Tàqale kàddu ak jafe-jafe feetu koktel
Tàqale kàddu mooy tàqale kàddu yi ci enregistremaa bi, fu nit ñu bari di wax benn yoon.
Résumé
It tackles the 'cocktail party problem' that humans solve effortlessly but machines find genuinely hard.
Plongeur bu xóot
Ci benn feet bu bari xumbaay, mën nga bàyyi sa xel ci benn waxtaan, nga segg yeneen yi, muy lu psychologue Colin Cherry tuddee 'jafe-jafe feetu koktel' ci 1953. Ordinatër yi dañu am jafe-jafe ndax baat yuy jaxasoo dañuy jaxasoo nekk benn forme vague, te sistem bi xamul bu njëkk ñaata kàddukat lañu am wala kan lañuy wax. Algorithm yiy tàqale kàddu yi dañuy jël audio bu jaxaso bi daal di génne track bu wuute, bu sell ngir waxkat bu nekk. Xeetu gis-gis yu njëkk ya dañu daan jëfandikoo ay pexe statistik ak ay mikrofoŋ ngir jàpp ci siñaal yi am ci barab bi. Bi ñu amee jéego yu am solo yi ñu am ci njàngale yu xóot yu melni Deep Clustering ak TasNet/Conv-TasNet, ñoom ñooy jàng maskeer wala defaraat baat bu nekk ci jëmmu vague bi, doonte benn mikro lañu.
Gis-gis xarala
Sistem yu bari dañuy liggéey ci wàllu jàng wala spectrogram: reso neuronal dafay xayma benn 'mask' ngir waxkat bu nekk, suñu ko defee ci njaxas mi, dafay xàjjale baat boobu. Modèle domaine temps yu melni Conv-TasNet dañuy sànni spectrogram bi yépp ba noppi di doxal ci misaal yu ñor ngir am fidélité bu gëna rëy ak latency bu gëna néew. Jafe-jafe bi gëna mag mooy jafe-jafe permutation, di xool ban chaine de sortie mooy méngoo ak ban waxkat, loolu ñu koy saafara ci permutation invariant training suko defee ñu baña daan model bi ci komàndu sortie 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 tàqalu kàddu ak jafe-jafe feetu koktel
Taqaloo bi mingi dem ci anam yu ubbeeku, ci àdduna dëgg: limu kàddukat yu xamul ak yuy soppiku, néeg yuy riir, ak audio buy wéy di streaming. Target-speaker extraction, nga jox model bi benn misaalu baat bu gàtt ngir génne nit kooku, mingi yokk bu baax. Modèle audio-visuel yuñ boole dañuy jëfandikoo tànki bët ngir dindi kàddu yi. Xaarandil kàttan yii ñu samp ci aparey yi, earbuds yi, ak transkripsioŋ ndaje yi, may aparey yi ñu wane képp ku nga bëgga dégg.
Doxal ci àdduna dëgg
Jumtukaayi transkripsioŋ ndaje dañuy tàqale waxkat yiy jaxasoo suko defee ñu joxe kàddu ku nekk ci note yi ci anam wu jaar yoon.
Aparey auditif yu xarañ yi dañuy xàjjale benn waxkat ci resto bu fees nit ngir yombal waxtaan wi ci ki koy sol.
Music ak defar podcast dañuy jëfandikoo tàqale ngir tàqale kàddu yi ci jumtukaay yi wala ngir dindi crosstalk bi ci diggante ñiy amal.
Tuyo yiy xàmmee kàddu yi dañuy njëkka tàqale audio bu jaxaso bi suko defee ñu mëna bind baat bu nekk ci anam wu jaar yoon.
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
Demucs Music Source Tàqale
Laaj yi ñuy faral di laaj
What is Speech Separation and the Cocktail Party Problem?
Tàqale kàddu mooy tàqale kàddu yi ci enregistremaa bi, fu nit ñu bari di wax benn yoon. Dafay wax ci 'jafe-jafe feetu koktel' bi nit ñi mëna saafara ci anam wu yomb waaye masin yi dañu ko jafe lool.
Luy 'jafe-jafe feetu koktel'?
Colin Cherry moo ko sos ci 1953, muy nettali jafe-jafe yi ci nekk ñuy déglu benn waxkat fekk nit ñu bari dañuy wax benn yoon.
Lan mooy génnug sistemu tàqale kàddu yuñ jox enregistrement bu jaxaso ci waxkat yu bari?
Tàqale bi dafay defar benn stream bu sell ci waxkat bu nekk, di dindi kàddu yiy jaxasoo ci jaxase bi.
Lan mooy wuutale Conv-TasNet ak yeneen xeeti tàqale yu njëkk ya?
Conv-TasNet dafay jëfandikoo encoder buñ jàng ci audio bu ñor, du spectrogram bu takku, loolu mooy tax ñu mëna tàqale ci anam wu jaar yoon, baña yàgg.
Ak naka la reso yu bari di tàqalee benn baat ci njaxas mi?
Royuwaay bi dafay wax ni waxkat bu nekk dina am mask; soo ko defee ci njaxas mi, dafay tëye li waxkat bi wax, ba noppi dindi leneen li.
Luy 'dindi waxkat biñ bëgga wax'?
Dunga tàqale ñépp, dangay joxe ab baat buy wax te model bi du génne ludul waxkat biñ bëgga wax.