Permutasioŋ tàggat yaram budul soppiku
Permutation invariant training (PIT) xeetu tàggat bu am xel la buy may model bi mu tàqale baat yu bari te du ci xool ban génnug baat bu nekk di wàcci.
Résumé
It solved a stubborn labeling problem that had blocked progress in speech separation.
Plongeur bu xóot
Su reso bi di genne ñaari baat yu wuute, amul sàrt buñ tëral buy wax ni 'speaker 1' ak 'speaker 2' moo wara génne. Sudee tàggat yaram dafay xaar waxkat A ci génnug 1, waaye model bi dafay def A ci génnug 2, dañu koy yar doonte tàqale bi jaar na yoon. Bii 'jafe-jafe weccoo etiket' moo waral model yi di defar ay génne yu fësul, yu yam. Dong Yu ak ay naataangoom ñoo ko dugal ci 2017, PIT daf koy saafara ci jéem bépp lëkkaloo bu mëna am ci diggante génnug model bi ak balluwaay dëgg yi, xayma njuumte ci bu nekk, ba noppi bàyyi njuumte bi gëna ndaw ngir yeesal model bi. Kon reso bi dafay am mbégte ci tàqale bu sell ak komànd bumu mëna doon, def tàggat-waxkat yu bari yu dëppoo mujjee liggéey.
Gis-gis xarala
Ci jéego bu nekk ci tàggat yaram, PIT dafay xayma permutasioŋ yépp yu méngoo ak génn yiñ séentu ci balluwaay yi, ba noppi mu dellu ci jëfandikoo permutasioŋ bi gëna néew ñàkk. Ñaari waxkat dañu am ñaari lëkkaloo; ngir N waxkat, N faktoriyel. Niveau PIT (uPIT) dafay defar benn permutation ci biir wax ji yépp ngir tëye waxkat bi ci chaine de sortie bu dëgër ci diir bu gàtt, moytu waxkat bi di weccoo ci diggu frase bi liggéey bi mëna waral.
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 tàggat yaram budul soppiku
PIT mingi wéy di nekk yax ci gëstub tàqale, waaye yoon yu bees yi wàññi nañu njëgu boole bi ak ñàkka leer gi ci santaane. Xeetu tàqale yu melni tàqale recursif dafay dindi benn waxkat benn yoon, ba noppi pexe waxkat biñ di wut dañuy moytu permutation bi lëmm ci kondisioneer ci benn baat. Xeetu liggéey yi lalu ci heuristic ak graphique dañu bëgga yokk PIT ci limu waxkat yu bari te wuute. Xaarandi xalaati xeetu PIT ñu wéy fépp fu model bi wara defar ay génne yu jaarul yoon, ba ci ginaaw audio bi.
Doxal ci àdduna dëgg
Taggat reso neuronal yi ngir tàqale ñaari wala lu ëpp kàddu yuy jaxasoo ci enregistrement ndaje ak woote.
Sistemu tàqale benn mikro biy am doole, ñu koy jëfandikoo ci kanam ngir xàmmee kàddu yi.
May PIT niveau utterance ngir mëna tëye waxinkat bu nekk ci chaine de sortie buy méngoo ci biir waxtaan wi yépp.
Liggéey ni mébetu tàggat ci xeetu tàqale benchmark jàngat ci ensemble done yu melni WSJ0-2mix.
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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What is Permutation Invariant Training?
Permutation invariant training (PIT) ab pexe tàggat bu am xel la buy may ab model mu tàqale ay baat yu bari te baña bàyyi xel ci ban génnug baat bu nekk di wàcci. Dafa saafara jafe-jafe etiket bu dëgërul bi daan tere jëm kanam ci tàqale kàddu.
Ban jafe-jafe bu mag la tàggat yaram budul soppiku (PIT) di saafara?
PIT dafay saafara jafe-jafe weccoo etiketu: amul benn sabab bu waral génnug 1 wara nekk waxkat A moo gën waxkat B.
naka PIT di xamee ban njuumte lañu wara jëfandikoo suñuy yeesal model bi?
PIT dafay jàngat permutation bu nekk ci permutation bu mëna am ba noppi backpropagate ci liggéey bi gëna néew perte.
Su benn pexe bu melni PIT amul, lan mooy xew ci génnug modelu tàqale bi?
Etiketu bu dëppoowul dafa yónnee ay gradient yu wuute, di puus model bi ci xayma yu moyen, yu taaru ci waxkat yi.
Ngir tàqale N waxkat, ñaata permutation la PIT wara bàyyi xel ci jéego bu nekk?
Amna N! anam yu ñuy joxe N génne ci N balluwaay, moo tax scaling PIT ci waxkat yu bari dafay seer lool.
Ban njariñ la PIT ci wàllu wax (uPIT) yokk ci wàllu liggéey ci wàllu kaadar?
uPIT dafay defar benn permutation ci wax ji yépp, di tere waxkat yi weccoo chaine ci diggu frase bi.