megjith\u00ebse k\u00ebto jan\u00eb teknologji relativisht t\u00eb reja, makinat vet\u00eb-drejtuese kan\u00eb qen\u00eb n\u00eb pun\u00eb p\u00ebr dekada. <a href=\"https:\/\/www.epa.gov\/greenvehicles\/self-driving-vehicles\">Makinat q\u00eb drejtojn\u00eb vet\u00eb<\/a> nuk jan\u00eb m\u00eb t\u00eb klasifikuara n\u00eb filmat fantastiko-shkencor. Megjith\u00ebse shumica e makinave nuk kualifikohen si plot\u00ebsisht autonome, ka disa q\u00eb nuk k\u00ebrkojn\u00eb nj\u00eb shofer njer\u00ebzor, p\u00ebrve\u00e7 n\u00ebse situata i tejkalon aft\u00ebsit\u00eb e makin\u00ebs, si bllokimi i trafikut.<\/p>\n<p>Automjetet q\u00eb drejtojn\u00eb vet\u00eb mb\u00ebshteten n\u00eb nj\u00eb s\u00ebr\u00eb teknologjish t\u00eb vizionit kompjuterik p\u00ebr t\u00eb funksionuar pa kontrollin e nj\u00eb shoferi njer\u00ebzor. Automjetet e nivelit m\u00eb t\u00eb lart\u00eb posedojn\u00eb kamera dhe t\u00eb dh\u00ebna t\u00eb mjaftueshme p\u00ebr t\u00eb manovruar rrug\u00ebt n\u00eb m\u00ebnyr\u00eb t\u00eb sigurt fal\u00eb zbulimit t\u00eb avancuar t\u00eb k\u00ebmb\u00ebsor\u00ebve, zbulimit t\u00eb shenjave t\u00eb trafikut, shmangies s\u00eb p\u00ebrplasjeve dhe monitorimit t\u00eb gjendjes s\u00eb rrug\u00ebs.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Industria_e_kujdesit_shendetesor\"><\/span>Industria e kujdesit sh\u00ebndet\u00ebsor<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Industria e kujdesit sh\u00ebndet\u00ebsor mbetet n\u00eb krye t\u00eb shumic\u00ebs s\u00eb p\u00ebrparimeve teknologjike nd\u00ebrsa ne k\u00ebrkojm\u00eb m\u00ebnyra p\u00ebr t\u00eb jetuar m\u00eb gjat\u00eb dhe p\u00ebr t&#8217;u ndjer\u00eb m\u00eb t\u00eb sh\u00ebndetsh\u00ebm. Nuk \u00ebsht\u00eb \u00e7udi q\u00eb industria e kujdesit sh\u00ebndet\u00ebsor p\u00ebrqafoi vizionin kompjuterik p\u00ebr zbulimin e kancerit, klasifikimin e qelizave p\u00ebr t\u00eb identifikuar s\u00ebmundjet dhe s\u00eb fundmi, diagnozat e COVID.<\/p>\n<p>Teknik\u00ebt mund t\u00eb p\u00ebrdorin gjithashtu vizionin kompjuterik p\u00ebr t\u00eb analizuar l\u00ebvizjen p\u00ebr identifikimin e kushteve t\u00eb mundshme neurologjike dhe muskuloskeletore. \u00cbsht\u00eb e dobishme p\u00ebr rehabilitimin, terapin\u00eb dhe mb\u00ebshtetjen e ushtrimeve p\u00ebr ata q\u00eb sh\u00ebrohen nga l\u00ebndimet duke vler\u00ebsuar l\u00ebvizjen dhe duke demonstruar ushtrime. Burimet e trajtimit mund ta d\u00ebrgojn\u00eb nj\u00eb pacient n\u00eb sht\u00ebpi ose n\u00eb kujdesin e asistuar me video q\u00eb udh\u00ebzojn\u00eb l\u00ebvizjet e duhura p\u00ebr t\u00eb parandaluar d\u00ebmtimet e m\u00ebtejshme dhe p\u00ebr t\u00eb p\u00ebrshpejtuar sh\u00ebrimin n\u00eb m\u00ebnyr\u00eb t\u00eb sigurt.<\/p>\n<p>M\u00eb tej, nj\u00eb nga aplikacionet m\u00eb t\u00eb reja n\u00eb zhvillim p\u00ebr vizionin kompjuterik n\u00eb mjek\u00ebsi \u00ebsht\u00eb trajnimi i aft\u00ebsive. Banor\u00ebt, mjek\u00ebt dhe kirurg\u00ebt mund t\u00eb nd\u00ebrmarrin trajnime p\u00ebr aft\u00ebsit\u00eb mjek\u00ebsore p\u00ebrmes platformave virtuale duke i lejuar ata t\u00eb simulojn\u00eb operacionet dhe procedurat n\u00eb m\u00ebnyr\u00eb t\u00eb sigurt\u00eb p\u00ebrpara se t\u00eb nd\u00ebrmarrin raste t\u00eb bot\u00ebs reale.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Mbeshtetje_me_pakice\"><\/span>Mb\u00ebshtetje me pakic\u00eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Automatizimi i softuerit t\u00eb vizionit kompjuterik mb\u00ebshtet dyqanet me pakic\u00eb duke gjurmuar klient\u00ebt p\u00ebr t\u00eb num\u00ebruar trafikun n\u00ebp\u00ebr dyqane. Monitorimi i tendencave i lejon dyqanet t\u00eb ken\u00eb personel n\u00eb p\u00ebrputhje me rrethanat, por gjithashtu ndihmon ekipet e parandalimit t\u00eb humbjeve t\u00eb monitorojn\u00eb p\u00ebr t\u00eb humburit dhe t\u00eb synojn\u00eb \u00e7\u00ebshtjet e vjedhjes.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Aplikacionet_Bujqesore\"><\/span>Aplikacionet Bujq\u00ebsore<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Fermer\u00ebt me operacione masive mund t\u00eb thjeshtojn\u00eb pun\u00ebt e tyre me softuerin e vizionit kompjuterik q\u00eb monitoron kafsh\u00ebt dhe t\u00eb korrat. \u00cbsht\u00eb m\u00eb e leht\u00eb t\u00eb identifikosh her\u00ebt infektimet e insekteve dhe shp\u00ebrthimet e s\u00ebmundjeve, t\u00eb gjurmosh rendimentet dhe t\u00eb optimizosh ekipin t\u00ebnd. Fermer\u00ebt q\u00eb punojn\u00eb me munges\u00eb t\u00eb personelit mund t\u00eb automatizojn\u00eb aktivitete t\u00eb ndryshme, duke p\u00ebrfshir\u00eb korrjen, bar\u00ebrat e k\u00ebqija dhe mbjelljen.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Automatizimi_i_Prodhimit\"><\/span>Automatizimi i Prodhimit<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Prodhimi mund t\u00eb jet\u00eb nj\u00eb nga opsionet m\u00eb t\u00eb mira p\u00ebr shfryt\u00ebzimin e automatizimit dhe vizionit kompjuterik. \u00cbsht\u00eb hapi tjet\u00ebr n\u00eb <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">hiperautomatizim<\/a> pasi ekipet e prodhimit integrojn\u00eb softuerin e vizionit kompjuterik p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar gjith\u00e7ka, nga prodhimi te kontrolli i cil\u00ebsis\u00eb.<\/p>\n<ul>\n<li>P\u00ebrmir\u00ebsoni analitik\u00ebn e produktivitetit me njohjen e fytyr\u00ebs p\u00ebr t\u00eb vler\u00ebsuar p\u00ebrdorimin individual t\u00eb koh\u00ebs dhe burimeve p\u00ebr t\u00eb krijuar procese m\u00eb efikase.<\/li>\n<li>P\u00ebrdorni softuerin e vizionit kompjuterik p\u00ebr t\u00eb inspektuar vizualisht pajisjet p\u00ebr t\u00eb identifikuar problemet m\u00eb her\u00ebt, gj\u00eb q\u00eb mund t\u00eb zvog\u00ebloj\u00eb koh\u00ebn e nd\u00ebrprerjes dhe kostot e riparimit. Ai gjithashtu mund t\u00eb identifikoj\u00eb pikat e dob\u00ebta n\u00eb pajisjet mbrojt\u00ebse personale (PPE).<\/li>\n<li>Ekipet e sigurimit t\u00eb cil\u00ebsis\u00eb mund t\u00eb p\u00ebrdorin automatizimin e softuerit t\u00eb vizionit kompjuterik p\u00ebr t\u00eb vler\u00ebsuar dhe krahasuar produktet p\u00ebr t\u00eb eliminuar komponent\u00ebt me defekt ose p\u00ebr t\u00eb identifikuar artikujt q\u00eb kan\u00eb nevoj\u00eb p\u00ebr riparim p\u00ebrpara se t&#8217;i d\u00ebrgojn\u00eb ato.<\/li>\n<\/ul>\n<p>P\u00ebr m\u00eb tep\u00ebr, kompanit\u00eb mund t\u00eb krijojn\u00eb module trajnimi p\u00ebr aft\u00ebsi dhe vler\u00ebsime duke p\u00ebrdorur pajisje virtuale dhe softuer t\u00eb vizionit kompjuterik. Punonj\u00ebsit mund t\u00eb m\u00ebsojn\u00eb aft\u00ebsi t\u00eb reja dhe t\u00eb p\u00ebrmir\u00ebsojn\u00eb aft\u00ebsit\u00eb ekzistuese p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar performanc\u00ebn dhe efikasitetin pa sakrifikuar asnj\u00eb produkt.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Vizioni_kompjuterik_ne_automatizimin_e_testimit_te_softuerit_%E2%80%93_Nje_perralle_e_se_kaluares_se_tashmes_dhe_se_ardhmes\"><\/span>Vizioni kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit &#8211; Nj\u00eb p\u00ebrrall\u00eb e s\u00eb kaluar\u00ebs, s\u00eb tashmes dhe s\u00eb ardhmes<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Shumica e industrive p\u00ebrfitojn\u00eb nga teknologjia e vizionit kompjuterik, por faza tjet\u00ebr \u00ebsht\u00eb p\u00ebrqafimi i <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">mjeteve t\u00eb vizionit kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit<\/a> . P\u00ebrdorimi i softuerit t\u00eb vizionit kompjuterik p\u00ebr t\u00eb testuar automatizimin nuk \u00ebsht\u00eb nj\u00eb koncept i ri, por ka b\u00ebr\u00eb nj\u00eb rrug\u00eb t\u00eb gjat\u00eb nga p\u00ebrpjekjet m\u00eb t\u00eb hershme.<\/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=\"vizion kompjuterik p\u00ebr testimin e softuerit\" width=\"549\" height=\"686\"><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Evolucioni_i_vizionit_kompjuterik_ne_testimin_e_softuerit_%E2%80%93_Historia\"><\/span>Evolucioni i vizionit kompjuterik n\u00eb testimin e softuerit &#8211; Historia<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Softueri i testimit ekzistonte q\u00eb n\u00eb vitet 1970, por k\u00ebrkonte p\u00ebrpjekje t\u00eb konsiderueshme p\u00ebr ta nisur at\u00eb n\u00eb vend. Pa internet, firmat e zhvillimit t\u00eb softuerit duhej t\u00eb kodonin dhe d\u00ebrgonin teste individuale p\u00ebr secilin klient.<\/p>\n<p>P\u00ebrs\u00ebritjet m\u00eb t\u00eb hershme t\u00eb softuerit t\u00eb testimit t\u00eb automatizuar k\u00ebrkonin p\u00ebrdit\u00ebsime t\u00eb shpeshta dhe sistemet e tep\u00ebrta t\u00eb thjeshtuara nuk mund t\u00eb p\u00ebrballonin detyrat komplekse. M\u00eb tej, kishte disa \u00e7\u00ebshtje me papajtueshm\u00ebrin\u00eb dhe gabimin njer\u00ebzor.<\/p>\n<p><a href=\"https:\/\/www.zaptest.com\/sq\">Testimi i automatizuar<\/a> ishte m\u00eb pak efikas dhe k\u00ebrkonte m\u00eb shum\u00eb koh\u00eb sesa testimi manual p\u00ebr disa dekada. U desh\u00ebn fitime dhe p\u00ebrparime t\u00eb r\u00ebnd\u00ebsishme n\u00eb teknologji p\u00ebr t\u00eb prodhuar produkte t\u00eb q\u00ebndrueshme dhe p\u00ebr t\u00eb zhbllokuar p\u00ebrfitimet e softuerit t\u00eb testimit t\u00eb automatizuar, duke p\u00ebrfshir\u00eb vizionin kompjuterik.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Si_perdoret_vizioni_kompjuterik_ne_automatizimin_e_testimit_te_softuerit_%E2%80%93_e_tashmja\"><\/span>Si p\u00ebrdoret vizioni kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit &#8211; e tashmja<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/www.zaptest.com\/sq\/nje-udhezues-i-plote-per-automatizimin-e-testimit-te-softuerit\">Evolucioni i softuerit t\u00eb testimit t\u00eb automatizuar<\/a> u zhvendos n\u00eb m\u00ebnyr\u00eb thelb\u00ebsore fal\u00eb p\u00ebrparimeve n\u00eb teknologjin\u00eb e vizionit kompjuterik. Klasifikimi i imazheve, zbulimi dhe gjurmimi i objekteve, dhe rimarrja e imazheve t\u00eb bazuara n\u00eb p\u00ebrmbajtje revolucionarizuan procesin e automatizimit t\u00eb testimit t\u00eb softuerit.<\/p>\n<p>Sot, kompanit\u00eb dhe qeverit\u00eb p\u00ebrdorin mjetet e testimit t\u00eb vizionit kompjuterik p\u00ebr zhvillimin dhe automatizimin e softuerit p\u00ebr t\u00eb rritur efikasitetin dhe produktivitetin. \u00cbsht\u00eb nj\u00eb hap kritik n\u00eb hiperautomatizimin dhe riorganizimin e proceseve p\u00ebr t\u00eb forcuar p\u00ebrfundimin dhe p\u00ebr t\u00eb maksimizuar rezultatin pa kompromentuar cil\u00ebsin\u00eb.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Perdorimet_e_reja_te_vizionit_kompjuterik_ne_automatizimin_e_testimit_te_softuerit_%E2%80%93_e_ardhmja\"><\/span>P\u00ebrdorimet e reja t\u00eb vizionit kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit &#8211; e ardhmja<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Parashikimet e industris\u00eb nxjerrin n\u00eb pah rritjen e m\u00ebsimit t\u00eb makinerive dhe zgjerimin e CNN-ve p\u00ebr t\u00eb automatizuar m\u00eb shum\u00eb ngarkesa pune dhe p\u00ebr t\u00eb optimizuar proceset ekzistuese. Ka t\u00eb ngjar\u00eb q\u00eb do t\u00eb shohim m\u00eb shum\u00eb sh\u00ebrbime t\u00eb bazuara n\u00eb ren\u00eb kompjuterike dhe rritje t\u00eb p\u00ebrdorimit t\u00eb dron\u00ebve dhe pajisjeve celulare p\u00ebr t&#8217;i lejuar njer\u00ebzit t\u00eb punojn\u00eb nga kudo n\u00eb bot\u00eb.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Perfitimet_e_vizionit_kompjuterik_ne_automatizimin_e_testimit_te_softuerit\"><\/span>P\u00ebrfitimet e vizionit kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit<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=\"Lista kontrolluese e testimit t\u00eb softuerit\" width=\"575\" height=\"383\"><\/p>\n<p>P\u00ebrfitimet e mjeteve t\u00eb vizionit kompjuterik n\u00eb <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-automatizimi-i-testit-nje-udhezues-i-thjeshte-pa-zhargon\">testimin e softuerit<\/a> nuk mund t\u00eb mbivler\u00ebsohen, por \u00ebsht\u00eb e pamundur t\u00eb sqarohet \u00e7do p\u00ebrfitim i mundsh\u00ebm. Megjithat\u00eb, disa nga p\u00ebrfitimet kryesore mund t\u00eb \u00e7ojn\u00eb n\u00eb rritje t\u00eb jasht\u00ebzakonshme dhe ndryshime t\u00eb produktivitetit.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Redukton_pikat_e_verber\"><\/span>Redukton pikat e verb\u00ebr<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nj\u00eb nga p\u00ebrfitimet kryesore t\u00eb mjeteve t\u00eb vizionit kompjuterik n\u00eb testimin e softuerit \u00ebsht\u00eb aft\u00ebsia p\u00ebr t\u00eb reduktuar pikat e verb\u00ebr n\u00eb proceset ekzistuese. P\u00ebrmir\u00ebsimi i mjeteve ekzistuese t\u00eb testimit t\u00eb automatizimit me softuerin e vizionit kompjuterik ndihmon n\u00eb orientimin e makinave brenda nj\u00eb hap\u00ebsire dhe plot\u00ebson boshll\u00ebqet. Automatizimi i softuerit t\u00eb vizionit kompjuterik mb\u00ebshtet sistemet duke plot\u00ebsuar boshll\u00ebqet rreth t\u00eb dh\u00ebnave p\u00ebr t\u00eb ankoruar informacionin e marr\u00eb dhe p\u00ebr t\u00eb formuluar nj\u00eb pamje m\u00eb t\u00eb plot\u00eb.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Testimi_i_Shpejte\"><\/span>Testimi i Shpejt\u00eb<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Testimi m\u00eb i shpejt\u00eb \u00ebsht\u00eb nj\u00eb tjet\u00ebr bonus p\u00ebr faktorizimin n\u00eb testimin e vizionit kompjuterik n\u00eb aplikacionet e inxhinieris\u00eb softuerike. P\u00ebrdorimi i vizionit kompjuterik do t\u00eb thot\u00eb q\u00eb ekipi juaj nuk duhet t\u00eb shpenzoj\u00eb koh\u00eb t\u00eb vlefshme p\u00ebr t\u00eb krijuar t\u00eb dh\u00ebna p\u00ebr cil\u00ebsime ose produkte jo standarde. Kompjuteri mund t\u00eb p\u00ebrshtatet me ndryshimet bazuar n\u00eb ekranin dhe imazhet q\u00eb merr.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Gjithnje_ne_Permiresim\"><\/span>Gjithnj\u00eb n\u00eb P\u00ebrmir\u00ebsim<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ashtu si shumica e p\u00ebrparimeve teknologjike, mjetet e testimit t\u00eb vizionit kompjuterik p\u00ebr zhvillimin e softuerit mbeten n\u00eb rrjedh\u00eb nd\u00ebrsa programuesit p\u00ebrsosin dhe zgjerojn\u00eb aft\u00ebsit\u00eb e tyre. P\u00ebrdorimi i softuerit t\u00eb vizionit kompjuterik p\u00ebr t\u00eb testuar automatizimin do t\u00eb mbetet n\u00eb krye t\u00eb shumic\u00ebs s\u00eb industrive p\u00ebr vitet n\u00eb vijim pasi hap\u00ebsira p\u00ebr rritje \u00ebsht\u00eb e pacaktuar.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Testimi_i_automatizuar_i_GUI\"><\/span><a href=\"https:\/\/www.zaptest.com\/ui-testing-automation\">Testimi i automatizuar i GUI<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nuk \u00ebsht\u00eb e leht\u00eb t\u00eb gjesh njer\u00ebz q\u00eb t\u00eb kryejn\u00eb me besueshm\u00ebri detyrat e zakonshme n\u00eb \u00e7do industri, k\u00ebshtu q\u00eb gjetja e m\u00ebnyrave p\u00ebr t\u00eb automatizuar ato procese t\u00eb lodhshme i shp\u00ebton t\u00eb gjith\u00eb. Mjetet m\u00eb t\u00eb mira t\u00eb vizionit kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit mund t\u00eb menaxhojn\u00eb k\u00ebto detyra, duke i kursyer kompanive koh\u00eb dhe para, duke reduktuar tendosjen mbi punonj\u00ebsit.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Sfidat_e_vizionit_kompjuterik_ne_automatizimin_e_testimit_te_softuerit\"><\/span>Sfidat e vizionit kompjuterik n\u00eb automatizimin e testimit t\u00eb softuerit<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>P\u00ebrdorimi i softuerit t\u00eb vizionit kompjuterik p\u00ebr t\u00eb testuar automatizimin nuk \u00ebsht\u00eb i p\u00ebrsosur dhe ka disa t\u00eb meta t\u00eb dukshme p\u00ebr t&#8217;u marr\u00eb parasysh.<\/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=\"sfidon testimin e ngarkes\u00ebs\" width=\"611\" height=\"407\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Varesia_nga_cilesia_e_imazhit\"><\/span>Var\u00ebsia nga cil\u00ebsia e imazhit<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nuk \u00ebsht\u00eb sekret q\u00eb cil\u00ebsia e dob\u00ebt e imazhit mund t\u00eb jap\u00eb rezultate negative, por \u00e7&#8217;t\u00eb themi p\u00ebr kushtet e ndryshueshme t\u00eb ndri\u00e7imit ose orientimin jokonsistent? Nd\u00ebrsa syt\u00eb tan\u00eb p\u00ebrshtaten leht\u00ebsisht ndaj ndryshimeve delikate n\u00eb ndri\u00e7im, programi kompjuterik i vizionit nuk e b\u00ebn k\u00ebt\u00eb. Edhe mjetet m\u00eb t\u00eb mira t\u00eb vizionit kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit nuk mund t\u00eb p\u00ebrs\u00ebrisin n\u00eb m\u00ebnyr\u00eb t\u00eb p\u00ebrsosur syrin e njeriut.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Te_mesuarit_e_shtrember\"><\/span>T\u00eb m\u00ebsuarit e shtremb\u00ebr<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Disa sektor\u00eb kan\u00eb akses t\u00eb kufizuar n\u00eb t\u00eb dh\u00ebnat cil\u00ebsore t\u00eb nevojshme p\u00ebr t\u00eb arritur q\u00ebllimet e tyre. P\u00ebr shembull, fushave t\u00eb kujdesit sh\u00ebndet\u00ebsor mund t\u00eb mungojn\u00eb video dhe imazhe me cil\u00ebsi t\u00eb lart\u00eb p\u00ebr t\u00eb krijuar hap\u00ebsira virtuale t\u00eb gjalla p\u00ebr praktik\u00eb. Nuk \u00ebsht\u00eb gjithmon\u00eb e leht\u00eb t\u00eb plot\u00ebsosh boshll\u00ebqet ose t\u00eb krijosh grupe t\u00eb dh\u00ebnash t\u00eb mjaftueshme.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kostot_llogaritese\"><\/span>Kostot llogarit\u00ebse<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Midis harduerit t\u00eb k\u00ebrkuar dhe p\u00ebrdorimit t\u00eb inxhinier\u00ebve t\u00eb aft\u00eb t\u00eb vizionit kompjuterik, kostoja e konfigurimit t\u00eb softuerit t\u00eb vizionit kompjuterik p\u00ebr t\u00eb testuar automatizimin \u00ebsht\u00eb e konsiderueshme. N\u00ebnvler\u00ebsimi i kostove \u00e7on n\u00eb t\u00eb dh\u00ebna t\u00eb pasakta dhe kthime n\u00ebnvler\u00eb.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Kufizimet_e_mjeteve_aktuale_te_automatizimit_te_softuerit\"><\/span>Kufizimet e mjeteve aktuale t\u00eb automatizimit t\u00eb softuerit<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Mjetet ekzistuese t\u00eb automatizimit t\u00eb softuerit kan\u00eb kufizime t\u00eb lindura q\u00eb ndikojn\u00eb n\u00eb rezultatet e p\u00ebrgjithshme. Nd\u00ebrsa ka p\u00ebrfitime t\u00eb dukshme mbi testimin manual, \u00ebsht\u00eb jopraktike t\u00eb anashkalohen mang\u00ebsit\u00eb.<\/p>\n<ul>\n<li>Mjetet ekzistuese t\u00eb automatizimit mund t\u00eb rishikojn\u00eb vet\u00ebm at\u00eb q\u00eb din\u00eb, q\u00eb do t\u00eb thot\u00eb n\u00ebse nuk i keni dh\u00ebn\u00eb t\u00eb dh\u00ebnat, ata nuk mund t\u00eb kontrollojn\u00eb parametrat e vendosur jasht\u00eb.<\/li>\n<li>Sapo t\u00eb filloj\u00eb, mund t\u00eb kurseni shum\u00eb koh\u00eb, por duhet pak koh\u00eb p\u00ebr ta p\u00ebrmir\u00ebsuar sistemin.<\/li>\n<li>Nuk \u00ebsht\u00eb e lir\u00eb. P\u00ebrdorimi i mjeteve t\u00eb automatizimit t\u00eb softuerit ka nj\u00eb \u00e7mim dhe p\u00ebrfaq\u00ebson nj\u00eb investim t\u00eb konsideruesh\u00ebm, por ai shp\u00ebrblehet n\u00eb planin afatgjat\u00eb.<\/li>\n<li>Prisni mir\u00ebmbajtje t\u00eb vazhdueshme t\u00eb kodit p\u00ebr t\u00eb siguruar rezultate t\u00eb sakta.<\/li>\n<\/ul>\n<p>N\u00eb fund t\u00eb fundit, mjetet e automatizimit t\u00eb softuerit jan\u00eb shum\u00eb si <a href=\"https:\/\/www.zaptest.com\/sq\/nje-udhezues-i-plote-per-automatizimin-e-procesit-robotik-rpa\">Automatizimi i Procesit Robotik<\/a> (RPA) sepse ato eliminojn\u00eb prekjen njer\u00ebzore. Ekipet humbasin punonj\u00ebs t\u00eb vlefsh\u00ebm dhe t\u00eb aft\u00eb sepse kur kalojn\u00eb n\u00eb mjete t\u00eb automatizuara. Plus, kompjuter\u00ebt nuk mund t\u00eb mendojn\u00eb apo t\u00eb reagojn\u00eb si njer\u00ebzit, gj\u00eb q\u00eb mund t\u00eb jet\u00eb nj\u00eb bonus dhe nj\u00eb penges\u00eb.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Si_te_filloni_testimin_e_softuerit_me_vizionin_kompjuterik_nje_mjet_me_kod_te_ulet\"><\/span>Si t\u00eb filloni testimin e softuerit me vizionin kompjuterik, nj\u00eb mjet me kod t\u00eb ul\u00ebt<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=\"Pyetjet e shpeshta mbi automatizimin e testimit funksional\" 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>Fillimi i \u00e7do projekti mund t\u00eb duket d\u00ebrrmues, ve\u00e7an\u00ebrisht n\u00ebse p\u00ebrfshin teknologji t\u00eb komplikuar. Fatmir\u00ebsisht, nj\u00eb nga p\u00ebrfitimet e mjeteve t\u00eb vizionit kompjuterik n\u00eb testimin e softuerit \u00ebsht\u00eb se inxhinier\u00ebt e aft\u00eb b\u00ebjn\u00eb pjes\u00ebn m\u00eb t\u00eb madhe t\u00eb pun\u00ebs n\u00eb m\u00ebnyr\u00eb q\u00eb t\u00eb mos keni nevoj\u00eb t\u00eb m\u00ebsoni kode t\u00eb gjera ose aft\u00ebsi teknike p\u00ebr ta p\u00ebrdorur at\u00eb.<\/p>\n<p>Softueri ZAPTEST mb\u00ebshtetet n\u00eb ve\u00e7orit\u00eb e integruara q\u00eb ofrojn\u00eb nj\u00eb mjet me kod t\u00eb ul\u00ebt p\u00ebr t\u00eb p\u00ebrmbushur nevojat tuaja. Rezervoni nj\u00eb demo dhe m\u00ebsoni se si ZAPTEST mund t\u00eb p\u00ebrmir\u00ebsoj\u00eb linj\u00ebn tuaj p\u00ebrfundimtare me sh\u00ebrbimet tona t\u00eb automatizimit t\u00eb testimit t\u00eb softuerit me nj\u00eb ndales\u00eb dhe ekipin e p\u00ebrkushtuar t\u00eb ekspert\u00ebve.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Pyetjet_e_shpeshta\"><\/span>Pyetjet e shpeshta<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>A keni ende pyetje n\u00eb lidhje me p\u00ebrdorimin e automatizimit t\u00eb vizionit kompjuterik dhe testimit t\u00eb softuerit? K\u00ebto pyetje dhe p\u00ebrgjigje t\u00eb zakonshme mund t&#8217;i qart\u00ebsojn\u00eb gj\u00ebrat.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cfare_eshte_testimi_i_vizionit_kompjuterik\"><\/span>\u00c7far\u00eb \u00ebsht\u00eb testimi i vizionit kompjuterik?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Testimi i vizionit kompjuterik sfidon sistemet p\u00ebr t\u00eb p\u00ebrcaktuar sakt\u00ebsin\u00eb e tyre n\u00eb identifikimin, kategorizimin dhe madje edhe reagimin ndaj imazheve t\u00eb subjekteve. Ai vendos nj\u00eb baz\u00eb p\u00ebr p\u00ebrdorimin e mjeteve t\u00eb testimit t\u00eb vizionit kompjuterik p\u00ebr zhvillimin e softuerit dhe detyra t\u00eb tjera automatizimi.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"A_ka_nevoje_per_kodim_testimi_i_vizionit_kompjuterik\"><\/span>A ka nevoj\u00eb p\u00ebr kodim testimi i vizionit kompjuterik?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Po dhe jo. M\u00ebsimi i makineris\u00eb do t\u00eb thot\u00eb q\u00eb inxhinier\u00ebt e softuerit nuk duhet t\u00eb kodojn\u00eb manualisht gjith\u00e7ka, sepse ata mund t\u00eb p\u00ebrdorin ve\u00e7orit\u00eb dhe algoritmet ekzistuese. Megjithat\u00eb, ka ende nj\u00eb element t\u00eb kodimit t\u00eb p\u00ebrfshir\u00eb n\u00eb \u00e7do nivel.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Cfare_aftesish_ju_nevojiten_per_automatizimin_e_testit_te_softuerit_te_vizionit_kompjuterik\"><\/span>\u00c7far\u00eb aft\u00ebsish ju nevojiten p\u00ebr automatizimin e testit t\u00eb softuerit t\u00eb vizionit kompjuterik?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Edhe mjetet m\u00eb t\u00eb mira t\u00eb vizionit kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit k\u00ebrkojn\u00eb nj\u00eb programues ose inxhinier t\u00eb aft\u00eb n\u00eb fillim. Ju duhet dikush me nj\u00eb sfond t\u00eb gjer\u00eb kodimi dhe nj\u00eb kuptim t\u00eb metodave t\u00eb DevOps p\u00ebr t\u00eb krijuar sistemin dhe p\u00ebr t\u00eb sjell\u00eb gjith\u00e7ka n\u00eb internet. N\u00eb m\u00ebnyr\u00eb tipike, ju do t\u00eb p\u00ebrdorni aft\u00ebsi t\u00eb nivelit t\u00eb lart\u00eb matematikor, statistika, p\u00ebrpunim imazhi dhe aft\u00ebsi p\u00ebr njohjen e modeleve.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Mjetet_e_vizionit_kompjuterik_per_automatizimin_e_testimit_te_softuerit\"><\/span>Mjetet e vizionit kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Mjetet e testimit t\u00eb vizionit kompjuterik mund t\u00eb p\u00ebrmir\u00ebsojn\u00eb efikasitetin dhe produktivitetin, por duhet nj\u00eb produkt i nivelit t\u00eb lart\u00eb p\u00ebr t&#8217;u ofruar. ZAPTEST \u00ebsht\u00eb mjeti kryesor i automatizimit t\u00eb testimit t\u00eb bazuar n\u00eb Softuerin e Vizionit t\u00eb Kompjuterit, me rezultate t\u00eb v\u00ebrtetuara dhe nj\u00eb histori t\u00eb fort\u00eb.<\/p>\n<p>Duke p\u00ebrdorur teknologjin\u00eb Computer Vision n\u00eb ZAP Object Engine (ZOE) p\u00ebrdoruesit mund t\u00eb krijojn\u00eb automatizim t\u00eb \u00e7do nd\u00ebrfaqe dixhitale, duke p\u00ebrfshir\u00eb aplikacione t\u00eb drejtp\u00ebrdrejta dhe video, dhe madje t\u00eb krijojn\u00eb skripta nga modele. Lloji i teknologjis\u00eb UI n\u00ebn automatizim nuk \u00ebsht\u00eb m\u00eb nj\u00eb pyetje. Ne themi n\u00eb ZAP: &#8220;N\u00ebse mund t\u00eb kryeni nj\u00eb procedur\u00eb me an\u00eb t\u00eb aplikacionit tuaj manualisht, ZAPTEST mund ta automatizoj\u00eb at\u00eb ASIS pa asnj\u00eb kufizim&#8221;.<\/p>\n<p>Ne p\u00ebrdorim teknologjit\u00eb m\u00eb t\u00eb fundit p\u00ebr t\u00eb krijuar mjetet m\u00eb t\u00eb mira t\u00eb bazuara n\u00eb vizionin kompjuterik p\u00ebr automatizimin e testimit t\u00eb softuerit. Softueri yn\u00eb i gjithansh\u00ebm funksionon n\u00eb platforma dhe aplikacione t\u00eb shumta p\u00ebr t&#8217;ju siguruar q\u00eb t\u00eb merrni rezultatin optimal.<\/p>\n<p>Jeni t\u00eb interesuar t\u00eb m\u00ebsoni se si nj\u00eb mjet automatizimi i testimit t\u00eb softuerit mund t\u00eb thjeshtoj\u00eb proceset e biznesit tuaj dhe t\u00eb p\u00ebrmir\u00ebsoj\u00eb rezultatin tuaj deri n\u00eb dhjet\u00eb her\u00eb? N\u00ebse keni nevoj\u00eb p\u00ebr t\u00eb automatizuar aplikacionet n\u00eb \u00e7do platform\u00eb, duke p\u00ebrfshir\u00eb <a href=\"https:\/\/www.zaptest.com\/linux-test-automation-tool\">Linux<\/a> , <a href=\"https:\/\/www.zaptest.com\/windows-apps-test-automation\">Dritaret<\/a> , <a href=\"https:\/\/www.zaptest.com\/android-apps-test-automation\">Android<\/a> , <a href=\"https:\/\/www.zaptest.com\/ios-apps-test-automation\">iOS<\/a> , <a href=\"https:\/\/www.zaptest.com\/web-apps-test-automation\">ueb<\/a> , ose ndonj\u00eb test duke p\u00ebrfshir\u00eb <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-testimi-i-ngarkeses-zhytni-thelle-ne-llojet-praktikat-mjetet-sfidat-dhe-me-shume\">testet e ngarkes\u00ebs<\/a> , <a href=\"https:\/\/www.zaptest.com\/performance-testing-automation\">testet e performanc\u00ebs<\/a> , <a href=\"https:\/\/www.zaptest.com\/ui-testing-automation\">Testet e UI<\/a> , <a href=\"https:\/\/www.zaptest.com\/qa-test-automation\">Testet e cil\u00ebsis\u00eb s\u00eb cil\u00ebsis\u00eb<\/a> , komplekse <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-testimi-i-regresionit-implementimi-mjetet-dhe-udhezuesi-i-komplet\">testimi i regresionit<\/a> , <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-testimi-i-njesise-zhytje-thelle-ne-procesin-perfitimet-sfidat-mjetet-dhe-me-shume\">testet e nj\u00ebsis\u00eb<\/a> , <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-testimi-funksional-llojet-shembujt-lista-e-kontrollit-dhe-zbatimi\">testet funksionale<\/a> , <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-testimi-i-integrimit-zhytje-e-thelle-ne-llojet-procesin-dhe-zbatimin\">testimi i integrimit<\/a> , <a href=\"https:\/\/www.zaptest.com\/sq\/cfare-eshte-testimi-i-softuerit-ui-zhytje-e-thelle-ne-llojet-procesin-mjetet-dhe-zbatimin\">testet e nd\u00ebrfaqes s\u00eb p\u00ebrdoruesit<\/a> , <a href=\"https:\/\/www.zaptest.com\/api-testing-automation\">testet komplekse t\u00eb API<\/a> dhe shum\u00eb e shum\u00eb t\u00eb tjera, ZAPTEST \u00ebsht\u00eb nj\u00eb mjet automatizimi i stiv\u00ebs s\u00eb plot\u00eb nga fundi n\u00eb fund q\u00eb mund t\u00eb jap\u00eb deri n\u00eb 10 X ROI n\u00eb testimin tuaj.<\/p>\n<p>Kontaktoni ekipin e ZAPTEST sot p\u00ebr t\u00eb m\u00ebsuar m\u00eb shum\u00eb.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Teknologjia \u00ebsht\u00eb gjithnj\u00eb n\u00eb zhvillim dhe e lidhur me gjith\u00e7ka q\u00eb b\u00ebjm\u00eb n\u00eb jet\u00ebn ton\u00eb personale dhe profesionale. Nga telefonat inteligjent\u00eb te nd\u00ebrfaqet kompjuterike m\u00eb t\u00eb avancuara, teknologjia sh\u00ebnon themelin e shoq\u00ebris\u00eb son\u00eb dhe nj\u00eb fener t\u00eb rritjes s\u00eb vazhdueshme. Vizioni kompjuterik \u00ebsht\u00eb n\u00eb ball\u00eb t\u00eb asaj bote dhe i gatsh\u00ebm t\u00eb ndryshoj\u00eb m\u00ebnyr\u00ebn se [&hellip;]<\/p>\n","protected":false},"author":262,"featured_media":54475,"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":[468],"tags":[],"class_list":{"0":"post-55441","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-sq"},"acf":{"short_name":""},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/posts\/55441","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/users\/262"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/comments?post=55441"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/posts\/55441\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/media\/54475"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/media?parent=55441"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/categories?post=55441"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/sq\/wp-json\/wp\/v2\/tags?post=55441"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}