méngoo
Flow matching anam wu bees la ci tàggat ay model generatif yuy jàng 'velocity champ' bu neex di yóbbaale bruit bu bari ay done yu dëggu.
Résumé
It matters because it can match or beat diffusion model quality while generating images in far fewer steps.
Plongeur bu xóot
Flow matching dafay tàggat ab model ngir yóbbu benn distribution probabilite (bruit bu yomb, melni Gaussian) ci beneen (nataal yu dëggu) ci yoon yu wéy. Lu moy mébetu diffusion bu bari xumbaay, bu sukkandiko ci poñ, model bi dafay dellu ginaaw ci saasi benn champ de vitesse: ci poñ bu nekk ak waxtu bu nekk dafay wax ban yoon la ak ban gaawaay la benn échantillon wara toxu. Matching flow conditionnel dafay tax lii mëna dem ci joxe yoon yu yomb ci misaal bu nekk, lu bari ay ligne yu jub, diggante misaalu bruit ak misaalu done, ba noppi tàggat reso bi ngir méngoo ak gaawaay yooyu. Ci jamonoy defar, dangay tàmbalee ci bruit ba noppi nga boole barab bi nga jàng ak benn solver ODE. Rectified flow, benn anam bu siiw, dafay jubbanti yoon yii ci saasi suko defee generation soxla jéego yu néew ci saafara. Dafay jàppale xeetu diffusion 3 bu dëgër ak Flux.
Gis-gis xarala
Kaf gi gëna am solo mooy ñàkka méngoo ak debit bi war: du xayma benn gaawaay marginal bu mënul saafara ci kaw done yépp, dangay tëral ci benn poñ done, tabax yoonu interpolation bu yomb (lu melni, x_t = (1-t) * bruit + t * done), nga delloosi reso bi xam gaawaay ci yoon woowu (data 's). Buñu ko méngale ak ñaar yu bari, loolu dafay firndeel ni dafay am marginal field bu dëggu bi. Suko defee jël misaal bi dafay saafara equation différentielle bu amul benn werante, muy deterministe te neex.
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 méngoo
Flow matching mingi gaaw nekk rëset bi ñuy tàggat ngir defar nataal yu mag ak wideo ndax yooni probabilite yu gëna jub dañuy tekki jéego yu néew ci sampling ak njëg yu gëna néew. Xaarandil distillation bu nuru debit buñ jubbanti ngir push generation bu baax ci benn wala ñaari jéego, wideo ci jamono dëgg ak synthese 3D, ak boole ak diffusion ci benn kaadaru jamono ju wéy. Gëstukat yi dañu koy yaatal itam ci ay done yu wuute, ay sàrti jëfu robotik, ak ay simulaasioŋ gëstukat, fu dem ak dikk bu yomb te ñu mëna saytu diggante séddale yi am solo.
Doxal ci àdduna dëgg
Dafay am doole ci xeetu bind-ci-nataal yu bees yu melni Stable Diffusion 3 ak Flux yuy jëfandikoo tàggat yaram buñ jubbanti
Defar nataal ci jéego yu néew yu gëna néew ci diffusion cosaan, wàññi ordinatër ak latency
Jàngat politiku robotik, di barab buy méngale ay xeeti jëf yuy jaar yoon ci seetlu yi
Wideo yu gaaw ak defar ay xéewali 3D yu am njariñ ci yooni sampling yu jub, yu néew
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
Voicebox Flow buy méngoo ak defar kàddu
Laaj yi ñuy faral di laaj
What is Flow Matching?
Flow matching anam wu bees la ci tàggat ay model generatif yuy jàng 'velocity champ' bu neex di yóbbaale bruit bu bari ay done yu dëggu. Dafa am solo ndax mën na méngoo wala raw kalite modelu diffusion bi boole ci defar nataal ci jéego yu néew lool.
Lan la modelu matching flow di jàng ngir wax luy waaja am?
Flow matching dafay dellu ginaaw ci wàllu gaawaay bu aju ci waxtu, di fësal yoon wi ak gaawaay bi ngir yóbbu misaal yi ci bruit bi dem ci distribution done yi.
naka lañuy defaree misaal ci xeetu matching flow buñ tàggat?
Generation mingi tàmbali ci misaalu bruit ba noppi boole ODE (vilocité champ) biñ jàng ci kanam ngir yegg ci misaalu done.
Lan moo waral debit bi méngoo ak perte bi mën nañu ko tàggat?
Bu ñu sukkandikoo ci benn misaalu done, ñu tabax yoon wu yomb (lu melni, liiñ bu jub) ak gaawaay buñ xam, mébetu marginal bi mënul saafara dafay nekk régression bu yomb.
Lan moo waral 'flow rectified' bi gëna gaaw ci defar?
Yoon yu gëna jub mën nañu leen boole ci anam wu jaar yoon ci jéego yu néew, loolu dafay wàññi bu baax limu jàngat yi ci reso bi ci diiru jël misaal.
Ban xeetu nataalu jamono lañu tabax ci kaw debit bu méngoo / debit buñ jubbanti?
Stable Diffusion 3 ak Flux dañuy jëfandikoo xeetu tàggat-flux buñ jubbanti, sabab bu mag bi tax matching flow gëna am solo.