Zvakanakira Cloud Face Recognition

Near future

Pane nzira dzakati wandei dzinoshanda nadzo masisitimu ekuzivikanwa kwechiso, asi kazhinji isu tiri kutaura nezve tekinoroji inogona kuziva munhu kubva pamufananidzo wedhijitari kana furemu kubva kune vhidhiyo sosi.

Vazhinji varidzi ve smartphone vanoshandisa kucherechedzwa kwechiso zuva rega rega, asi munharembozha kumhanya kwekuziva hakuna kukosha, uye huwandu hwevashandisi hauwanzo kupfuura munhu mumwe kana vaviri. Zvehofisi uye masisitimu emigwagwa (yekuzivikanwa kwevanhu vakawanda), mamwe matekinoroji anoshandiswa.

Munguva pfupi yapfuura paHabré vakakurukura iyo nyaya: Moscow chain chain coffee shops "Pravda Coffee" uye OneBucksCoffee vakatanga kuyedza sevhisi yekuzivikanwa kwechiso mumasangano avo.

Zvitoro zvekofi zvinoshandisa mhinduro yedu yehunyanzvi. Uye nhasi tichakuudza zvakawanda nezvazvo. Ehe, isu takatotaura nezve tekinoroji pachayo, asi chimwe chinhu chitsva chakaonekwa - mhinduro yave yechokwadi gore-yakavakirwa. Uye izvi zvinoshandura zvese.

Mashandiro anoita tekinoroji yekuziva kumeso

Chinhu chekutanga icho system inofanirwa kuita kusarudza chiso mufuremu uye, uchishandisa algorithms, ita shuwa kuti ichiso chemunhu.

Mushure mekuonekwa kwekutanga, akasiyana maficha emunhu anotemerwa uchishandisa yakagadziriswa mapoinzi - semuenzaniso, kureba pakati pemeso uye akawanda emamwe ma parameter anotariswa.

Tevere, mamwe maalgorithms anotsvaga kuburikidza neakasiyana-asati agadzirwa dhatabhesi uye kupa chikamu chekufanana kune inodiwa data data. Kana chikamu chekufanana chakakwirira zvakakwana, chiso chinoonekwa sechinozivikanwa.

Pasina kupinda mune zvakadzama (mapikicha ekuongorora achiri kuda kugadziridzwa asati aendeswa kune neural network inoverenga imwe tsananguro), dambudziko guru remhinduro panguva ino harizi muhunyanzvi (algorithms) ivo pachavo, asi mukuita. .

Recognition masisitimu ari kusimukira munzira akati wandei, akaiswa mumapoka zvichienderana nemaitiro ekugadzirisa ruzivo. Dzimwe nguva zvakaoma kusarudza kuti ndeipi system inonyatso kutarisana nerimwe basa.

Zvirongwa zvakasiyana-siyana

Dhata inogona kugadziriswa mugore, pamaseva emunharaunda akaiswa mukati mebhizinesi rekuchengetedza perimeter, kana zvakananga pamakamera.

Muchiitiko chekupedzisira, kuongorora kwese kunoitwa nekamera pachayo, uye iyo yakatogadziriswa ruzivo inotumirwa kune server. Kubatsira kukuru kwegadziriro ndeyekururamisa kwayo kwepamusoro uye kukwanisa "kurembera" nhamba huru yezvigadzirwa pane imwe sevha.

Pasinei nekureruka kwayo uye kureruka kwekuyera, tekinoroji iyi inewo zvipingamupinyi. Chimwe chazvo mutengo wakakwirira. Uyezve, parizvino hapana chiyero chakafanana chekuratidza ruzivo rwunotumirwa nemakamera kune server. Uye iyo data set inogona kusiyanisa zvakanyanya pakati pevatengesi.

"Simple" facial recognition system kubva Panasonic

Masisitimu akavakirwa paIP makamera ane akavakirwa-mukati ekuongorora vhidhiyo mabasa ari akaderera mukuzivikanwa kune server mhinduro. Asi kunyangwe iwe ukashandisa tsika yechinyakare yakavakirwa pane registrar uye / kana sevha yenzvimbo, haugone kuchengetedza mari.

Zvirongwa nemitengo* Kuzivikanwa kweFace

* Zvinoenderana neruzivo kubva kune yakavhurika masosi.

Tichifunga nezvekuoma kwemaalgorithms uye mutengo wepamusoro wemidziyo ye server yevhidhiyo analytics modules, masisitimu ekuzivikanwa kwechiso ave kwenguva refu yakaramba iri chirevo chinodhura.

Pamusoro pezvo, mutengo wemhinduro unokanganiswa neiyo yakakura network traffic inogadzirwa panguva yekushanda - mukuwedzera kune mutengo wemaseva ane simba, munhu aifanira kubvisa mari yeanoshanda network michina uye "yakakora" nzira dzekutaurirana.

Nhasi, kune akati wandei vatambi vakuru pamusika weRussia unopa emhando yepamusoro algorithms yekuongorora uye kugadzirisa vhidhiyo data. Ivo vakabatana nekufarira muzvirongwa zvine chekuita nebhizinesi hombe. Zviri nyore kutsanangura iyi tarisiro - mutengo wemhinduro unoenda kure nekugona kwemabhizinesi madiki uye epakati.

• ISS

Software "SecurOS Face".

Mutengo werezinesi weiyo face capture module ndeye 41 rubles pachiteshi. Iyo software inoiswa pane yekuziva kumeso server kana pane yekuona sevha.

Mutengo werezenisi yekucherechedzwa kwechiso chemodule ye1000 vanhu vari mudhatabhesi i665 rubles. Yakaiswa pachiso chekuziva sevha.

• Sigur

Mugadziri weRussia wemidziyo uye software yekuwana kudzora masisitimu.

Mutengo werezinesi weiyo face verification module yekamera imwe i50 rubles.

Mutengo werezinesi weiyo face identification module yekamera imwe i7 rubles.

Mutengo werezinesi kune chigadziko chevanhu vanosvika 1 ndeye 000 rubles.

• ITV

"Intellect" software yekuzivikanwa kwechiso nekuyeuka kwe1 zviyero zvechiso mune database - 000 rubles.

System musimboti - 20 rubles. Kubatanidza chiteshi chevhidhiyo - 300 rubles.

• Macroscop

Macroscop Basic face recognition module ine saizi yedatabase inosvika 1000 zviso - 240 rubles.

Rezinesi rekushanda neimwe IP kamera - 16 rubles.

Kusvikira munguva pfupi yapfuura, mhinduro kubva kuMacroscop dzakashandiswa kuve nechokwadi chekuchengetedzwa kwezvinhu zvakakosha chete zvine nhamba huru yevanhu: nhandare, nhandare dzendege, mafekitori. Asi ikozvino kambani inopa chigadzirwa chayo kutengesa. Mutengo - 94 rubles kumamodules (marekodhi haatengeswi).

• TRASSIR

Iyo software inodhura 79 rubles + 000 rubles kune rekodha. Vatengi vekambani iyi vanonyanya makambani makuru (mafekitori, makambani emigodhi, mayunivhesiti, nhandare dzemitambo). Asi iyo inonyanya kutariswa nekambani iri pane yechinyakare vhidhiyo yekutarisa, pane kuzivikanwa kwechiso. Kunyangwe maDVR avo akanaka kune aya mabasa.

• kuwana chiso

Iyo kambani inogadzira uye inotengesa chete yakasarudzika software yekuzivikanwa kumeso. Iwe uchafanirwa kusarudza iyo sevha yekumisikidza yekuchengetedza uye kugadzirisa data iwe pachako.

• ivideon

Iyo yegore-yakavakirwa vhidhiyo yekutarisa uye vhidhiyo analytics sevhisi iyo yakapa masevhisi kumabhizinesi pane bhajeti. Service Vadivelu Comedy Ivideon Faces inoshanda nechero makamera, mutengo wekubatanidza mudziyo mumwe unobva ku3 rubles nekuongororwa kweanosvika zana zviso zvakasiyana pazuva uye rekodhi rekodhi kune cloud archive mumazuva mashanu.

Kusarudzwa kwehardware yeFace Recognition system

Kubva pane imwe Full HD kamera, kuti ugadzirise vhidhiyo inoyerera ine zviso gumi mufuremu, iwe uchada imwe processor core ine frequency ye10 GHz. Kana pane zviso zvishoma mufuremu (kubva pa2,8 kusvika ku1), ipapo imwe processor core inogona nyore kubata nekugadzirisa maviri evhidhiyo hova.

Kubva pamuenzaniso uyu zviri pachena kuti kunyange muhurongwa huri nyore unoda kuva nehumwe hwekugovera hardware. Mushure mezvose, kana kwete gumi, asi vanhu gumi nevashanu vanopinda muchivako panguva imwe chete, ipapo chechipiri musimboti nekuita kwakafanana kunozodiwa.

Nekuda kweizvozvo, pakushanda kwechinyakare sisitimu, uchifunga nezve peak mitoro, zvinodikanwa kuchengetedza kaviri kuchengetedza huwandu.

Kuita kuti zvive nyore kwauri kuti ufungidzire kuti imarii echinyakare yekucherechedzwa kwechiso system inodhura, isu tinotora chitoro chekutengesa semuenzaniso uye kuverenga mutengo weiyo yechinyakare uye yegore-yakavakirwa kumeso yekuzivikanwa system.

Kuverengera Mutengo: Mutengo Wechinyakare Facial Recognition System

Ngatitii tiri kuendesa hurongwa hwekuzivikanwa kwechiso muketani yemishonga ine mapoinzi gumi nematanhatu. Paavhareji, vatengi ve16 vanoshanyira pharmacy yega yega pazuva.

Kuti uzive zviso zvizere, imwe PTZ kamera kana kamera ine mota ine lens inogona kuiswa pane yega yega yekutarisa chinhu.

Kana hurongwa hwechinyakare huchishandiswa, mari yacho ichave inotevera:

1. Imwe neimwe pharmacy inoda inokwana imwe nyanzvi yevhidhiyo rekodhi. Mutengo wayo wekutengesa ungangoita 40 rubles.
2. Rekodha yega yega inozodawo yakasarudzika hard drive (kuti isavhiringike neyakajairwa HDD yePC) ine inokwana 4 TB kuitira kurekodha vhidhiyo rwizi mukugadziriswa kwe1920x1080 pakunyanya kukwira kwemotokari. Avhareji mutengo wekutengesa ndeye 10 rubles.
3. Iyo bhajeti inofanirwa kusanganisira mutengo webasa rekugadzirisa vhidhiyo yekutarisa system (semuenzaniso, kushanya kweanoisa kuti abvise zvikanganiso, kugadzirisa software, kana kutsiva HDD). Mutengo webasa rakadaro ndeye 12 rubles / gore (shanyira kamwe chete chechina) kune chimwe chinhu (maererano nemutengo wemutengo weimwe yemasangano ekuisa).
4. Mutengo wakaderera weiyo yakazara-inotaridzika kumeso software ndeyeavhareji ye120 rubles pakamera (rezinesi risingaperi).
5. Maererano neBackblaze, inenge 50% yemadhiraivha ese akaomarara anoda kutsiviwa ne6th gore rekushandisa. Saka, mushure memakore mashanu ekuenderera mberi kwekushanda, anenge 5 disks achakundikana, uye kunze kwekuti hurongwa hwakadaro hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hupi hunopera. .

Mari inodhura (kunze kwemutengo wemakamera) ichasvika ku2 rubles / gore.

Cloud system inodhura

Kana iri yegore system, mutengo weiyo vhidhiyo yekutarisa mutero ine kucherechedzwa kwe500 zviso / zuva ichave. 4 rub / mwedzi (750 rub / gore) pakhamera, kana 57 rub / gore kumakamera gumi nematanhatu..

Ngatikuyeuchidzei kuti muridzi wetiweki haafanire kutenga chero hardware yekuwedzera. Iko hakuna zvakare mari yekugadzirisa nekuti ese masevha egore anochengetwa neyegore service provider mu data center.

Kune kuchengetedza kweanopfuura ka3 mukati megore rekutanga rekushanda kwehurongwa.

Subtotal uye mamwe "mabhanzi"

Pane yakakosha nuance mukuverenga pamusoro apa: mushure memakore matatu ekushanda, iyo yechinyakare sisitimu inozove yakachipa maererano nemutengo wakakwana pane gore-yakavakirwa kumeso kuzivikanwa. Pane zvinhu zviviri zvekufunga nezvazvo pano.

Kutanga, midziyo inotengwa nemuridzi wetiweki inozopera nguva mushure memakore matatu ekushanda. Asi hutsva, matekinoroji epamberi uye maalgorithms ekuzivikanwa kwechiso angangoonekwa, achimhanya pane zvine simba zvakanyanya. Uye mushure memakore matatu, zvichida, midziyo panzvimbo yacho inofanira kuchinjwa zvachose.

Iko hakuna chikonzero chekuita izvi neyegore system - iyo sevhisi iri kugara ichivandudzwa uye ichivandudzwa nekuda kwekuvandudzwa kwealgorithms uye kukura kwekombuta simba renzvimbo dzedata. Tsigiro yezviyero zvekuchengetedza haina kusungirirwa kune Hardware.

Chechipiri, kuchengetedza mari mumakore ekutanga kuchakubvumira kushandura mari iyi kakawanda, kuunza imwe purofiti kune bhizinesi.

Yakapfuura, yazvino uye yeramangwana yekuzivikanwa kwechiso kwegore

Iko kushanduka kwemaitiro ekuzivikanwa kwakawedzera mumakore achangopfuura. Kasiri kare, panzvimbo yealgorithms yakaoma uye neural network, mukuru wezvekuchengetedza anoshandisa komputa akangoenzanisa zviso zvakanyorwa nechirongwa nemadhatabhesi uye akacherechedza kuti vanhu vese ava vaive vanaani.

Mukuwedzera, masisitimu akashanda kuburikidza nemaseva emunharaunda. Saizvozvo, kuti sevhisi ishande, mushandisi aifanira kuisa PC yakatsaurirwa kana yakakosha DVR. Uye idzi ndedzekuwedzera mari yemidziyo uye mari yepamusoro yekushanda kwayo.

Cloud-based face recognition haidi kutengwa uye kumisikidzwa kweimwe mimwe michina kunze kwemakamera, uye ichashanda neaya makamera akatoiswa panzvimbo.

Hapana chikonzero chekushandisa vashandi venyanzvi kuchengetedza kushanda kwemidziyo. Matambudziko ane hunyanzvi mamiriro emidziyo anogadziriswa nemupi webasa pachayo (uye anoita izvi zvakanyanya kupfuura makambani asina hunyanzvi).

Cloud recognition inoshandura inorema uye isina njodzi system yemasevha ekuongorora emunharaunda kuita inochinjika, inoshivirira kukanganisa kwegore chimiro. Mukuita, izvi zvinoreva kuti iyo yekucherekedza sisitimu haichatsamira pane kugona kweiyo chaiyo sevha yakatengwa uye yakaiswa muhofisi yemutengi, pamwe neiyo IT maturakiti ane mutengi uyu. Iko hakuna chikonzero chekutenga michina mitsva uye kupedza nguva yakareba kutaurirana nyaya dzekugadzirisa uye mukana wekuwedzera iyo nemutengesi.

Iro gore rinongogovera mutoro kune ese aripo magadzirirwo ane maseva ane simba. Mutengi haafanire kuchengetedza isingawanzo shandiswa simba rakachengeterwa kushanda panguva dzezvisingatarisirwe zvinotakura zvinhu (mazororo, kupera kwevhiki). Iwe unogona kuziva zvakawanda nezve kugona kweiyo system pa: varangana tine.

"Pravda Kofi" uye OneBucksCoffee zvino zvakonzera dutu rehurukuro, asi munguva pfupi inotevera pachange pasina makambani asara mubhizinesi rekunze pasina kuongororwa kwevhidhiyo. Vatambi vari mumusika wevatengi vane chido chekukurumidzira kuziva vatengi vavo nekuona: gadzirisa sevhisi uye zvinopihwa, ongorora mamiriro emuenzi, kuderedza mutengo uye kudzorera vatengi, uye kwete kungotenga zvigadziriso zvetekinoroji nekuda kwekuzivisa.

Source: www.habr.com