CycleGAN Tekki làkk bu amul jëkkër
CycleGAN dafay jàng tekki nataal ci diggante ñaari domen yu ñuy gis (lu melni fas ci zebra, wala nataal ci tablo) te soxlawul ñaari misaal yu méngoo balaa ak ginaaw.
Résumé
Dafa am solo ndax dajale ay done tàggat yaram lu jafe la, te CycleGAN dafay ubbi toxal stil ngir done yu dëggu yu jaxasoo.
Plongeur bu xóot
Zhu, Park, Isola, ak Efros ñoo ko dugal ci atum 2017, CycleGAN dafay jàppale tekkig nataal ci nataal buñ boolewul. Pexe yu njëkk ya (lu melni pix2pix) dañu soxla ñaari mbir yu leer: benn seen ni foto ak sketch. CycleGAN dindi na sàrt boobu ci jëfandikoo ñaari generatër (G dafay soppi domen A ci B, F dafay soppi B ci A) ak ñaari tànneef yuy àtte realisme ci domen bu nekk. Li gëna doywaat mooy cycle-consistence bi daa ñàkk: soo tekki nataalu fas ci zebra ba noppi nga tekkiwaat ko, danga wara am fasu njëkk ba. Tegtal bii dafay tere generatër bi sosal ay génnekaay yu amul benn njariñ, ba noppi di forse ay kàrt yu am solo, yuy denc ëmbiit li. Dafay soppi paysage été yi ci hiver bi, tablo Monet yi ci nataal yi, ak pomme yi ci orange yi, lépp ñu jàngee ko ci ñaari nataal yu wuute.
Gis-gis xarala
CycleGAN dafay boole ñàkkaale ak ñàkka méngoo ak sikl. Generateur bu nekk dafay jànkoonte ak benn discriminateur PatchGAN buy xaaj patch nataal yiy jaxasoo ni dëgg wala fenkat moo gën ñu àtte nataal bi yépp. Perte ci cycle bi dafay forse F(G(x)) ci lu jëm ci x ak G(F(y)) ci lu jëm ci y jëfandikoo L1 penalite tabaxaat. Ñàkk dàntite buñu mëna tànn dafay tëye melo bi sudee nataal bi bokk na ci domen biñ bëgga jëfandikoo. Ñari generatër yi dañuy tàggat benn yoon, di jàng kàrt yu wuute yuy tëye structure bi.
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 tekki làkku CycleGAN
Li gëna am solo ci xalaatu CycleGAN, mooy mënngoo ci sikl, mingi wéy di dundu ci liggéeyu tekki làkk bu bees bi, boole ci pexe yu lalu ci diffusion yuy weccoo yaxu ndigg GAN ngir model denoising ak génne yu gëna ñaw, gëna wuute. Leegi gëstukat yi dañuy jëfandikoo tekki làkk bu amul jëkkër ak jabar ci nataali pajum (dajale anam yu skane), méngale domen ngir dawal boppam simulation-ci-toxal dëgg, ak yokk done. Xaarandil seytu bu gëna tar ci li soppeeku ak liy des fiix, boole ci jegewaale ibrid yuy jaxase ay tënk ci sikl ak soppali diffusion bu lalu ci bind.
Doxal ci àdduna dëgg
Soppi nataal yi ci xeetu tablo Monet, Van Gogh, wala Cezanne te du am misaali tablo foto yuñ boole
Soppi nataali paysage été ci seen hiver (ak luko moy) ngir defar ay film wala jeu
Tekki scanner MRI ci nataal yu nuru CT ci gëstu pajum fu scanner malaad yuñ boole amul
Defar wideo simulatëru dawal buñ defar ngir nuru fotorealist ngir tàggat gis-gis oto buy demal boppam
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
Pix2Pix Tekki Nataal ci Nataal
Laaj yi ñuy faral di laaj
Luy CycleGAN tekki bu amul jëkkër?
CycleGAN dafay jàng tekki nataal ci diggante ñaari domen yu ñuy gis (lu melni fas ci zebra, wala nataal ci tablo) te soxlawul ñaari misaal yu méngoo balaa ak ginaaw. Dafa am solo ndax dajale ay done tàggat yaram lu jafe la, te CycleGAN dafay ubbi toxal stil ngir done yu dëggu yu jaxasoo.
Ban jafe-jafe bu mag la CycleGAN mëna saafara, te pexe yu njëkk ya melni pix2pix mënu ñu ko saafara?
Li gëna am solo ci CycleGAN mooy tekki làkk bu amul ñaar, jàng kàrt ci diggante domen yu bawoo ci ñaari dajale nataal yu amul benn lëkkaloo, du ñaar yu leer.
Lan mooy ñàkka méngoo ci sikl bi?
Konsistansi cycle dafay tekki ni F(G(x)) dafa wara tollu ci x: fas wu soppiku nekk zebra ak ginaawam dafa wara niroo ak fasu njëkk ba.
Ñaata generatër la CycleGAN di jëfandikoo?
CycleGAN dafay jëfandikoo ñaari generatër, benn ngir tekki bu nekk (A ba B ak B ba A), boole ci ñaari tànneef.
Ban xeetu tànneef la CycleGAN di faral di jëfandikoo?
CycleGAN dafay jëfandikoo ab tànneef PatchGAN buy àtte patch yiy jaxasoo ni dëgg wala fen, di ñaax realisme lokal.
Lu tax yenn saa yi ñuy yokk ñàkka dàntite ci CycleGAN?
Ñàkk dàntite dafay yar coppite yu amul njariñ sudee nataal baa ngi ci domen biñ bëgga jëfandikoo, di jàppale melo yi ak tint yi ñu baña gaawa jeex.