Dayo LaMa-Peinture bu dëgër
LaMa (Large Mask inpainting) reso neuronal bu gaaw la, woyof, muy feesal gox yi ñàkk wala dindi yi ci nataal bi, doonte pax mi dafa rëy.
Résumé
It matters because it produces convincing fills at resolutions far higher than it was trained on, making professional object removal accessible to anyone.
Plongeur bu xóot
LaMa, bi gëstukat yu Samsung AI dugal ci 2021, mingi xeex jafe-jafe bu yagg: xeetu peinture yu bari dañuy lakk wala di fësul suñu leen laajee ñu feesal ay mas yu yaatu wala ay mbind yu ñuy baamtu lu melni kuur yu brik ak dëru carreaux. Li gëna doywaat ci liggéey bi mooy jëfandikoo Fast Fourier Convolutions (FFCs), loolu mooy jox reso bi barab buy jot ci benn couche, moo gën ñu soxla ay fukki-fukki convolution yuñ dajale. Loolu dafay may LaMa mu 'gis' nataal bi yépp ci saasi ba noppi wéyal liggéey bi ci anam wu méngoo. Dañu koy tàggat ci boole ñàkkaale adversarial ak ñàkka xam-xam bu sukkandiko ci reso bu ci boppam jëfandikoo ay barab yu yaatu yuy jot. Resultaa bi dafay generalise bu baax, lu bari ci inpainting 2K nataal yu set ginaaw biñu tàggatee ci mbay yu gëna ndaw.
Gis-gis xarala
Koposaŋ bi gëna am solo mooy Convolution Fourier bu gaaw bi. Convolution normal dafay xool ci patch local bu ndaw, kon ngir jàpp structure bu sori dafay laaj reso bu xóot lool. FFC dafay soppi wàll ci kàrtu màndarga yi ci domen fréquence, def ci benn convolution, ba noppi soppi dellu. Ndax li ñuy jëfandikoo ci domen frequency dañuy nekk ci àdduna bi yépp, benn couche FFC dafay jaxase xibaar ci nataal bi yépp, di jàppale LaMa mu baamtu textures yi ak sargal geometrie global bi melni catu miir yi.
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 Dayo LaMa-Inpainting bu dëgër
LaMa mingi wéy di nekk baseline bu dëgër, baax, te dafa bari luñu ko dugal ci jumtukaayi amul fayda ak editëru nataal yu ubbeeku ndax dafay daw bu gaaw ci hardware bu woyof te amul modelu diffusion bu mag. Tendens bi mooy gasoduc hybrid: jëfandikoo LaMa ngir feesal structure yi ci saasi ak tirage yu metti, ba noppi nga setal ay detay ak xeetu diffusion. Xaarandil xalaatam ci Fourier-convolution ngir wéy di feeñ ci soppali ci jamono dëgg, defar kadre wideo, ak setal nataal mobile ci aparey bi, foofu la gaawaay ak memory bu néew gëna am solo.
Doxal ci àdduna dëgg
Dindi turist yi wala fotobomber yi ci nataali tukki yi, boole ci tëye miir bi ci ginaaw wala asamaan
efaase ay filigran, ay timestamp, wala ay logo ci nataal yi ngir liggéeyu defaraat bu jaar yoon
efaase liiñ kuuraŋ yi ak pano mbedd yi ci nataali limu imobilier yi
Defaraat nataal yu yàgg wala yu yàqu yuñ skane ci feesal xoosu xoosu yi, xoosu yi ak koñ yi ñàkk
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
CodeFormer kanam gu dëgër
Laaj yi ñuy faral di laaj
What is LaMa Resolution-Robust Inpainting?
LaMa (Large Mask inpainting) reso neuronal bu gaaw la, woyof, muy feesal gox yi ñàkk wala dindi yi ci nataal bi, doonte pax mi dafa rëy. Dafa am solo ndax dafay defar ay fees yu leer ci dayo yu gëna kawe lool ci li ñu ko tàggat, tax dindi mbir professionel mëna am ci ku nekk.
Lan mooy màndarga architecture biy jox LaMa gis-gis bu àdduna bi ci nataal bi?
LaMa dafay jëfandikoo ay convolution Fourier yu gaaw (FFCs), yuy dox ci wàllu fréquence ngir joxe barab buy jot ci benn couche.
Lan moo tax LaMa gëna mëna jëfandikoo mask yu rëy yi yeneen model yu njëkk ya?
Ndax FFC yi dañuy gis nataal bi yépp ci benn yoon, LaMa mën na wéyal textures ak geometry ci gox yu bari yu réer.
Benn ci dooley LaMa mooy mën na defar nataal ci ban xeetu dayo?
LaMa dafay yamale bu baax ci dayo yu gëna kawe yi ñuy gis ci diiru tàggat-yaram, moo tax ñu koy woowe dayo-robust.
Ban xeetu textures la LaMa mëna jëfandikoo bu baax ndax liggéeyam ci domaine fréquence?
Fréquence-domaine convolutions méngoo nañu bu baax ak motif periodik, moo tax LaMa dafay wéy di baamtu textures yu melni miir brik ak dëru carreaux.
Ban perte mooy jàppale LaMa mu defar ay fees yu nuru dëgg, du ay moyenne yu fësul?
LaMa dafa boole perte adversarial ak perceptuel, di ñaax textures yu ñaw, yu wóor ci barabu pixel yu fësul.