TTS diffusion latente
NaturalSpeech benn lignéeru gëstu TTS la bu jublu ci kalite kàddu nit, ak xeetu kàddu yu bees yuy jëfandikoo diffusion bu nëbbu ngir génne kàddu yu riis, yu natureel.
Résumé
It shows how diffusion models, famous for images, can produce expressive, controllable audio.
Plongeur bu xóot
NaturalSpeech bi njëkk (2022) mooy sistem biñ njëkka wax ni yegg na ci niveau nit ci LJSpeech benchmark, déglukat yi mënu ñu ko woon xam bu baax ci enregistrement dëgg yi. Jëfandikoo na autoencoder bu wuute ak ay prior yuñ méngale bu baax ngir tëj bërëb bi am ci digganté tàggat ak jël doggal. NaturalSpeech 2 dafa jël xeetu diffusion bu nëbbu: kàddu yi dañu leen kode ci codec audio neuronal ci vecteur yu nëbbu yuy wéy, ba noppi benn modelu diffusion dafay jàng defar latente yooyu ci bind, loolu mooy tax baat bi mëna klone ci ab laaj bu gàtt. NaturalSpeech 3 dugal na diffusion factorisée, di tàqale wax ci màndarga yu wuute yu melni ëmbiit li, prosody, timbre, ak detay akustik, suko defee ku nekk ci ñoom mën nañu ko modele ak di doxal boppam ngir gëna dëggu ak neexa jëfandikoo.
Gis-gis xarala
Diffusion latente dafay dox ci yokk bruit ci representation latente bu dëgër bu wax ak tàggat reso bi ngir dindi bruit boobu jéego par jéego. Du dindi bruit ci forme onde yu ñor wala spectrogram yu mat, NaturalSpeech 2 dafay dindi bruit ci codec yu nëbbu yi, yu gëna ndaw te gëna yomba modele. Kondisione ci bind ak ab baat buy royuwaay mooy doxal diffusion inverse, suko defee latents yu mujj yi dekode ci wax ju méngoo ak ëmbiit li ñuy laaj ak dàntite waxkat bi.
njeextalu pexe
Dugg ak yegg
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat.
Njëgg ak budget
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew.
Gaawaay ak yaatuwaay
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu.
Ëlëgu kàddu yu natureel ak diffusion Latent TTS
TTS bu sukkandiko ci diffusion ak factorised dafay wane kàddu yu amul benn baat bu natureel waaye ñu mëna ko doxal bu baax, loolu mooy tax jëfandikukat yi mëna tànn timbre, yëg-yëg, ak prosody ni ay dial yu moom seen bopp. Xaarandil sampling bu gëna gaaw jaaraleko ci distilaasioŋ ak diffusion bu néew, clonage zero-shot bu gëna am doole ci ay segond audio, ak boole bu gëna dëgër ak modeli làkk yu yaatu ngir joxe ci xam-xam. Yooyu jéego dañu gëna yokk njariñu watermarking ak ay garanti ngir nangu, ndax klonaas bu dëggu dafay jur risku jëfandikoo bu baaxul.
Doxal ci àdduna dëgg
Istijoo yiy doublage dañuy klone baat aktër ci misaal bu gàtt ngir mëna tànn filmu yi ci gox bi, ñuy jëfandikoo NaturalSpeech 2 bu amul benn kadran.
Platform audiobook yi dañuy defar ay nettali yu méngoo ak ni nit ñi di doxalee, te déglukat yi duñu ko mëna xàmmee ak kàddu yu am doole dëgg.
Jumtukaayi jëfandikoo gi dañuy defaraat baatu nit ki ci enregistrement yu yàgg yi ngir ñi mënatul wax.
Suite yiy sos ëmbiit dañuy may editër yi ñu mëna tànn seen bopp timbre ak prosody, di jàppale màndarga yiñ factorisee ci NaturalSpeech 3.
Risk yi ak balustrade yi
Jëfandikoo baat ci anam wu jaarul yoon ak niru ak nit dafay gëna yokk sudee nanguwul.
Jaar-jaar mën na wàññeeku ci aksan yi, dialect yi wala barab yu bari xumbaay.
Audio synthetik mën nañu ko jaawale ak wax ju dëggu sudee amul etiket bu leer.
Roadmap ngir samp gi
Wutal ndigal bu leer ngir jàpp baat bi, klone ko ak jëfandikoowaat ko.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw.
Mandargal kañ la nit wara xoolaat wala nangu ay génne.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim.
Weyal di banneexu
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Gis bi ci topp
Diffusion audio bu nëbbu bu dëgër
Laaj yi ñuy faral di laaj
What is NaturalSpeech and Latent Diffusion TTS?
NaturalSpeech benn lignéeru gëstu TTS la bu jublu ci kalite kàddu nit, ak xeetu kàddu yu bees yuy jëfandikoo diffusion bu nëbbu ngir génne kàddu yu riis, yu natureel. Dafay wane ni modelu diffusion yi, yu siiw ci nataal yi, mëna defaree audio bu fës, buñu mëna saytu.
Ban jaar-jaar la NaturalSpeech (2022) bi njëkka am?
NaturalSpeech mooy sistem bi njëkka yegg ci niveau nit ci LJSpeech, te déglukat yi mënu ñu ko ràññee bu baax ak kàddu dëgg.
Lan la xeetu diffusion bu nëbbu bu NaturalSpeech 2 di defar?
NaturalSpeech 2 dafay tasaaroo ci kaw codec yu nëbbu yi, yu gëna ndaw te yomba modele forme onde yu ñor, ba noppi dekode leen ci audio.
naka la ko modelu diffusion di defaree ay done ci niveau bu kawe?
Diffusion dafay yokk bruit ci diiru tàggat yaram ba noppi jàng ni ñu koy delloo, defar ay misaal ci denoising ndànk-ndànk ci bruit yu bari.
Ban kàttan bu am solo la diffusion bu nëbbu bi di jox NaturalSpeech 2?
Sudee NaturalSpeech 2 dafay jëfandikoo baat bu gàtt, mën na klone baat bu waxkat buñu musul tàggat bu baax.
Lan mooy xalaat bu mag bi ci 'tasaaroo fakteer' bu NaturalSpeech 3?
Diffusion factorisée dafay dindi ëmbiit li, prosodie bi, timbre bi, ak detay akustik yi suko defee ñu mëna modele bu nekk ak di doxal boppam.