Amabwiriza ya AI

CLIP na Icyerekezo-Ururimi Icyitegererezo

CLIP nicyitegererezo kuva OpenAI yiga guhuza amashusho ninyandiko ushyira byombi mumwanya umwe.

2 min somaIbiherutse kuvugururwa

Incamake

It is the quiet workhorse behind image search, content moderation, and many text-to-image generators.

Kwibira cyane

Yasohowe mu 2021, CLIP (Itandukaniro Ryururimi-Ishusho Yambere-Amahugurwa) yatojwe kuri miriyoni 400 zamafoto-yerekana amashusho yakuwe kurubuga. Ikoresha kodegisi ebyiri: imwe ihindura ishusho mo vector, indi ihindura inyandiko muri vector, kandi byombi bigwa mumwanya uhuriweho. Umunyamideli ariga kuburyo ifoto yimbwa namagambo "ifoto yimbwa" bicara hamwe, mugihe bombi badahuye bicara kure. Ibi bifungura ibyiciro bya zeru: kuranga ishusho, urabigereranya nibisobanuro byanditse mubyiciro byabakandida hanyuma ugahitamo hafi, utabanje guhugura ibyiciro byabigenewe. CLIP yabaye ibikorwa remezo shingiro, iyobora imashini itanga amashusho, iha imbaraga amashusho yishakisha, gushungura imibare, no gutera imbuto nini nini yerekana ururimi rwicyerekezo nka Flamingo, LLaVA, na GPT-4V.

Ubushishozi

CLIP yatojwe ifite intego itandukanye. Mu cyiciro cyibishusho-byanditse byombi, ibara ibisa (binyuze muri cosine isa) hagati ya buri shusho na buri cyapa, hanyuma igahindura kodegisi kugirango igabanye amanota kuri joriji ikwiye kandi igabanye amanota kubintu byose bitari byo. Ishusho ya kodegisi ni muburyo bwa Vision Transformer igabanya ishusho mubice; inyandiko encoder ni Transformer hejuru yikimenyetso. Kuberako byombi bitanga ibice bigereranywa, urashobora guhuza ishusho iyariyo yose ninyandiko.

Ingaruka z'Ingamba

Umuvuduko n'igipimo

AI igaragara irashobora gukora igenzura, gutahura, no gutondekanya imirimo kurwego.

Build choices

Amakipe arema arashobora prototype ibitekerezo byihuse hamwe nintoki nkeya.

Itsinda hamwe nakazi

Ibikorwa birashobora gukoresha amashusho nibimenyetso bya videwo byari bigoye gutunganya.

Kazoza ka CLIP hamwe nicyerekezo-Ururimi rwicyitegererezo

Guhuza uburyo bwa CLIP ubu ni inyubako yubaka imbere muri moderi nini ya multimodal ishobora no kuganira, gutekereza, no gusubiza ibibazo bijyanye namashusho. Tegereza amahugurwa manini kandi asukuye, gushyigikira indimi nyinshi, no kwagura amashusho n'amajwi. Abashakashatsi barimo gukora kugirango bagabanye kubogama kwabaturage n’imibereho ya CLIP yakuwe mu makuru y’urubuga, no kunoza imyumvire yuzuye (kubara ibintu, gusoma inyandiko, imibanire y’ahantu) aho imiterere itandukanye ikomeza kuba intege nke. Nka verisiyo ifunguye nka OpenCLIP ikuze, iyi shusho-inyandiko ya kole izakomeza gukwirakwira mubushakashatsi, robotike, nibikoresho byifashishwa.

Gushyira mu bikorwa Isi

Gushakisha isomero ryamafoto hamwe ninteruro karemano nka "izuba rirenze hejuru yimisozi" aho kuranga izina rya fayili

Kuyobora inyandiko-ku-shusho ya generator kugirango ibisubizo bihuze nibisabwa

Kumurika amashusho adafite umutekano cyangwa hanze ya politiki uyagereranya nibisobanuro byanditse kubintu bibujijwe

Gutunganya-kwikora cyangwa kwandika ibisobanuro binini byerekana ishusho yamakuru yubushakashatsi cyangwa e-ubucuruzi

Ingaruka & Kurinda

Uburenganzira bwishusho hamwe no kwemererwa birashobora guhinduka ibyago byemewe n'amategeko niba ibimenyetso bidasobanutse.

Imikorere yicyitegererezo irashobora gutandukana kumurika, demografiya, nibidukikije.

Ibyiza byibinyoma birashobora kutamenyekana keretse niba ibyiringiro byateganijwe bikurikiranwa.

Igishushanyo mbonera

1

Sobanura ibipimo byo kwemererwa kugiciro, kwibutsa, nibiciro byamakosa.

2

Gerageza hamwe namakuru ajyanye nuburyo nyabwo bwo gukora.

3

Ongeraho isubiramo ryabantu kubwizere buke cyangwa guhanura cyane.

4

Kurikirana icyitegererezo cya drift hanyuma uhindurwe nyuma ya kamera cyangwa dataset ihinduka.

Komeza Ubushakashatsi

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Ubuyobozi bukurikira

Icyerekezo-Ururimi-Igikorwa Cyitegererezo cya Robo

Ibibazo bikunze kubazwa

What is CLIP and Vision-Language Models?

CLIP nicyitegererezo kuva OpenAI yiga guhuza amashusho ninyandiko ushyira byombi mumwanya umwe. Nibikorwa byicecekeye byakazi inyuma yishakisha ryamashusho, kugereranya ibintu, hamwe ninyandiko nyinshi-z-amashusho.

Niki gitekerezo cyibanze inyuma ya CLIP?

KANDA ikarita yerekana amashusho hamwe ninyandiko mumwanya umwe uhuriweho na vector kugirango ibisa nabyo birashobora gupimwa muburyo butaziguye.

Ni ubuhe buryo bwo guhugura CLIP ikoresha?

CLIP ikoresha intego itandukanye: gukosora ishusho-ibisobanuro byombi bikururwa hafi mugihe bibiri bidahuye bisunikwa bitandukanye.

Bisobanura iki 'gushyiramo zeru-kurasa' hamwe na CLIP bisobanura?

CLIP irashobora kuranga amashusho ntabwo yigeze itozwa muburyo bwo kuyashyira mugereranya nibisobanuro byanditse mubyiciro byabakandida.

Nigute CLIP ipima niba ishusho nibisobanuro bihuye?

CLIP ifunga buri kimwe muri vector kandi ikabara cosine isa; byinshi bisa bisobanura guhuza hafi ya semantique.

Hafi yamakuru angahe CLIP yatojwe?

CLIP yigiye kuri miriyoni 400 z'amashusho-yerekana amashusho yakusanyirijwe kuri interineti, itanga ubumenyi bwagutse-ururimi.