Sei kuzivikanwa kwemufananidzo kwakakosha?

Inosvika 80% yezvinhu zviri pawebhu zvinoonekwa. Iwe unenge uchitokwanisa kutanga kuona kuti sei kunyora mifananidzo kuchigona kubata nzvimbo yayo saishe wetafura yezvinhu. Zvisinei nekuti vanhu kana masangano, kucherechedzwa kwemufananidzo weAI kwaita kuti zvive nyore kusiyanisa zvinoonekwa pamhepo nechinhu chisina basa. Ikoko mapikicha anosvika mabhiriyoni 657 anotumirwa gore rega rega nekuchenjera, nechikamu chikuru chichiratidza kuburikidza neinternet media. Chidimbu chakanaka chemifananidzo iyoyo vanhu vari kufambira mberi zvinhu, zvisinei nekuti vari kuzviita netsaona. Mutengi akagadzirwa zvemukati (UGC) muchimiro chayo chakanyanya kunaka isimba rinopa simba remhando sezvo ichipa yakanyanya kunaka kufambira mberi.

Pane zvishandiso zvekushambadzira kune masangano ealarm kana paine chiziviso chemutengi kuburikidza neinternet media, asi hazvifanirwe kutaurwa chimwe chinhu nezve kana kufambira mberi kwemhando kunoitika pasina chero munhu anonyora zita rake musocial post? Iyi ndiyo nzvimbo iyo AI kucherechedzwa kwemufananidzo kunoratidza kukosha kwayo. Kana iyo tekinoroji inochengetwa yeakakodzera dataset, AI inokwanisa kusiyanisa mufananidzo usina mavara akajeka anoreva. Mhedzisiro yacho yakakosha kuti mabhureki atevedze uye ateedzere zviziviso zvavo zvemagariro.

Kuzivikanwa kwemufananidzo kunoshanda sei?

Sezvo isu pamwe tichiziva kuti AI inogona kutarisa kuburikidza newebhu-yakavakirwa midhiya nhanho ichitsvaga mafoto uye nekuasiyanisa neyakakura ruzivo ruzivo. Iyo panguva iyoyo inosarudza yakakodzera mufananidzo unofanana pamwero nekukurumidza zvakanyanya kupfuura izvo vanhu vanogona kuita. MaBrand anoshandisa kubvuma kwemifananidzo kuwana zvirimo sezvavo kuburikidza newebhu-based media. Izvi zvinoreva kusiyanisa chiratidzo chemhando kana kuona mamiriro echinhu chakasarudzika pakati pewebhu-based media client. Kukumbira kuti vanhu varedze kuburikidza nedata rakawanda kudaro zvinonetesa. Hungwaru hwakateedzerwa haunetseki pamusoro pekukanganisa kwemunhu, uye hunodzosera mibairo chaiyo pamatanho asina kuenzaniswa. Artificial intelligence picture yekubvuma inoratidza zviri kutaurwa nevanhu nezve brand pasina chinodiwa chemavara. MaBrand akagadzirira kutevera zviziviso zvavo zvemagariro pasina vatengi vanotarisira kutaipa zita resangano rinozokwira munzvimbo yakakosha. Iko mukana wekutora mukana wekubatanidzwa kwavo pamhepo chete kuburikidza neAI zvinozivikanwa zviziviso zvakakura uye zvinopa kusanganisa kusingaenzaniswi.

Heano mamwe maitiro akajairika ekuzivikanwa kwemifananidzo: -

Kubva pakutanga isu tinofanirwa kusarudza kana ruzivo rwemufananidzo rwune chimwe chinyorwa, kuratidza, kana kufamba. Basa iri rinowanzo kutariswa nemoyo wese uye pasina kushanda nesimba nemunhu, asi harisati rabatwa zvakakwana muchiratidzo chePC chenyaya yacho yese: zvinyorwa zvekuzvimiririra mumamiriro ekufunga. Matekinoroji ekugadzirisa nyaya iyi anogona kunyatso gadzirisa nyaya dzakajeka, semuenzaniso, zvinhu zvesvomhu (senge, polyhedral), zviso zvevanhu, mavara akadhindwa kana kunyorwa, kana mota, uye mumamiriro ezvinhu akajeka, anowanzo kuratidzwa kusvika kune ese. yakatenderedza inopenya kupenya, hwaro, uye chimiro chechinhu ichienzanisa nekamera. Kusiyana kwakasiyana-siyana kwenyaya yekubvuma kunoratidzwa mukunyora:

• Kuzivikanwa kwechinhu

Chimwe kana zvishoma zvakafanotemerwa kana zvakadzidzwa zvinyorwa kana makirasi echinhu anogona kunzwisiswa, kazhinji pamwe chete nemamiriro avo e2D pamufananidzo kana 3D mamirire echiitiko.

• Kuzivikanwa

Nyaya yega yega yechinyorwa inonzwisiswa. Mienzaniso inosiyanisa humbowo hwechiso chemumwe munhu kana chiratidzo chakasiyana, kana ID yeimwe mota.

• Kuonekwa

Mashoko emufananidzo anoongororwa kune imwe mamiriro. Mamodheru kuwanikwa kwemasero anofungidzirwa asinganzwisisike kana matishu mumifananidzo yekiriniki kana kuzivikanwa kwemotokari mune yakarongwa mutengo wemumugwagwa. Kuwanikwa kunoenderana nezviri pakati nepakati uye nekukasira maverengero ari pano neapo anoshandiswa kutsvaga mamwe matunhu ane mwero eruzivo rwemifananidzo inokatyamadza iyo inogona kusarudzika nekukumbirwa kwakadzama mazano ekugadzira shanduro chaiyo.

Mamwe mashoma ekuita zvinoenderana nekubvuma aripo, semuenzaniso,

• Content-based picture kupora

Pano kuwana mifananidzo yese muhurongwa hukuru hwemifananidzo ine chimwe chinhu. Chinhu chacho chinogona kutariswa nenzira isingatarisirwi, semuenzaniso kusvika pakuenzanisa pikicha ine chinangwa (ndipe mifananidzo yese semufananidzo X), kana kusvika padanho rakakosha rekutsvagisa zviyero zvakapihwa sekupinza zvinyorwa (ndipe mifananidzo yese ine akawanda. dzimba, dzinotorwa munguva yechando, uye dzisina motokari mairi).

• Ita ongororo

tinoda kuyera nzvimbo kana kutungamira kwechimwe chinyorwa tichienzanisa nekamera. Muenzaniso wekushandisa kweiyi zano waizobatsira robhoti kudzoreredza zvinhu kubva mutsetse wekufambisa mune mechaniki yekugadzira system mamiriro.

• Optical character kubvuma

OCR iyo iri kusiyanisa mavara mumifananidzo yezvakadhindwa kana zvakanyorwa nemaoko, kazhinji nechinangwa chekupedzisira chekukodha zvirimo musangano zvakanyanya uye kupa simba rekuchinja kana kuodha Dhipatimendi reComputer Science neUinjiniya, Michigan State University. Matanho anogadzirwa kuti aone zvinhu, kuwana kuti ndeapi emhando yepamusoro anozviziva kubva kune vamwe, uye kuronga maverengero anogona kushandiswa nemuchina kuita hunhu. Zvishandiso zvakakosha zvinosanganisira kubvuma kwechiso, chiratidzo chemunwe chinoonekwa, kuongororwa kwemifananidzo, 3D chinyorwa kugadzirwa kwemuenzaniso, nzira yerobhoti, uye kumiririra / kuferefeta kwe3D volumetric ruzivo. Ebb uye kuyerera kutsvagisa nyaya zvinosanganisira biometric simbiso, yakarongwa yekutarisa uye yekutevera, isina maoko HCI, kuratidza kumeso, komputa watermarking uye yekuongorora dhizaini yematura epamhepo. Vakanonoka alumni verabhoritari vakabata nemvumo yekunyora, cheki yekusaina, kudzidza kwekuona, uye kudzoreredza mifananidzo. "

Muenzaniso:

Isu tinofanirwa kuona kuti zvinotora zvinokatyamadza mapixels edata kuti uve nesarudzo yekuziva chinyorwa chemufananidzo, boka rinotyairwa neMIT nyanzvi rawana. Chizaruro chinogona kukurudzira kufambira mberi kunoshamisa mumichina inocherechedzwa humbowo hwemifananidzo yepamhepo uye, pakupedzisira, kupa chirevo kumaPC kuti aone sezvinoita vanhu. Kuratidza mufananidzo mupfupi kungave kufambira mberi kwakakosha pakuita kuti zvive nyore kuverenga mabhiriyoni emifananidzo paInternet. Kubva pari zvino, nzira dzega dzekutsvaga mapikicha dzinotsamira pane zvinyorwa zvakapinzwa nevanhu nemaoko pamufananidzo wega wega, uye mifananidzo yakawanda inoda data rakadaro. Yakarongwa ID yaizopawo nzira yekuisa mafoto mafoto vanhu vatore kubva kumakamera ekombuta kuenda kumaPC avo, pasina kuona uye kunyora pasi pese neruoko. Zvakare, pakupedzisira zvinogona kuita kuti muchina utaridzike, izvo zvingambobvumira marobhoti kuti agadzirise ruzivo runobva kumakamera awo uye kuronga paari. kuti kana mifananidzo miviri iine boka rinoenzana [nhamba], inofungidzirwa kuti inofananidzwa. inogadzirwa kubva muchinyorwa chakafanana, kazhinji gadziriro yakafanana.” Kana mufananidzo mumwe wanga uine hukama nezvakanyorwa kana zita, panguva iyoyo mifananidzo yakasiyana inoronga kodhi yemasvomhu inogona kuratidza chinhu chakafanana, (semuenzaniso, mota, muti, kana munhu) saka zita rine chekuita nemufananidzo mumwe rinogona kunzi. akatamira kune vamwe. "Nemifananidzo yakawanda kwazvo, kunyange kuverenga kwakajeka kunogona kuita nemazvo" mukuona mifananidzo saizvozvo.

⦁ Kuzivikanwa Kwechiso

tinoona kuti maitiro ekubvuma kumeso ari kuramba achizivikanwa senzira dzekubvisa biometric data. Kubvumwa kwechiso kune chikamu chakakosha mune biometric masisitimu uye kunokwezva kune akasiyana maapplication anosanganisira kuona kuona uye chengetedzo. Tichifunga nezvehuwandu hwevanhu vanobvuma mapikicha ezviso pamishumo yakasiyana, kubvuma kwechiso kune mukana unoshamisa wekuchinja kuita hunyanzvi hwekuita sarudzo.

Mufananidzo Recognition Systems

⦁ Kuongorora kwekufamba

Mamwe mabasa anoenderana nekufamba kwekuongorora uko kutevedzana kwepikicha kwakagadzirirwa kugadzira geji yekumhanya kungave pane imwe neimwe yakatarisa mumufananidzo kana mu 3D chiitiko, kana kunyange yekamera inopa iyo mifananidzo. Mienzaniso yemabasa akadaro ndeiyi:

⦁ Ego kufamba

Kusarudza iyo 3D isingachinjiki kufamba (pivot uye dudziro) yekamera kubva mukutevedzana kwemifananidzo yakagadzirwa nekamera.

⦁ Kutsvaga

Zvinotevera zvichange zvichitevera kuvandudzwa kwe (kazhinji) kurongeka kwakadzikama kwetariro yekufarira kana kuratidzira (semuenzaniso, mota kana vanhu) mumutsara wemufananidzo.

⦁ Optical stream

Uku ndiko kusarudza, pane imwe neimwe iri pamufananidzo, kuti iyo pfungwa iri kufamba sei kana ichienzaniswa nendege yemufananidzo, kureva kufamba kwayo kuri pachena. Kufamba uku mhedzisiro yese yekufananidza 3D point iri kufamba munzvimbo uye kuti kamera iri kufamba sei ichienzaniswa nechiitiko.

⦁ Kugadziridza chiitiko

Kupihwa imwe kana (kazhinji) mamwe mapikicha echiitiko, kana vhidhiyo, chiitiko chekubereka chinangwa chekunyoresa 3D modhi yechiitiko. Muchiitiko chakareruka iyo modhi inogona kuve boka re 3D rinotarisa. Mamwe mazano akacheneswa anoburitsa yakazara 3D yepamusoro modhi

⦁ Kuvakazve mufananidzo

Iyo poindi yekuvakazve mufananidzo ndiko kubviswa kwemhirizhonga (sensor mheremhere, kufamba kwakadzikama, zvichingodaro) kubva pamifananidzo. Iyo isinganyanyi kuomesesa nzira yekudzinga mhirizhonga imhando dzakasiyana dzematanho, semuenzaniso, yakaderera-pasi kana nzira dzepakati. Mamwe mazano echizvino-zvino anotarisira muenzaniso wekuti zvimiro zvemifananidzo yevavakidzani zvakafanana sei, modhi inovaziva kubva mumhirizhonga. Nekutanga kuongorora ruzivo rwemufananidzo munguva yakati rebei yezvimiro zvemufananidzo zviri padyo, semuenzaniso, mitsara kana micheto, uye wozodzora iyo inotsaurwa inotsamira pane yemunharaunda data kubva padanho rekuongorora, dhigirii repamusoro rekubuda kwemhirizhonga rinowanzo kufananidzwa neishoma. nzira dzakaoma. Muenzaniso mundima iyi mufananidzo wavo. Mafuremu mashoma mashandisirwo akazvimirira anogadzirisa imwe fungidziro kana nyaya yekuzivikanwa, nepo mamwe achisanganisira diki-kurongeka kwehurongwa hombe iyo, semuenzaniso, ine diki-mafuremu ekudzora ma mechanic actuators, kuronga, data data base, man- muchina chinopindirana, uye zvichingodaro Kuitwa kwacho kwePC yekuona chimiro kunoenderana kana kubatsira kwayo kwakafanotemerwa kana kana chimwe chidimbu chayo chakanyatso kudzidzwa kana kugadziriswa panguva yekuita. Kune, zvingave zvakadaro, hunyanzvi hwenguva dzose hunowanikwa mune akawanda PC kuona