{"id":52835,"date":"2019-11-17T00:00:00","date_gmt":"2019-11-16T21:00:00","guid":{"rendered":"https:\/\/prohoster.info\/blog\/blog_prohoster\/preimushhestva-oblachnogo-raspoznavaniya-lits"},"modified":"2020-02-18T14:00:38","modified_gmt":"2020-02-18T11:00:38","slug":"preimushhestva-oblachnogo-raspoznavaniya-lits","status":"publish","type":"post","link":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/preimushhestva-oblachnogo-raspoznavaniya-lits","title":{"rendered":"V\u00fdhody cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"V\u00fdhody cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed\" src=\"\/wp-content\/uploads\/2019\/11\/cca3a82389e2e5a0c33c065afdc35513.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Bl\u00edzk\u00e1 budoucnost<\/i><\/p>\n<p>Existuje n\u011bkolik metod, podle kter\u00fdch funguj\u00ed syst\u00e9my rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f, ale obecn\u011b jde o technologii, kter\u00e1 je schopna identifikovat \u010dlov\u011bka na z\u00e1klad\u011b digit\u00e1ln\u00edho obr\u00e1zku nebo sn\u00edmku z video zdroje.<\/p>\n<p>Mnoho majitel\u016f chytr\u00fdch telefon\u016f ka\u017ed\u00fd den pou\u017e\u00edv\u00e1 rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f, ale u mobiln\u00edch za\u0159\u00edzen\u00ed nen\u00ed rychlost rozpozn\u00e1v\u00e1n\u00ed kritick\u00e1 a po\u010det u\u017eivatel\u016f m\u00e1lokdy p\u0159esahuje jednoho a\u017e dva lidi. Pro kancel\u00e1\u0159sk\u00e9 a venkovn\u00ed syst\u00e9my (p\u0159i hromadn\u00e9m rozpozn\u00e1v\u00e1n\u00ed) se pou\u017e\u00edvaj\u00ed jin\u00e9 technologie. <\/p>\n<p>Ned\u00e1vno se na Habru diskutovalo <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/news\/t\/474190\/\">novinku<\/a><\/noindex>: moskevsk\u00e9 s\u00ed\u0165ov\u00e9 kav\u00e1rny \u201ePravda k\u00e1va\u201c a OneBucksCoffee za\u010daly testovat ve sv\u00fdch provozovn\u00e1ch slu\u017ebu rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f. <\/p>\n<p>Kav\u00e1rny vyu\u017e\u00edvaj\u00ed na\u0161e technick\u00e9 \u0159e\u0161en\u00ed. A dnes v\u00e1m podrobn\u011bji pov\u00edme o n\u011bm. Samoz\u0159ejm\u011b, o samotn\u00e9 technologii jsme ji\u017e mluvili, ale objevilo se n\u011bco nov\u00e9ho \u2014 \u0159e\u0161en\u00ed se stalo skute\u010dn\u011b cloudov\u00fdm. A to m\u011bn\u00ed v\u0161echno.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Jak funguje technologie rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f<\/h2>\n<p>\nPrvn\u00ed, co mus\u00ed syst\u00e9m ud\u011blat, je lokalizovat v obraze obli\u010dej a pomoc\u00ed algoritm\u016f se ujistit, \u017ee se jedn\u00e1 pr\u00e1v\u011b o lidsk\u00fd obli\u010dej. <\/p>\n<p>Po po\u010d\u00e1te\u010dn\u00ed detekci doch\u00e1z\u00ed k ur\u010den\u00ed r\u016fzn\u00fdch individu\u00e1ln\u00edch znak\u016f na z\u00e1klad\u011b fixn\u00edch bod\u016f \u2014 nap\u0159\u00edklad se zohled\u0148uje vzd\u00e1lenost mezi o\u010dima a dal\u0161\u00ed des\u00edtky dal\u0161\u00edch parametr\u016f. <\/p>\n<p>N\u00e1sledn\u011b ji\u017e jin\u00e9 algoritmy hledaj\u00ed podle r\u016fzn\u00fdch p\u0159edem vytvo\u0159en\u00fdch datab\u00e1z\u00ed a vyd\u00e1vaj\u00ed procento shody s hledan\u00fdm vzorem dat. Pokud je procento shody dostate\u010dn\u011b vysok\u00e9, obli\u010dej je pova\u017eov\u00e1n za rozpoznan\u00fd.<\/p>\n<p>Pokud se do podrobnost\u00ed nezapou\u0161t\u00edme (fotografie pro anal\u00fdzu je t\u0159eba je\u0161t\u011b normalizovat, ne\u017e bude p\u0159ed\u00e1na do neuronov\u00e9 s\u00edt\u011b, kter\u00e1 \u010dte ur\u010dit\u00e9 deskriptory), hlavn\u00ed obt\u00ed\u017enost \u0159e\u0161en\u00ed v sou\u010dasnosti nespo\u010d\u00edv\u00e1 v samotn\u00fdch technologi\u00edch (algoritmech), ale v realizaci.<\/p>\n<p>Syst\u00e9my rozpozn\u00e1v\u00e1n\u00ed se vyv\u00edjej\u00ed v n\u011bkolika sm\u011brech, kter\u00e9 jsou klasifikov\u00e1ny podle p\u0159\u00edstupu k zpracov\u00e1n\u00ed informac\u00ed. N\u011bkdy je obt\u00ed\u017en\u00e9 vybrat, kter\u00fd syst\u00e9m se nejl\u00e9pe vypo\u0159\u00e1d\u00e1 s konkr\u00e9tn\u00edm \u00fakolem. <\/p>\n<h2>Rozmanitost syst\u00e9m\u016f<\/h2>\n<p>\n<img decoding=\"async\" alt=\"V\u00fdhody cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed\" src=\"\/wp-content\/uploads\/2019\/11\/ae40cad194655e1f24ee9f9cb014f3a9.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nData lze zpracov\u00e1vat v cloudu, na lok\u00e1ln\u00edch serverech rozm\u00edst\u011bn\u00fdch v bezpe\u010dnostn\u00edm perimetru podniku, nebo p\u0159\u00edmo na kamer\u00e1ch. <\/p>\n<p>V posledn\u00edm p\u0159\u00edpad\u011b je ve\u0161ker\u00e1 anal\u00fdza prov\u00e1d\u011bna samotnou kamerou a na server se dost\u00e1vaj\u00ed ji\u017e zpracovan\u00e9 informace. Hlavn\u00ed v\u00fdhodou syst\u00e9mu je vysok\u00e1 p\u0159esnost a mo\u017enost \"p\u0159ipojit\" na jeden server velk\u00e9 mno\u017estv\u00ed za\u0159\u00edzen\u00ed.<\/p>\n<p>I kdy\u017e se zd\u00e1, \u017ee tato technologie je jednoduch\u00e1 a zaji\u0161\u0165uje snadn\u00e9 \u0161k\u00e1lov\u00e1n\u00ed, m\u00e1 tak\u00e9 sv\u00e9 nev\u00fdhody. Jednou z nich je vysok\u00e1 cena. Krom\u011b toho v sou\u010dasnosti neexistuje jednotn\u00fd standard pro prezentaci informac\u00ed, kter\u00e9 specializovan\u00e9 kamery p\u0159en\u00e1\u0161ej\u00ed na server. A soubor dat se m\u016f\u017ee u r\u016fzn\u00fdch dodavatel\u016f v\u00fdrazn\u011b li\u0161it.<\/p>\n<p><img decoding=\"async\" alt=\"V\u00fdhody cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed\" src=\"\/wp-content\/uploads\/2019\/11\/7e05d83ea7bbb2f8e9a8af5aa89e67e9.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>\"Jednoduch\u00fd\" syst\u00e9m rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f od <noindex><a rel=\"nofollow\" href=\"https:\/\/www.businesswire.com\/news\/home\/20180226005603\/en\/Panasonic-Launch-Face-Recognition-Server-Software-Deep\/?feedref=JjAwJuNHiystnCoBq_hl-Q-tiwWZwkcswR1UZtV7eGe24xL9TZOyQUMS3J72mJlQ7fxFuNFTHSunhvli30RlBNXya2izy9YOgHlBiZQk2LOzmn6JePCpHPCiYGaEx4DL1Rq8pNwkf3AarimpDzQGuQ%3D%3D&amp;utm_campaign=crowdfire&amp;utm_content=crowdfire&amp;utm_medium=social&amp;utm_source=pinterest\">Panasonic <\/a><\/noindex><\/i><\/p>\n<p>Syst\u00e9my zalo\u017een\u00e9 na IP kamer\u00e1ch s integrovanou funkc\u00ed videoanal\u00fdzy zaost\u00e1vaj\u00ed v obl\u00edbenosti za serverov\u00fdmi \u0159e\u0161en\u00edmi. Ale ani v p\u0159\u00edpad\u011b pou\u017eit\u00ed tradi\u010dn\u00edho syst\u00e9mu zalo\u017een\u00e9ho na rekord\u00e9ru a\/nebo lok\u00e1ln\u00edm serveru nen\u00ed mo\u017en\u00e9 u\u0161et\u0159it. <\/p>\n<h2>Programy a ceny* Rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f <\/h2>\n<p>\n<i>*Podle informac\u00ed z otev\u0159en\u00fdch zdroj\u016f. <br \/>\n<\/i><br \/>\nVzhledem ke slo\u017eitosti algoritm\u016f a vysok\u00e9 cen\u011b serverov\u00e9ho vybaven\u00ed pro moduly videoanal\u00fdzy z\u016fst\u00e1valy syst\u00e9my rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f dlouhou dobu nelevnou z\u00e1le\u017eitost\u00ed. <\/p>\n<p>Dal\u0161\u00edm faktorem ovliv\u0148uj\u00edc\u00edm cenu \u0159e\u0161en\u00ed je velk\u00fd s\u00ed\u0165ov\u00fd provoz generovan\u00fd b\u011bhem pr\u00e1ce \u2013 krom\u011b n\u00e1klad\u016f na v\u00fdkonn\u00e9 servery bylo tak\u00e9 nutn\u00e9 investovat do aktivn\u00edho s\u00ed\u0165ov\u00e9ho vybaven\u00ed a \"tlust\u00fdch\" komunika\u010dn\u00edch kan\u00e1l\u016f.<\/p>\n<p>V sou\u010dasn\u00e9 dob\u011b je na rusk\u00e9m trhu n\u011bkolik velk\u00fdch hr\u00e1\u010d\u016f, kte\u0159\u00ed nab\u00edzej\u00ed kvalitn\u00ed algoritmy pro anal\u00fdzu a zpracov\u00e1n\u00ed videodat. Spojuje je z\u00e1jem o projekty souvisej\u00edc\u00ed s velk\u00fdm podnik\u00e1n\u00edm. Tuto orientaci lze snadno vysv\u011btlit \u2013 cena \u0159e\u0161en\u00ed daleko p\u0159esahuje mo\u017enosti mal\u00e9ho a st\u0159edn\u00edho podnik\u00e1n\u00ed. <\/p>\n<ul>\n<li>ISS<\/li>\n<\/ul>\n<p>\nSoftware \"SecurOS Face\". <\/p>\n<p>Cena licence na modul pro zachyt\u00e1v\u00e1n\u00ed obli\u010dej\u016f je 41 275 rubl\u016f na kan\u00e1l. Software se instaluje na server pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f nebo na server pro jejich detekci. <\/p>\n<p>Cena licence modulu pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f pro 1000 osob v datab\u00e1zi \u010din\u00ed 665 760 rubl\u016f. Instalace na server pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f.<\/p>\n<ul>\n<li>Sigur<\/li>\n<\/ul>\n<p>\nRusk\u00fd v\u00fdvoj\u00e1\u0159 hardwaru a softwaru pro syst\u00e9my kontroly p\u0159\u00edstupu. <\/p>\n<p>Cena licence na modul pro verifikaci obli\u010dej\u016f pro jednu kameru je 50 000 rubl\u016f. <\/p>\n<p>Cena licence na modul identifikace obli\u010deje pro jednu kameru je 7 000 rubl\u016f. <\/p>\n<p>Cena licence na datab\u00e1zi do 1 000 tv\u00e1\u0159\u00ed je 294 000 rubl\u016f.<\/p>\n<ul>\n<li>ITV<\/li>\n<\/ul>\n<p>\nSoftware \u201eIntellect\u201c pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f s pam\u011bt\u00ed na 1 000 vzor\u016f v datab\u00e1zi \u2013 314 000 rubl\u016f. <\/p>\n<p>J\u00e1dro syst\u00e9mu \u2013 20 300 rubl\u016f. P\u0159ipojen\u00ed videokan\u00e1lu \u2013 6 000 rubl\u016f.<\/p>\n<ul>\n<li>Macroscop<\/li>\n<\/ul>\n<p>\nModul rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f Macroscop Basic s datab\u00e1z\u00ed do 1000 tv\u00e1\u0159\u00ed \u2013 240 000 rubl\u016f. <\/p>\n<p>Licence pro pr\u00e1ci s jednou IP kamerou \u2013 16 500 rubl\u016f.<\/p>\n<p>Je\u0161t\u011b ned\u00e1vno byla \u0159e\u0161en\u00ed od Macroscop pou\u017e\u00edv\u00e1na pouze pro zabezpe\u010den\u00ed obzvl\u00e1\u0161\u0165 d\u016fle\u017eit\u00fdch objekt\u016f s velk\u00fdm po\u010dtem lid\u00ed: stadion\u016f, leti\u0161\u0165, tov\u00e1ren. Ale nyn\u00ed spole\u010dnost dod\u00e1v\u00e1 sv\u016fj produkt i pro retail. Cena \u2013 94 000 rubl\u016f za moduly (rekord\u00e9ry se neprod\u00e1vaj\u00ed).<\/p>\n<ul>\n<li>TRASSIR<\/li>\n<\/ul>\n<p>\nSoftware stoj\u00ed 79 000 rubl\u016f + 32 000 rubl\u016f za rekord\u00e9r. Klienti spole\u010dnosti jsou p\u0159ev\u00e1\u017en\u011b velk\u00e9 firmy (tov\u00e1rny, t\u011b\u017ea\u0159sk\u00e9 spole\u010dnosti, univerzity, sportovn\u00ed komplexy). Ale hlavn\u00ed d\u016fraz spole\u010dnost klade na tradi\u010dn\u00ed videodozory, nikoli na rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f. I kdy\u017e jejich videorekord\u00e9ry jsou skv\u011bl\u00e9 i pro tyto \u00fakoly.<\/p>\n<ul>\n<li>FindFace<\/li>\n<\/ul>\n<p>\nSpole\u010dnost vyv\u00edj\u00ed a prod\u00e1v\u00e1 pouze specializovan\u00fd software pro rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f. V\u00fdb\u011br konfigurace server\u016f pro uchov\u00e1v\u00e1n\u00ed a zpracov\u00e1n\u00ed dat budete muset prov\u00e9st sami.<\/p>\n<ul>\n<li>Ivideon<\/li>\n<\/ul>\n<p>\nCloudov\u00e1 slu\u017eba videon\u00e1hl\u00eddkov\u00fdch a videoanalytick\u00fdch slu\u017eeb, kter\u00e1 nab\u00edz\u00ed sv\u00e9 slu\u017eby podnik\u016fm s omezen\u00fdm rozpo\u010dtem. Slu\u017eba <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.ivideon.com\/face-recognition\/\">Ivideon Faces<\/a><\/noindex> funguje prakticky s jak\u00fdmikoli kamerami, cena p\u0159ipojen\u00ed jednoho za\u0159\u00edzen\u00ed \u2013 od 3 150 rubl\u016f s anal\u00fdzou do 100 unik\u00e1tn\u00edch tv\u00e1\u0159\u00ed za den a z\u00e1kladn\u00edm z\u00e1znamem do cloudov\u00e9ho archivu po dobu 5 dn\u00ed. <\/p>\n<h2>V\u00fdb\u011br \u201ehardwaru\u201c pro syst\u00e9my Face Recognition <\/h2>\n<p>\nS jednou Full HD kamerou pro zpracov\u00e1n\u00ed videostreamu, kter\u00fd obsahuje 10 tv\u00e1\u0159\u00ed v z\u00e1b\u011bru, bude pot\u0159eba jedno j\u00e1dro procesoru s frekvenc\u00ed 2,8 GHz. Pokud je v z\u00e1b\u011bru m\u00e1lo tv\u00e1\u0159\u00ed (od 1 do 3), pak jedno procesorov\u00e9 j\u00e1dro snadno zvl\u00e1dne i zpracov\u00e1n\u00ed dvou videostream\u016f.<\/p>\n<p>Z tohoto p\u0159\u00edkladu je z\u0159ejm\u00e9, \u017ee i v jednoduch\u00e9m syst\u00e9mu je t\u0159eba m\u00edt ur\u010ditou rezervu v \u201ehardwaru\u201c. Pokud na objekt sou\u010dasn\u011b vstoup\u00ed ne 10, ale 15 lid\u00ed, bude pot\u0159eba u\u017e druh\u00e9 j\u00e1dro s obdobn\u00fdm v\u00fdkonem. <\/p>\n<p>Proto pro tradi\u010dn\u00ed syst\u00e9m, s ohledem na \u0161pi\u010dkov\u00e9 zat\u00ed\u017een\u00ed, je nutn\u00e9 udr\u017eovat dvojit\u00e9 rezervn\u00ed zdroje.<\/p>\n<p>Abychom l\u00e9pe pochopili, kolik stoj\u00ed tradi\u010dn\u00ed syst\u00e9m rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed, vezmeme jako p\u0159\u00edklad obchod a spo\u010d\u00edt\u00e1me n\u00e1klady tradi\u010dn\u00edho a cloudov\u00e9ho syst\u00e9mu rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed.<\/p>\n<h2>V\u00fdpo\u010det n\u00e1klad\u016f: cena tradi\u010dn\u00edho syst\u00e9mu rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed<\/h2>\n<p>\n<img decoding=\"async\" alt=\"V\u00fdhody cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed\" src=\"\/wp-content\/uploads\/2019\/11\/b5726140f7c784705d0bbf96386e4c6d.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nP\u0159edpokl\u00e1dejme, \u017ee zav\u00e1d\u00edme syst\u00e9m rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed v s\u00edti l\u00e9k\u00e1ren, kter\u00e1 se skl\u00e1d\u00e1 z 16 pobo\u010dek. Pr\u016fm\u011brn\u011b ka\u017edou den nav\u0161t\u00edv\u00ed 500 z\u00e1kazn\u00edk\u016f.<\/p>\n<p>Aby bylo mo\u017en\u00e9 pln\u011b rozpozn\u00e1vat obli\u010deje, je mo\u017en\u00e9 na ka\u017ed\u00fd objekt sledov\u00e1n\u00ed nainstalovat jednu oto\u010dnou kameru nebo kameru s mechanick\u00fdm objektivem.<\/p>\n<p>V p\u0159\u00edpad\u011b pou\u017eit\u00ed tradi\u010dn\u00edho syst\u00e9mu budou n\u00e1klady n\u00e1sleduj\u00edc\u00ed:<\/p>\n<ol>\n<li>Pro ka\u017edou l\u00e9k\u00e1rnu bude pot\u0159eba alespo\u0148 jeden specializovan\u00fd videorekord\u00e9r. Jeho maloobchodn\u00ed cena se pohybuje kolem 40 000 K\u010d.<\/li>\n<li>Pro ka\u017ed\u00e9ho rekorderu bude nav\u00edc pot\u0159eba speci\u00e1ln\u00ed pevn\u00fd disk (nezam\u011b\u0148ovat s b\u011b\u017en\u00fdm HDD pro PC) s minim\u00e1ln\u00ed kapacitou 4 TB, aby bylo mo\u017en\u00e9 nahr\u00e1vat video stream v rozli\u0161en\u00ed 1920x1080 p\u0159i vysok\u00e9 intenzit\u011b pohybu. Pr\u016fm\u011brn\u00e1 maloobchodn\u00ed cena je 10 000 K\u010d.<\/li>\n<li>Do rozpo\u010dtu by m\u011bly b\u00fdt zahrnuty n\u00e1klady na \u00fadr\u017ebu syst\u00e9mu videodohledu (nap\u0159\u00edklad v\u00fdjezd technika k oprav\u011b chyb, aktualizace softwaru nebo v\u00fdm\u011bna HDD). Cena takov\u00fdch prac\u00ed je 12 000 K\u010d\/rok (n\u00e1v\u0161t\u011bva jednou za \u010dtvrtlet\u00ed) pro ka\u017edou pobo\u010dku (podle cen\u00edku jedn\u00e9 z mont\u00e1\u017en\u00edch firem).<\/li>\n<li>Minim\u00e1ln\u00ed cena plnohodnotn\u00e9ho softwaru pro rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed je pr\u016fm\u011brn\u011b 120 000 K\u010d na kameru (licence bez \u010dasov\u00e9ho omezen\u00ed).<\/li>\n<li>Podle \u00fadaj\u016f spole\u010dnosti Backblaze vy\u017eaduje p\u0159ibli\u017en\u011b 50 % v\u0161ech pevn\u00fdch disk\u016f v\u00fdm\u011bnu do 6. roku pou\u017e\u00edv\u00e1n\u00ed. Tak\u017ee po 5 letech nep\u0159etr\u017eit\u00e9ho pou\u017e\u00edv\u00e1n\u00ed sel\u017ee p\u0159ibli\u017en\u011b 8 disk\u016f, a pokud takov\u00fd syst\u00e9m neumo\u017e\u0148uje z\u00e1lohov\u00e1n\u00ed, m\u011bly by b\u00fdt pr\u016fm\u011brn\u011b kalkulov\u00e1ny dal\u0161\u00ed n\u00e1klady ve v\u00fd\u0161i 1,6 disku ro\u010dn\u011b, nebo 16 000 K\u010d\/rok.<\/li>\n<\/ol>\n<p>\n<b>Kapitalizovan\u00e9 n\u00e1klady (bez ohledu na cenu kamer) dos\u00e1hnou 2 928 000 K\u010d\/rok.<\/b><\/p>\n<h2>N\u00e1klady na cloudov\u00fd syst\u00e9m<\/h2>\n<p>\nV p\u0159\u00edpad\u011b cloudov\u00e9ho syst\u00e9mu bude cena tarifu videodohledu s rozpozn\u00e1v\u00e1n\u00edm 500 tv\u00e1\u0159\u00ed\/den \u010dinit <b>4 750 K\u010d\/m\u011bs\u00edc (57 000 K\u010d\/rok) za kameru, nebo 912 000 K\u010d\/rok za 16 kamer<\/b>.<\/p>\n<p>P\u0159ipom\u00edn\u00e1me, \u017ee majitel s\u00edt\u011b nebude muset po\u0159izovat \u017e\u00e1dn\u00fd dal\u0161\u00ed \u201ehardware\u201c. N\u00e1klady na \u00fadr\u017ebu rovn\u011b\u017e nejsou nutn\u00e9, proto\u017ee v\u0161echny cloudov\u00e9 servery spravuje poskytovatel cloudov\u00fdch slu\u017eeb v datov\u00e9m centru.<\/p>\n<p>Dojde k \u00faspo\u0159e v\u00edce ne\u017e 3x b\u011bhem prvn\u00edho roku provozu syst\u00e9mu.<\/p>\n<h2>Mezi\u010dl\u00e1nek a dal\u0161\u00ed \u201ev\u00fdhody\u201c<\/h2>\n<p>\nVe v\u00fdpo\u010dtech v\u00fd\u0161e je d\u016fle\u017eit\u00fd nuance: po 3 letech provozu tradi\u010dn\u00ed syst\u00e9m podle celkov\u00fdch n\u00e1klad\u016f bude levn\u011bj\u0161\u00ed ne\u017e cloudov\u00e9 rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f. Je t\u0159eba vz\u00edt v \u00favahu dva faktory.<\/p>\n<p><b>Za prv\u00e9<\/b>, hardware, kter\u00fd vlastn\u00edk s\u00edt\u011b zakoup\u00ed, b\u011bhem 3 let provozu zastar\u00e1. Naopak jist\u011b se objev\u00ed nov\u00e9, dokonalej\u0161\u00ed technologie a algoritmy rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f, kter\u00e9 budou fungovat na v\u00fdkonn\u011bj\u0161\u00edch \u201estroj\u00edch\u201c. A po 3 letech bude pravd\u011bpodobn\u011b nutn\u00e9 kompletn\u011b vym\u011bnit hardware na m\u00edstech.<\/p>\n<p>S cloudov\u00fdm syst\u00e9mem to nen\u00ed t\u0159eba \u2013 slu\u017eba se neust\u00e1le zlep\u0161uje a aktualizuje d\u00edky v\u00fdvoji algoritm\u016f a r\u016fstu v\u00fdpo\u010detn\u00ed s\u00edly datov\u00fdch center. Podpora bezpe\u010dnostn\u00edch standard\u016f tak\u00e9 nen\u00ed v\u00e1z\u00e1na na hardware. <\/p>\n<p><b>Za druh\u00e9<\/b>, \u00faspora prost\u0159edk\u016f v prvn\u00edch letech umo\u017en\u00ed oto\u010dit tyto pen\u00edze n\u011bkolikr\u00e1t, \u010d\u00edm\u017e p\u0159inese dal\u0161\u00ed zisk podniku.<\/p>\n<h2>Minulost, p\u0159\u00edtomnost a budoucnost cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f<br \/>\n<\/h2>\n<p>\nEvoluce syst\u00e9m\u016f rozpozn\u00e1v\u00e1n\u00ed v posledn\u00edch letech zrychlila. Je\u0161t\u011b ned\u00e1vno m\u00edsto slo\u017eit\u00fdch algoritm\u016f a neuronov\u00fdch s\u00edt\u00ed obvykl\u00fd zam\u011bstnanec bezpe\u010dnostn\u00ed slu\u017eby jednodu\u0161e porovn\u00e1val pomoc\u00ed po\u010d\u00edta\u010de zachycen\u00e9 programem obli\u010deje s datab\u00e1zemi a ozna\u010doval, kdo ti lid\u00e9 jsou.<\/p>\n<p>Nav\u00edc syst\u00e9my pracovaly prost\u0159ednictv\u00edm lok\u00e1ln\u00edch server\u016f. Proto pro pou\u017e\u00edv\u00e1n\u00ed slu\u017eby musel u\u017eivatel nainstalovat dedikovan\u00fd PC nebo speci\u00e1ln\u00ed videorekord\u00e9r. To znamenalo dodate\u010dn\u00e9 n\u00e1klady na vybaven\u00ed a provozn\u00ed n\u00e1klady.<\/p>\n<p>Cloudov\u00e9 rozpozn\u00e1v\u00e1n\u00ed obli\u010dej\u016f nevy\u017eaduje n\u00e1kup a konfiguraci \u017e\u00e1dn\u00e9ho dal\u0161\u00edho vybaven\u00ed krom\u011b kamer a bude fungovat s t\u011bmi kamerami, kter\u00e9 jsou ji\u017e nainstalov\u00e1ny na objektu.<\/p>\n<p>Nen\u00ed nutn\u00e9 m\u00edt t\u00fdm specialist\u016f pro \u00fadr\u017ebu vybaven\u00ed. Probl\u00e9my technick\u00e9ho stavu za\u0159\u00edzen\u00ed \u0159e\u0161\u00ed s\u00e1m poskytovatel slu\u017eby (a d\u011bl\u00e1 to efektivn\u011bji ne\u017e nespecializovan\u00e9 firmy). <\/p>\n<p>Cloudov\u00e9 rozpozn\u00e1v\u00e1n\u00ed p\u0159etv\u00e1\u0159\u00ed objemn\u00fd a zraniteln\u00fd syst\u00e9m z lok\u00e1ln\u00edch analytick\u00fdch server\u016f na flexibiln\u00ed a odolnou cloudovou strukturu. V praxi to znamen\u00e1, \u017ee syst\u00e9m rozpozn\u00e1v\u00e1n\u00ed ji\u017e nen\u00ed z\u00e1visl\u00fd na schopnostech konkr\u00e9tn\u00edho serveru zakoupen\u00e9ho a nainstalovan\u00e9ho v kancel\u00e1\u0159i klienta, ani na IT infrastruktu\u0159e, kterou tento klient m\u00e1. Nen\u00ed pot\u0159eba nakupovat nov\u00e9 za\u0159\u00edzen\u00ed a dlouze vyjedn\u00e1vat s dodavatelem o konfiguraci a mo\u017enostech jeho roz\u0161\u00ed\u0159en\u00ed.<\/p>\n<p>Cloud automaticky rozd\u011bluje z\u00e1t\u011b\u017e po cel\u00e9 dostupn\u00e9 infrastruktu\u0159e s v\u00fdkonn\u00fdmi servery. Klient nemus\u00ed dr\u017eet m\u00e1lo pou\u017e\u00edvan\u00e9 kapacity v z\u00e1loze pro pr\u00e1ci v obdob\u00edch neo\u010dek\u00e1van\u00fdch v\u00fdkyv\u016f z\u00e1t\u011b\u017ee (sv\u00e1tky, v\u00edkendy). V\u00edce informac\u00ed o mo\u017enostech syst\u00e9mu se m\u016f\u017eete dozv\u011bd\u011bt, <noindex><a rel=\"nofollow\" href=\"mailto:videoanalytics@ivideon.com\">poradit se<\/a><\/noindex> s n\u00e1mi. <\/p>\n<p>\u201ePravda k\u00e1vu\u201c a OneBucksCoffee nyn\u00ed vyvolaly bou\u0159i diskuz\u00ed, ale velmi brzy prakticky nez\u016fstane \u017e\u00e1dn\u00e1 spole\u010dnost v offline podnik\u00e1n\u00ed bez videoanal\u00fdzy. Hr\u00e1\u010di na spot\u0159ebitelsk\u00e9m trhu maj\u00ed nal\u00e9havou pot\u0159ebu poznat sv\u00e9ho z\u00e1kazn\u00edka tv\u00e1\u0159\u00ed v tv\u00e1\u0159: personalizovat slu\u017eby a nab\u00eddky, analyzovat n\u00e1ladu hosta, sni\u017eovat n\u00e1klady a vracet z\u00e1kazn\u00edky, nikoli pouze kupovat technologick\u00e1 \u0159e\u0161en\u00ed pro lep\u0161\u00ed reporty.<br \/>\n<br \/>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/ivideon\/blog\/475888\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0411\u043b\u0438\u0437\u043a\u043e\u0435 \u0431\u0443\u0434\u0443\u0449\u0435\u0435 \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u043c\u0435\u0442\u043e\u0434\u043e\u0432, \u043f\u043e \u043a\u043e\u0442\u043e\u0440\u044b\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0442 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043b\u0438\u0446, \u043d\u043e \u0432 \u0446\u0435\u043b\u043e\u043c \u0440\u0435\u0447\u044c \u0438\u0434\u0451\u0442 \u043e \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0439 \u0438\u0434\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430 \u043f\u043e \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u043c\u0443 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044e \u0438\u043b\u0438 \u043a\u0430\u0434\u0440\u0443 \u0438\u0437 \u0432\u0438\u0434\u0435\u043e\u0438\u0441\u0442\u043e\u0447\u043d\u0438\u043a\u0430. \u041c\u043d\u043e\u0433\u0438\u0435 \u0432\u043b\u0430\u0434\u0435\u043b\u044c\u0446\u044b \u0441\u043c\u0430\u0440\u0442\u0444\u043e\u043d\u043e\u0432 \u043a\u0430\u0436\u0434\u044b\u0439 \u0434\u0435\u043d\u044c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 face recognition, \u043d\u043e \u0432 \u043c\u043e\u0431\u0438\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u0430\u0445 \u0441\u043a\u043e\u0440\u043e\u0441\u0442\u044c \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043d\u0435 \u043a\u0440\u0438\u0442\u0438\u0447\u043d\u0430, \u0430 \u0447\u0438\u0441\u043b\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0440\u0435\u0434\u043a\u043e \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0434\u043d\u043e\u0433\u043e-\u0434\u0432\u0443\u0445 \u0447\u0435\u043b\u043e\u0432\u0435\u043a. \u0414\u043b\u044f \u043e\u0444\u0438\u0441\u043d\u044b\u0445 \u0438 \u0443\u043b\u0438\u0447\u043d\u044b\u0445 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-52835","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0411\u043b\u0438\u0437\u043a\u043e\u0435 \u0431\u0443\u0434\u0443\u0449\u0435\u0435 \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Yuri Gagarin\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/preimushhestva-oblachnogo-raspoznavaniya-lits\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.3\" \/>\n\t\t<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n\t\t<meta property=\"og:site_name\" content=\"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\ud83e\udd47\u041f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u043e\u0431\u043b\u0430\u0447\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043b\u0438\u0446 | ProHoster\" \/>\n\t\t<meta property=\"og:description\" content=\"\u0411\u043b\u0438\u0437\u043a\u043e\u0435 \u0431\u0443\u0434\u0443\u0449\u0435\u0435 \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e.\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/preimushhestva-oblachnogo-raspoznavaniya-lits\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2019-11-16T21:00:00+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2020-02-18T11:00:38+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47V\u00fdhody cloudov\u00e9ho rozpozn\u00e1v\u00e1n\u00ed tv\u00e1\u0159\u00ed | ProHoster","description":"Bl\u00edzk\u00e1 budoucnost Existuje n\u011bkolik.","canonical_url":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/preimushhestva-oblachnogo-raspoznavaniya-lits","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"cs_CZ","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47\u041f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432\u0430 \u043e\u0431\u043b\u0430\u0447\u043d\u043e\u0433\u043e \u0440\u0430\u0441\u043f\u043e\u0437\u043d\u0430\u0432\u0430\u043d\u0438\u044f \u043b\u0438\u0446 | ProHoster","og:description":"\u0411\u043b\u0438\u0437\u043a\u043e\u0435 \u0431\u0443\u0434\u0443\u0449\u0435\u0435 \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e.","og:url":"https:\/\/prohoster.info\/cs\/blog\/administrirovanie\/preimushhestva-oblachnogo-raspoznavaniya-lits","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2019-11-16T21:00:00+00:00","article:modified_time":"2020-02-18T11:00:38+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"52835","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":null,"schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":"2026-01-24 05:03:20","breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2021-02-28 20:36:36","updated":"2026-01-24 05:03:20","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/posts\/52835","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/comments?post=52835"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/posts\/52835\/revisions"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/media?parent=52835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/categories?post=52835"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/tags?post=52835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}