CLIP ak misaali làkku gis-gis
CLIP xeetu model la bu bawoo ci OpenAI buy jàng boole nataal ak mbind ci boole leen ci benn barabu math.
Résumé
It is the quiet workhorse behind image search, content moderation, and many text-to-image generators.
Plongeur bu xóot
Ñu ngi ko génne ci 2021, CLIP (Tàggat bu njëkk ci làkk wi ak nataal yi) dafa tàggat lu tollu ci 400 milioŋ ciy peeru nataal yuñ jëlee ci web bi. Dafay jëfandikoo ñaari encodeur: benn bi dafay soppi nataal bi def ko vecteur, beneen bi dafay soppi bind bi def ko vecteur, ñoom ñaar ñu nekk ci barab buñ bokk. Model bi dafay jàng ni foto xaj ak kàddu yi "nataalu xaj" ñu toog jegewaale, waaye ñaar yu tolloowul ñu toog fu sori. Loolu dafay ubbi xeetu zero-shot: ngir etikete benn nataal, danga koy méngale ak tegtali mbindu kategori kàndidaa yi nga tànn bi gëna jege, te doo tàggat benn xeetu xeetu. CLIP nekk na jumtukaay bu am solo, di jiite ñiy defar nataal, di dooleel seetug nataal semantik, di segg ay done, ak di jëmmal xeeti làkki gis-gis yu gëna mag yu melni Flamingo, LLaVA, ak GPT-4V.
Gis-gis xarala
CLIP dañu ko tàggat ak mébet bu wuute. Ci biir benn xeetu nataal-tekst, dafay xayma nuru (jaaraleko ci nuru cosine) ci diggante nataal bu nekk ak mbind mu nekk, ba noppi mu defar encoder yi ngir yokk poñ yi ci ñaar yu baax yi ak wàññi poñ yi ci boole yu jaarul yoon yépp. Encodeur nataal bi dafay nuru Transformateur Vision buy xaaj nataal bi ay pàcc; encodeur bi dafay soppiku ci kaw jeton yi. Ndax ñoom ñaar ñépp dañuy defar vecteur yuñ mëna méngale, mën nga méngale bépp nataal ak bépp mbind ci saa si.
njeextalu pexe
Gaawaay ak yaatuwaay
Visual IA mën na otomatise saytu, gis ak etiketu liggéey ci eskaal.
Tabax tànneef
Ekipu kreatif yi mën nañu defar konsept yu gëna gaaw te duñu def lu bari ci loxo.
Ekip ak def liggéey
Liggéeyukaay yi mën nañu jëfandikoo siñaal nataal wala wideo yu jafewoon lool ci liggéey.
Ëlëgu CLIP ak misaali làkk yi
CLIP-style alignment leegi dafay tabax ci biir model multimodal yu gëna mag yu mëna waxtaan, xalaat ak tontu laaj yi jëm ci nataal yi. Xaarandi tàggat yaram yu gëna mag te gëna set, jàppale làkk yu bari, ak yokk ci wideo ak audio. Gëstukat yi ñu ngi liggéey ngir wàññi jafe-jafe askan wi ak demografik yi CLIP di jëlee ci done web yi, ak ngir gëna mëna xam bu baax (limu mbir yi, jàng mbind, diggante barab yi) fu xeetu wuute yi des néew doole. Lu version yu ubbeeku yu melni OpenCLIP di gëna màgg, kol nataal-bind bii dina wéy di tasaaroo ci seetlu, robotik, ak jumtukaayi jëfandikoo.
Doxal ci àdduna dëgg
Seetug bibliotek foto bu am mbind yu melni "jant buy so ci kaw tundu" ci barabu etiketu tur fichier
Yorandi bind-ci-nataal generatër suko defee génne gi méngoo ak laaj biñ laaj
Màndargaal nataal yu wóorul wala yu génn ci sàrt yi ci méngale leen ak tegtali ëmbiit yiñ tere
Yamale sa bopp wala bind ay mbind ci nataal yu yaatu te amul etiket ngir gëstu wala njaay ci e-commerce
Risk yi ak balustrade yi
Yelleefi nataal ak nangu mën na nekk risku yoon sudee fi ñu bawoo leerul.
Performance model bi mën na wuute ci leeraay bi, demographie bi ak environmaa bi.
Njuumteg positive yi mën nañu dem te kenn duko seetlu fileek xool wuñu buntu wóolu sa bopp.
Roadmap ngir samp gi
Mandargal kritërium nangug njub, woowaat ak njëgu njuumte.
Saytu ak done yu méngoo ak anam yi ñuy liggéeyee dëgg.
Yokk jàngat nit ngir xam fu wóorul dara wala am njeexital yu rëy.
Toppal model drift bi nga baaxal ko ginaaw bi kamera bi wala done yi soppeekoo.
Weyal di banneexu
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Gis bi ci topp
Xool-Làkk-Jëf Royuwaayi Robotik
Laaj yi ñuy faral di laaj
What is CLIP and Vision-Language Models?
CLIP xeetu model la bu bawoo ci OpenAI buy jàng boole nataal ak mbind ci boole leen ci benn barabu math. Mooy fasu liggéey bu dal bi ci ginaaw seetlu nataal, ëmbiit li, ak generatëri bind-ci-nataal yu bari.
Lan mooy xalaat bu mag bi ci ginaaw CLIP?
CLIP dafay boole nataal yi ak mbind yi ci benn espace vecteur buñ bokk suko defee ñu mëna natt seen nuru ci saasi.
Ban xeetu tàggat la CLIP di jëfandikoo?
CLIP dafay jëfandikoo ab mébet buy wuutale: ñaari nataal-kapsioŋ yu dëggu yi dañu leen di xëcc ñu jegewaale, waaye ñaar yi méngoowul dañu leen di tàqale.
Luy 'xeetu zero-shot' ak CLIP?
CLIP mën na joxe etiketu nataal yuñu musul tàggat bu baax ngir ñu mëna tànnal leen ci méngale leen ak tegtali mbindu kategori kàndidaa yi.
naka la CLIP di nattee ndax nataal bi ak mbind mi dañu méngoo?
CLIP dafay kode bu nekk ci benn vecteur ba noppi xayma nuru cosinus; nuru bu gëna mag dafay tekki méngoo semantik bu gëna jege.
Lu tollu ci ñaata done lañu tàggatee CLIP?
CLIP jàng na ci lu tollu ci 400 milioŋ ciy nataal yuñ dajale ci net bi, loolu tax mu am xam-xam bu yaatu ci làkk wi ñuy gis.