{"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\/sq\/blog\/administrirovanie\/preimushhestva-oblachnogo-raspoznavaniya-lits","title":{"rendered":"P\u00ebrpar\u00ebsit\u00eb e njohjes s\u00eb fytyr\u00ebs n\u00eb re","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p><img decoding=\"async\" alt=\"P\u00ebrpar\u00ebsit\u00eb e njohjes s\u00eb fytyr\u00ebs n\u00eb re\" src=\"\/wp-content\/uploads\/2019\/11\/cca3a82389e2e5a0c33c065afdc35513.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>E ardhmja e af\u00ebrt<\/i><\/p>\n<p>Ekzistojn\u00eb disa metoda me t\u00eb cilat punojn\u00eb sistemet e njohjes s\u00eb fytyr\u00ebs, por n\u00eb p\u00ebrgjith\u00ebsi flasim p\u00ebr teknologjin\u00eb q\u00eb \u00ebsht\u00eb n\u00eb gjendje t\u00eb identifikoj\u00eb nj\u00eb person p\u00ebrmes nj\u00eb fotografie digjitale ose nj\u00eb kadri nga nj\u00eb burim video.<\/p>\n<p>Shum\u00eb pronar\u00eb smartphone-ash e p\u00ebrdorin \u00e7do dit\u00eb njohjen e fytyr\u00ebs, por n\u00eb pajisjet mobile shpejt\u00ebsia e njohjes nuk \u00ebsht\u00eb kritikisht e r\u00ebnd\u00ebsishme, dhe numri i p\u00ebrdoruesve zakonisht \u00ebsht\u00eb m\u00eb pak se nj\u00eb ose dy njer\u00ebz. P\u00ebr sistemet n\u00eb zyr\u00eb dhe n\u00eb rrug\u00eb (n\u00eb njohjen masive) aplikohen teknologji t\u00eb tjera. <\/p>\n<p>S\u00eb fundmi, \u00ebsht\u00eb diskutuar n\u00eb Habr\u00eb <noindex><a rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/news\/t\/474190\/\">lajm<\/a><\/noindex>: kafenet\u00eb e rrjetit t\u00eb Mosk\u00ebs \"Pravda Kafe\" dhe OneBucksCoffee filluan t\u00eb testojn\u00eb n\u00eb lokalet e tyre sh\u00ebrbimin e njohjes s\u00eb fytyr\u00ebs. <\/p>\n<p>Kafenet\u00eb p\u00ebrdorin zgjidhjen ton\u00eb teknike. Dhe sot do t'ju tregojm\u00eb m\u00eb shum\u00eb rreth saj. Sigurisht, p\u00ebr teknologjin\u00eb ne kemi folur tashm\u00eb, por ka di\u00e7ka t\u00eb re \u2014 zgjidhja \u00ebsht\u00eb b\u00ebr\u00eb me t\u00eb v\u00ebrtet\u00eb n\u00eb re. Kjo ndryshon gjith\u00e7ka.<br \/>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Si funksionon teknologjia e njohjes s\u00eb fytyr\u00ebs<\/h2>\n<p>\nE para q\u00eb duhet t\u00eb b\u00ebj\u00eb sistemi \u00ebsht\u00eb t\u00eb ve\u00e7oj\u00eb fytyr\u00ebn n\u00eb kad\u00ebr dhe me an\u00eb t\u00eb algoritmeve t\u00eb sigurohet se kjo \u00ebsht\u00eb me t\u00eb v\u00ebrtet\u00eb nj\u00eb fytyr\u00eb njer\u00ebzore. <\/p>\n<p>Pas regjistrimit fillestar, p\u00ebrcaktohen karakteristikat e ndryshme individuale p\u00ebrmes pikave fikse \u2014 p\u00ebr shembull, merret parasysh distanca midis syve dhe dhjet\u00ebra parametrave t\u00eb tjer\u00eb. <\/p>\n<p>M\u00eb pas, algoritmet e tjera k\u00ebrkojn\u00eb n\u00eb baza t\u00eb ndryshme t\u00eb dh\u00ebnash t\u00eb krijuara m\u00eb par\u00eb dhe japin nj\u00eb p\u00ebrqindje ngjashm\u00ebrie me mostrat e k\u00ebrkuara. N\u00ebse p\u00ebrqindja e ngjashm\u00ebris\u00eb \u00ebsht\u00eb mjaft e lart\u00eb, fytyra konsiderohet e njohur.<\/p>\n<p>N\u00ebse nuk e thellojm\u00eb shum\u00eb (fotot p\u00ebr analiz\u00eb duhet gjithashtu t\u00eb normalizohen para se t'i d\u00ebrgohen rrjetit nervor, i cili lexon disa deskriptor\u00eb), v\u00ebshtir\u00ebsia kryesore e zgjidhjes p\u00ebr momentin nuk \u00ebsht\u00eb n\u00eb teknologjit\u00eb (algoritmet), por n\u00eb zbatimin e tyre.<\/p>\n<p>Sistemet e njohjes po zhvillohen n\u00eb disa drejtime, t\u00eb klasifikuara n\u00eb var\u00ebsi t\u00eb qasjes p\u00ebr p\u00ebrpunimin e informacionit. Ndonj\u00ebher\u00eb \u00ebsht\u00eb e v\u00ebshtir\u00eb t\u00eb zgjedh\u00ebsh se cili sistem \u00ebsht\u00eb m\u00eb i p\u00ebrshtatshmi p\u00ebr nj\u00eb detyr\u00eb t\u00eb ve\u00e7ant\u00eb. <\/p>\n<h2>Diversity of systems<\/h2>\n<p>\n<img decoding=\"async\" alt=\"P\u00ebrpar\u00ebsit\u00eb e njohjes s\u00eb fytyr\u00ebs n\u00eb re\" src=\"\/wp-content\/uploads\/2019\/11\/ae40cad194655e1f24ee9f9cb014f3a9.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nT\u00eb dh\u00ebnat mund t\u00eb p\u00ebrpunohen n\u00eb cloud, n\u00eb server\u00eb lokal\u00eb, t\u00eb vendosur brenda perimetrit t\u00eb siguris\u00eb s\u00eb nd\u00ebrmarrjes, ose drejtp\u00ebrdrejt n\u00eb kamera. <\/p>\n<p>N\u00eb rastin e fundit, analiza kryhet nga vet\u00eb kamera, dhe informacioni i p\u00ebrpunuar d\u00ebrgohet n\u00eb server. Pika m\u00eb e fort\u00eb e sistemit \u00ebsht\u00eb sakt\u00ebsia e lart\u00eb dhe mund\u00ebsia p\u00ebr t\u00eb lidhur nj\u00eb num\u00ebr t\u00eb madh aparaturash n\u00eb nj\u00eb server.<\/p>\n<p>Megjith\u00ebse duket e thjesht\u00eb dhe e leht\u00eb p\u00ebr t'u shkall\u00ebzuar, kjo teknologji ka gjithashtu disavantazhe. Nj\u00eb prej tyre \u00ebsht\u00eb \u00e7mimi i lart\u00eb. P\u00ebr m\u00eb tep\u00ebr, aktualisht nuk ka nj\u00eb standard t\u00eb vet\u00ebm p\u00ebr paraqitjen e informacionit q\u00eb kamerat e specializuara e d\u00ebrgojn\u00eb n\u00eb server. Dhe seti i t\u00eb dh\u00ebnave mund t\u00eb ndryshoj\u00eb shum\u00eb nga nj\u00eb furnizues n\u00eb tjetrin.<\/p>\n<p><img decoding=\"async\" alt=\"P\u00ebrpar\u00ebsit\u00eb e njohjes s\u00eb fytyr\u00ebs n\u00eb re\" src=\"\/wp-content\/uploads\/2019\/11\/7e05d83ea7bbb2f8e9a8af5aa89e67e9.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<i>Sistemi \"i thjesht\u00eb\" i njohjes s\u00eb fytyr\u00ebs nga <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>Sistemet me kamera IP me funksionin e analiz\u00ebs s\u00eb videos t\u00eb integruar jan\u00eb m\u00eb pak t\u00eb popullarizuara se zgjidhjet serverike. Por edhe n\u00eb rastin e p\u00ebrdorimit t\u00eb nj\u00eb sistemi tradicional me regjistrues dhe\/ose server lokal, nuk do t\u00eb arrihet kursim. <\/p>\n<h2>Programet dhe \u00e7mimet* e Njohjes s\u00eb Fytyr\u00ebs <\/h2>\n<p>\n<i>*Sipas informacionit nga burime t\u00eb hapura. <br \/>\n<\/i><br \/>\nDuke marr\u00eb parasysh kompleksitetin e algoritmeve dhe \u00e7mimin e lart\u00eb t\u00eb pajisjeve serverike p\u00ebr modulet e videoanalitik\u00ebs, sistemet e njohjes s\u00eb fytyr\u00ebs kan\u00eb mbetur p\u00ebr nj\u00eb koh\u00eb t\u00eb gjat\u00eb nj\u00eb luks i kushtuesh\u00ebm. <\/p>\n<p>Shtes\u00eb p\u00ebr kostot e zgjidhjes \u00ebsht\u00eb trafiku i madh rrjetor q\u00eb krijohet gjat\u00eb funksionimit \u2013 p\u00ebrve\u00e7 shpenzimeve p\u00ebr server\u00eb t\u00eb fuqish\u00ebm, duhej t\u00eb shpenzohej p\u00ebr pajisje rrjet\u00ebsimi aktive dhe kanale t\u00eb shpejta komunikimi.<\/p>\n<p>Aktualisht, n\u00eb tregun rus jan\u00eb disa lojtar\u00eb t\u00eb m\u00ebdhenj q\u00eb ofrojn\u00eb algoritme t\u00eb cil\u00ebsis\u00eb s\u00eb lart\u00eb p\u00ebr analizin dhe p\u00ebrpunimin e t\u00eb dh\u00ebnave vizuale. T\u00eb gjith\u00eb ata kan\u00eb nj\u00eb interes n\u00eb projekte t\u00eb lidhura me biznesin e madh. T\u00eb shpjegosh k\u00ebt\u00eb fokus \u00ebsht\u00eb shum\u00eb e thjesht\u00eb \u2013 kostot e zgjidhjes kalojn\u00eb shum\u00eb p\u00ebrtej mund\u00ebsive t\u00eb bizneseve t\u00eb vogla dhe t\u00eb mesme. <\/p>\n<ul>\n<li>ISS<\/li>\n<\/ul>\n<p>\nSoftware-i \u00abSecurOS Face\u00bb. <\/p>\n<p>Kostoja e licenc\u00ebs p\u00ebr modulin e kapjes s\u00eb fytyrave \u00ebsht\u00eb 41,275 rubla p\u00ebr kanal. Software-i instalohet n\u00eb serverin e njohjes s\u00eb fytyrave ose n\u00eb serverin e detektimit t\u00eb tyre. <\/p>\n<p>Kostoja e licenc\u00ebs p\u00ebr modulin e njohjes s\u00eb fytyrave p\u00ebr 1000 persona n\u00eb baz\u00eb \u00ebsht\u00eb 665,760 rubla. Instalohet n\u00eb serverin e njohjes s\u00eb fytyrave.<\/p>\n<ul>\n<li>Sigur<\/li>\n<\/ul>\n<p>\nKrijues rus i pajisjeve dhe programeve p\u00ebr sistemet e kontrollit t\u00eb aksesit. <\/p>\n<p>Kostoja e licenc\u00ebs p\u00ebr modulin e verifikimit t\u00eb fytyrave p\u00ebr nj\u00eb kamer\u00eb \u00ebsht\u00eb 50,000 rubla. <\/p>\n<p>\u00c7mimi i licenc\u00ebs p\u00ebr modul t\u00eb identifikimit t\u00eb fytyrave p\u00ebr nj\u00eb kamer\u00eb \u00ebsht\u00eb 7,000 lek\u00eb. <\/p>\n<p>\u00c7mimi i licenc\u00ebs p\u00ebr nj\u00eb baz\u00eb deri n\u00eb 1,000 fytyra \u00ebsht\u00eb 294,000 lek\u00eb.<\/p>\n<ul>\n<li>ITV<\/li>\n<\/ul>\n<p>\nSoftueri 'Inteligjenca' p\u00ebr njohjen e fytyrave me memorie p\u00ebr 1,000 standarde fytyrash n\u00eb baz\u00eb \u00ebsht\u00eb 314,000 lek\u00eb. <\/p>\n<p>Nuk \u00ebsht\u00eb 20,300 lek\u00eb. Lidhja e kanalit video \u00ebsht\u00eb 6,000 lek\u00eb.<\/p>\n<ul>\n<li>Macroscop<\/li>\n<\/ul>\n<p>\nModuli i njohjes s\u00eb fytyrave Macroscop Basic me nj\u00eb baz\u00eb deri n\u00eb 1,000 fytyra \u00ebsht\u00eb 240,000 lek\u00eb. <\/p>\n<p>Licenca p\u00ebr pun\u00eb me nj\u00eb IP-kamer\u00eb \u00ebsht\u00eb 16,500 lek\u00eb.<\/p>\n<p>Edhe pak koh\u00eb m\u00eb par\u00eb, zgjidhjet nga Macroscop p\u00ebrdoren p\u00ebr t\u00eb siguruar vet\u00ebm objekte ve\u00e7an\u00ebrisht t\u00eb r\u00ebnd\u00ebsishme me num\u00ebr t\u00eb madh njerezish: stadiume, aeroporte, fabrika. Por tani kompanis\u00eb ofron produktin e saj edhe p\u00ebr shitjet me pakic\u00eb. \u00c7mimi \u00ebsht\u00eb 94,000 lek\u00eb p\u00ebr modulet (regjistruesit nuk shiten).<\/p>\n<ul>\n<li>TRASSIR<\/li>\n<\/ul>\n<p>\nSoftueri kushton 79,000 lek\u00eb + 32,000 lek\u00eb p\u00ebr regjistruesin. Klient\u00ebt e kompanis\u00eb, kryesisht, jan\u00eb kompani t\u00eb m\u00ebdha (fabrika, kompani nxjerr\u00ebse, universitete, komplekse sportive). Por kompanis\u00eb e vendos theksin n\u00eb videon tradicionale dhe jo n\u00eb njohjen e fytyrave. Megjithat\u00eb, regjistruesit e videove jan\u00eb t\u00eb p\u00ebrshtatsh\u00ebm edhe p\u00ebr k\u00ebt\u00eb detyr\u00eb.<\/p>\n<ul>\n<li>FindFace<\/li>\n<\/ul>\n<p>\nKompania zhvillon dhe shet vet\u00ebm softuer t\u00eb specializuar p\u00ebr njohjen e fytyrave. Do t'ju duhet t\u00eb zgjidhni konfigurimin e server\u00ebve p\u00ebr ruajtjen dhe procesimin e t\u00eb dh\u00ebnave vet\u00eb.<\/p>\n<ul>\n<li>Ivideon<\/li>\n<\/ul>\n<p>\nSh\u00ebrbimi cloud p\u00ebr mbik\u00ebqyrjen video dhe analizat video, i cili ofron sh\u00ebrbime p\u00ebr biznese me buxhet t\u00eb kufizuar. Sh\u00ebrbimi <noindex><a rel=\"nofollow\" href=\"https:\/\/ru.ivideon.com\/face-recognition\/\">Ivideon Faces<\/a><\/noindex> funksionon praktikisht me \u00e7do kamer\u00eb, kostoja e lidhjes s\u00eb nj\u00eb pajisjeje fillon nga 3 150 rubla me analiz\u00eb deri n\u00eb 100 fytyra unike n\u00eb dit\u00eb dhe regjistrim baz\u00eb n\u00eb arkiv cloud p\u00ebr 5 dit\u00eb. <\/p>\n<h2>Zgjedhja e \"harduerit\" p\u00ebr sistemet e Njohjes s\u00eb Fytyr\u00ebs <\/h2>\n<p>\nMe nj\u00eb kamer\u00eb Full HD p\u00ebr procesimin e videostream-it q\u00eb p\u00ebrmban 10 fytyra n\u00eb kadrin, do t\u00eb nevojitet nj\u00eb b\u00ebrtham\u00eb procesori me frekuenc\u00eb 2.8 GHz. N\u00ebse n\u00eb kadrin ka pak fytyra (nga 1 n\u00eb 3), nj\u00eb b\u00ebrtham\u00eb procesori do ta ket\u00eb leht\u00eb t\u00eb p\u00ebrballoj\u00eb gjithashtu p\u00ebrpunimin e dy videostream-eve.<\/p>\n<p>Nga ky shembull shihet q\u00eb edhe n\u00eb nj\u00eb sistem t\u00eb thjesht\u00eb duhet t\u00eb ket\u00eb nj\u00eb rezerv\u00eb t\u00eb caktuar p\u00ebr \"harduerin\". Sepse n\u00ebse n\u00eb objekt hyjn\u00eb nj\u00ebkoh\u00ebsisht jo 10, por 15 persona, do t\u00eb nevojitet tashm\u00eb nj\u00eb b\u00ebrtham\u00eb e dyt\u00eb me performanc\u00eb t\u00eb ngjashme. <\/p>\n<p>Prandaj, p\u00ebr funksionimin e nj\u00eb sistemi tradicional, duke marr\u00eb parasysh ngarkesat maksimale, nevojitet t\u00eb mbahen kapacitete rezerv\u00eb t\u00eb dyfishta.<\/p>\n<p>P\u00ebr t'ju ndihmuar t\u00eb imagjinoni se sa kushton nj\u00eb sistem tradicional i njohjes s\u00eb fytyr\u00ebs, ne do t\u00eb marrim si shembull nj\u00eb pik\u00eb shitjeje dhe do t\u00eb llogarisim koston e sistemit tradicional dhe atij n\u00eb re.<\/p>\n<h2>Llogaritja e shpenzimeve: kostoja e sistemit tradicional t\u00eb njohjes s\u00eb fytyr\u00ebs<\/h2>\n<p>\n<img decoding=\"async\" alt=\"P\u00ebrpar\u00ebsit\u00eb e njohjes s\u00eb fytyr\u00ebs n\u00eb re\" src=\"\/wp-content\/uploads\/2019\/11\/b5726140f7c784705d0bbf96386e4c6d.jpg\" style=\"display:block;margin: 0 auto;\" \/><br \/>\n<br \/>\nSupozoni se ne po implementojm\u00eb nj\u00eb sistem njohjeje t\u00eb fytyr\u00ebs n\u00eb nj\u00eb rrjet farmacie, i cili p\u00ebrb\u00ebhet nga 16 pika. Mesatarisht, n\u00eb dit\u00eb, \u00e7do farmaci vizitohet nga 500 bler\u00ebs.<\/p>\n<p>P\u00ebr t\u00eb njohur fytyrat plot\u00ebsisht, p\u00ebr \u00e7do objekt v\u00ebzhgimi mund t\u00eb vendoset nj\u00eb kamer\u00eb rotative ose nj\u00eb kamer\u00eb me objektiv mekanik.<\/p>\n<p>N\u00eb rastin e p\u00ebrdorimit t\u00eb nj\u00eb sistemi tradicional, shpenzimet do t\u00eb jen\u00eb si m\u00eb posht\u00eb:<\/p>\n<ol>\n<li>P\u00ebr \u00e7do farmaci do t\u00eb nevojitet t\u00eb pakt\u00ebn nj\u00eb regjistrues videosh i specializuar. \u00c7mimi i tij me pakic\u00eb \u00ebsht\u00eb af\u00ebrsisht 40,000 rubla.<\/li>\n<li>P\u00ebr \u00e7do regjistrator, nevojitet nj\u00eb disk i ve\u00e7ant\u00eb i fort\u00eb (mos e ngat\u00ebrroni me nj\u00eb HDD zakonisht p\u00ebr PC) me kapacitet prej s\u00eb paku 4 TB p\u00ebr t\u00eb regjistruar fluksin e videove n\u00eb rezolut\u00ebn 1920x1080 me intensitet t\u00eb lart\u00eb l\u00ebvizjeje. \u00c7mimi mesatar me pakic\u00eb \u00ebsht\u00eb 10,000 rubla.<\/li>\n<li>N\u00eb buxhet duhet t\u00eb planifikoni kostot p\u00ebr sh\u00ebrbimin e sistemit t\u00eb videov\u00ebzhgimit (p.sh., ardhja e instaluesit p\u00ebr t\u00eb riparuar gabimet, p\u00ebrdit\u00ebsimin e softuerit ose z\u00ebvend\u00ebsimin e HDD). Kostoja e k\u00ebtyre pun\u00ebve \u00ebsht\u00eb 12,000 rubla\/vit (vizit\u00eb nj\u00eb her\u00eb n\u00eb tre muaj) p\u00ebr \u00e7do objekt (sipas \u00e7mimeve t\u00eb nj\u00eb organizate instalimi).<\/li>\n<li>Kostoja minimale p\u00ebr nj\u00eb softuer plot\u00ebsisht funksional p\u00ebr njohjen e fytyr\u00ebs \u00ebsht\u00eb mesatarisht 120,000 rubla p\u00ebr kamer\u00eb (licenc\u00eb pa kufizim n\u00eb koh\u00eb).<\/li>\n<li>Sipas t\u00eb dh\u00ebnave nga kompania Backblaze, rreth 50% e t\u00eb gjith\u00eb disqeve t\u00eb fort\u00eb k\u00ebrkojn\u00eb z\u00ebvend\u00ebsim pas 6 vitesh p\u00ebrdorimi. K\u00ebshtu, pas 5 vitesh p\u00ebrdorimi t\u00eb pand\u00ebrprer\u00eb, rreth 8 disqe do t\u00eb dalin jasht\u00eb funksionit, dhe, duke pasur parasysh se n\u00eb nj\u00eb sistem t\u00eb till\u00eb rezervimi nuk parashihet, mesatarisht duhet t\u00eb planifikoni shpenzime shtes\u00eb prej 1.6 disqesh n\u00eb vit, ose 16,000 rubla\/vit.<\/li>\n<\/ol>\n<p>\n<b>Shpenzimet kapitale (pa marr\u00eb parasysh koston e kamerave) do t\u00eb arrijn\u00eb 2,928,000 rubla\/vit.<\/b><\/p>\n<h2>Shpenzimet p\u00ebr sistemin n\u00eb re<\/h2>\n<p>\nN\u00eb rastin e sistemit n\u00eb re, \u00e7mimi i tarif\u00ebs p\u00ebr mbik\u00ebqyrjen vizive me njohjen e 500 fytyrave\/dit\u00eb do t\u00eb jet\u00eb <b>4,750 rubla\/muaj (57,000 rubla\/vit) p\u00ebr kamer\u00eb, ose 912,000 rubla\/vit p\u00ebr 16 kamera.<\/b>.<\/p>\n<p>Kujtojm\u00eb se pronari i rrjetit nuk do t\u00eb duhet t\u00eb blej\u00eb ndonj\u00eb \u00abbrend\u00bb shtes\u00eb. Shpenzimet p\u00ebr mir\u00ebmbajtje teknike gjithashtu nuk nevojiten, pasi t\u00eb gjitha serverat n\u00eb re mir\u00ebmbahen nga ofruesi i sh\u00ebrbimeve n\u00eb qend\u00ebr t\u00eb t\u00eb dh\u00ebnave.<\/p>\n<p>Ka nj\u00eb kursim prej m\u00eb shum\u00eb se 3 her\u00eb gjat\u00eb vitit t\u00eb par\u00eb t\u00eb funksionimit t\u00eb sistemit.<\/p>\n<h2>Rezultati p\u00ebrfundimtar dhe \u00abp\u00ebrfitimet\u00bb shtes\u00eb<\/h2>\n<p>\nN\u00eb llogarit\u00eb e m\u00ebsip\u00ebrme ka nj\u00eb nuanc\u00eb t\u00eb r\u00ebnd\u00ebsishme: pas 3 vjet\u00ebsh p\u00ebrdorimi, sistemi tradicional do t\u00eb b\u00ebhet m\u00eb i liri n\u00eb kuptimin e shpenzimeve totale sesa njohja e fytyrave n\u00eb re. K\u00ebtu duhet t\u00eb merren parasysh dy faktor\u00eb.<\/p>\n<p><b>S\u00eb pari<\/b>, pajisjet q\u00eb pronari i rrjetit do t\u00eb blej\u00eb do t\u00eb jen\u00eb t\u00eb vjetra pas 3 vjet\u00ebsh. Megjithat\u00eb, me siguri do t\u00eb dalin teknologji dhe algoritme t\u00eb reja m\u00eb t\u00eb avancuara p\u00ebr njohjen e fytyrave, q\u00eb punojn\u00eb n\u00eb pajisje m\u00eb t\u00eb fuqishme. Dhe pas 3 vjet\u00ebsh, me shum\u00eb mund\u00ebsi, do t\u00eb duhet t\u00eb z\u00ebvend\u00ebsohet plot\u00ebsisht pajisja n\u00eb pikat.<\/p>\n<p>Me sistemin n\u00eb re, nuk \u00ebsht\u00eb e nevojshme t\u00eb b\u00ebni k\u00ebt\u00eb - sh\u00ebrbimi p\u00ebrmir\u00ebsohet dhe p\u00ebrdit\u00ebsohet vazhdimisht fal\u00eb zhvillimit t\u00eb algoritmeve dhe rritjes s\u00eb kapacitetit llogarit\u00ebs t\u00eb qendrave t\u00eb t\u00eb dh\u00ebnave. Mb\u00ebshtetje p\u00ebr standardet e siguris\u00eb gjithashtu nuk lidhet me harduerin. <\/p>\n<p><b>N\u00eb radh\u00eb t\u00eb dyt\u00eb<\/b>, kursimi i mjeteve n\u00eb vitet e para do t\u00eb lejoj\u00eb q\u00eb k\u00ebto para t\u00eb kthehen disa her\u00eb, duke sjell\u00eb fitime t\u00eb shtuar p\u00ebr biznesin.<\/p>\n<h2>E kaluara, e tashmja dhe e ardhmja e njohjes s\u00eb fytyr\u00ebs n\u00eb re<br \/>\n<\/h2>\n<p>\nEvolucioni i sistemeve t\u00eb njohjes \u00ebsht\u00eb shpejtuar n\u00eb vitet e fundit. Her\u00ebt p\u00ebrpara, n\u00eb vend t\u00eb algoritmeve t\u00eb komplikuara dhe rrjeteve neuronale, nj\u00eb punonj\u00ebs i zakonsh\u00ebm i sh\u00ebrbimit t\u00eb siguris\u00eb thjesht krahasonte fytyrat e regjistruara nga programi me bazat e t\u00eb dh\u00ebnave dhe tregonte se kush ishin k\u00ebta njer\u00ebz.<\/p>\n<p>P\u00ebr m\u00eb tep\u00ebr, sistemet punonin p\u00ebrmes server\u00ebve lokal\u00eb. Prandaj, p\u00ebr t\u00eb punuar sh\u00ebrbimi, p\u00ebrdoruesit duhej t\u00eb instalonin nj\u00eb PC t\u00eb dedikuar ose nj\u00eb regjistrues video t\u00eb ve\u00e7ant\u00eb. Kjo do t\u00eb thoshte shpenzime t\u00eb nd\u00ebrlikuara p\u00ebr pajisjet dhe shpenzime t\u00eb mbik\u00ebqyrjes p\u00ebr operimin e saj.<\/p>\n<p>Njohja e fytyrave n\u00eb re nuk k\u00ebrkon blerjen dhe konfigurimin e asnj\u00eb pajisjeje tjet\u00ebr p\u00ebrve\u00e7 kamerave dhe do t\u00eb funksionoj\u00eb me ato kamera q\u00eb jan\u00eb tashm\u00eb t\u00eb instaluara n\u00eb objekt.<\/p>\n<p>Nuk ka nevoj\u00eb p\u00ebr nj\u00eb staf specialist\u00ebsh p\u00ebr t\u00eb mbajtur pajisjet n\u00eb funksion. Problemet e gjendjes teknike t\u00eb pajisjeve zgjidhen nga vet\u00eb ofruesi i sh\u00ebrbimit (dhe e b\u00ebn k\u00ebt\u00eb m\u00eb efektivisht se kompanit\u00eb jo-specializuese). <\/p>\n<p>Njohja e fytyrave n\u00eb re shnd\u00ebrron nj\u00eb sistem t\u00eb madh dhe vulnerab\u00ebl nga server\u00eb analitik\u00eb lokal\u00eb n\u00eb nj\u00eb struktur\u00eb t\u00eb fleksib\u00ebl dhe t\u00eb q\u00ebndrueshme n\u00eb re. N\u00eb praktik\u00eb, kjo do t\u00eb thot\u00eb se sistemi i njohjes nuk varet m\u00eb nga kapacitetet e serverit t\u00eb ve\u00e7ant\u00eb t\u00eb bler\u00eb dhe t\u00eb instaluar n\u00eb zyr\u00ebn e klientit, si dhe nga infrastruktura IT q\u00eb ky klient ka. Nuk ka nevoj\u00eb p\u00ebr blerjen e pajisjeve t\u00eb reja dhe p\u00ebr nj\u00eb koh\u00eb t\u00eb gjat\u00eb p\u00ebr t\u00eb diskutuar me ofruesin \u00e7\u00ebshtjet e konfigurimit dhe mund\u00ebsit\u00eb e zgjerimit.<\/p>\n<p>Revolucioni i automatik i cloud-it shp\u00ebrndan ngarkesat n\u00eb t\u00eb gjith\u00eb infrastruktur\u00ebn e disponueshme me servera t\u00eb fuqish\u00ebm. Klienti nuk ka nevoj\u00eb t\u00eb mbaj\u00eb kapacitete t\u00eb p\u00ebrdorura rrall\u00eb n\u00eb rezerv\u00eb p\u00ebr t\u00eb punuar gjat\u00eb periudhave t\u00eb papritura t\u00eb ngarkes\u00ebs (festat, fundjava). M\u00eb shum\u00eb informacion n\u00eb lidhje me mund\u00ebsit\u00eb e sistemit mund t\u00eb merret, <noindex><a rel=\"nofollow\" href=\"mailto:videoanalytics@ivideon.com\">duke u konsultuar<\/a><\/noindex> me ne. <\/p>\n<p>\u2018E v\u00ebrteta e kafes\u00eb\u2019 dhe OneBucksCoffee tani kan\u00eb nxitur nj\u00eb stuhi diskutimesh, por shum\u00eb shpejt praktikisht nuk do t\u00eb mbetet asnj\u00eb kompani n\u00eb biznesin offline pa analiz\u00eb video. Aktor\u00ebt e tregut t\u00eb konsumator\u00ebve kan\u00eb nj\u00eb nevoj\u00eb t\u00eb madhe p\u00ebr t\u00eb njohur bler\u00ebsin e tyre p\u00ebrball\u00eb: personalizimi i sh\u00ebrbimit dhe ofertave, analizimi i humorit t\u00eb mysafir\u00ebve, zvog\u00eblimi i kostove dhe rikthimi i klient\u00ebve, e jo thjesht blerja e zgjidhjeve teknologjike p\u00ebr raportim.<br \/>\n<br \/>Burimi: <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 4.9.10 - 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 \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 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