Résumé
ECAPA-TDNN architecture reso neuronal la buy soppi bépp clip buy wax ci 'impression baat' bu dëgër, suko defee masin yi mëna xam kiy wax. Dafa taxawal tolluwaayu art bi ngir saytu kàddukat yi te mingi wéy di nekk fasu liggéey bi ci ginaaw sistemu ID baat tay.
ECAPA-TDNN Xamme kàddukat yi dañu toog ci biir audio-IA workflows yiy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media.
Plongeur bu xóot
ECAPA-TDNN mooy Tegtal Chaine, Tasaaro ak Dajale ci Reseau Neural yu Yeexal Waxtu, Desplanques ak ay naataangoom ñoo ko dugal ci 2020. Dafa tabax ci kaw anamu x-vector bu yàgg bi waaye yokk na ñetti yeesal yu am solo: Man-mani chaine yu bari yu am doole, leeral yu bawoo ci diisaay yu xóotul ak yu xóot, ak chaine-ak-contexte-dependent statistik pooling buy tënk ab waxin bu am guddaay bu mën soppiku ci benn vecteur fixe. Ñu ngi ko tàggat ak softmax buy yokk (AAM-softmax) perte ci corpus yu mag yu melni VoxCeleb, dafay defar ay embedding yu clips yu benn waxkat bi di dajaloo bu baax. Ñaari emprent baat ñu ngi koy méngale ak nuru cosine. Ci kaw test bu VoxCeleb1 dafa puus njuumte yu tolloo ci suufu lu tollu ci 1 pursaa, muy tëb bu rëy ci sistem yu njëkk ya.
Gis-gis xarala
Li gëna am solo mooy boole lim yi: ludul def moyenne ci niveau de cadre, reso bi dafay jàng poids attention ci chaine bu nekk, suko defee kadre yu am solo (wax bu leer) di lim lu ëpp noppi wala bruit, su ko defee mu xayma moyenne pondérée ak deviation standard pondérée. Blok SE yi ak convolutions yu bari yu nuroo ak Res2Net dañuy may bépp etaas bu nekk ci anam wi ñuy waxee ci àdduna bi yépp. Dafay mujjee nekk 192 dimension, ñu def ci distance cosine.
Xam ECAPA-TDNN Xamme Waxkat
ECAPA-TDNN architecture reso neuronal la buy soppi bépp clip buy wax ci 'impression baat' bu dëgër, suko defee masin yi mëna xam kiy wax. Dafa taxawal tolluwaayu art bi ngir saytu kàddukat yi te mingi wéy di nekk fasu liggéey bi ci ginaaw sistemu ID baat tay. ECAPA-TDNN Xamme kàddukat yi dañu toog ci biir audio-IA workflows yiy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media. Ngir tabax xam-xam bu xóot, jàppal ECAPA-TDNN Speaker Recognition ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ak tàqale li sistem bi mëna def ci anam wu wóor ak li ba leegi soxla àtteb kàngam.
Ci jëf, ekip yu am doole yiy jëfandikoo ECAPA-TDNN Xamme Waxkat yi dañuy jàppee kalite, yeexal, ak nangu ni cër yu am solo ci pexem dugal. Dañuy bind kritër yu leer ngir am ndam, natt leen ci done yu dëggu ak def liggéey, ba noppi ñu baamtu ci anamu ñàkka mëna seetlu, du ci benn yoon benchmark wins. Mooy barab bi xam-xam theorie bi di soppiku nekk kàttan buy yàgg ci produit yi, ci politik yi ak ci liggéey yi.
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat. Ci jamano jooju, risku jëfandikoo Baat bu baaxul ak niru ak nit dafay gëna yokk sudee nanguwul. Xeetu jëf bi gëna dëgër mooy boole gaawaayu jàngat ak disipline nguur: doxal pilote, jàpp firnde, siiwal dogal yi, ak wéy di yeesal kaaraange gi ci anam wi ñuy doxalee, li jëfandikukat bi di xaar, ak sàrti sàrt yi di jëm kanam.
njeextalu pexe
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat.
Dafay gëna yombal jëfandikoo gi jaaraleko ci transkripsioŋ, nettali ak interfaasu baat. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew.
Ekipu mejaa yi mën nañu yónnee audio bu leer ci anam wu gëna gaaw te seen xaalis gëna néew. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu.
Sistem yiy jàkkarloo ak kiliyaan bi mën nañu def waxtaan ci anam wu gëna yaatu. Ci jëfandikoo yu am kalite bu kawe, loolu dañu koy tekki ci sàrti liggéey yuñ mëna natt, ay peggu boroom, ak ay xew-xewu xoolaat yu bari suko defee ekip yi mëna yokk wóolu seen bopp ci barabu yokk lu jaxasoo.
Doxal ci àdduna dëgg
Dugg ci baat biométrique ngir bànkeer ci telefon, fu ñuy méngale emprent baat ki woo ak ab gaaraas buñ bind ci barabu ab PIN.
Waxkat yi diarization ci ndaje jumtukaayi transcription, etiketu 'ki wax kañ' ci boole ECAPA embeddings.
Forensic ak call-center xool ndax ñaari enregistrement yi ci benn nit lañu bawoo.
Xootal rëset yiy saytu waxkat yi ci jumtukaay yu ubbeeku yu melni SpeechBrain ak Kaldi ngir gëstukat yi ak ñiy tàmbali liggéey.
Modèlu jëfandikoo
ECAPA-TDNN xamme waxkat ci jëf
Dugg ci baat biométrique ngir bànkeer ci telefon, fu ñuy méngale emprent baat ki woo ak ab gaaraas buñ bind ci barabu ab PIN.
Baat biometrik dugg ngir bànk telefon, fu baat wookat bi méngoo ak benn template enrolled ci barabu PIN Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds kalite ci kanam, tëye yoon escalation nit ngir jafe-jafe yi, ak topp produit yi ak njuumte yi ci diir bi.
ECAPA-TDNN xamme waxkat ci jëf
Waxkat yi diarization ci ndaje jumtukaayi transcription, etiketu 'ki wax kañ' ci boole ECAPA embeddings.
Waxkat diarization ci ndaje jumtukaayi transcription, etiketu 'ki wax kañ' ci clustering ECAPA embeddings Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds kalite ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ak topp njuréefi produit ak njëgu njuumte ci diir bi.
ECAPA-TDNN xamme waxkat ci jëf
Forensic ak call-center xool ndax ñaari enregistrement yi ci benn nit lañu bawoo.
Forensic ak call-center waxkat xool ngir xam ndax ñaari enregistrement ñu ngi bawoo ci benn nit. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu kalite ci kanam, tëye yoonu escalation nit ngir dosiye yu am solo, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
ECAPA-TDNN xamme waxkat ci jëf
Xootal rëset yiy saytu waxkat yi ci jumtukaay yu ubbeeku yu melni SpeechBrain ak Kaldi ngir gëstukat yi ak ñiy tàmbali liggéey.
Dooleel rëset yiy xool waxkat yi ci jumtukaayi ubbeeku yu melni SpeechBrain ak Kaldi ngir gëstukat yi ak ndoorte yi. Ekip yi dañuy faral di am njariñ yu gëna baax suñu leeralee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit yi ak njëgu njuumte yi ci diir bi.
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.
Wutal ndigal bu leer ngir jàpp baat bi, klone ko ak jëfandikoowaat ko. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw.
Saytu kalite ci kàddukat yu bari ak anam yu bari ci ginaaw. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Mandargal kañ la nit wara xoolaat wala nangu ay génne.
Mandargal kañ la nit wara xoolaat wala nangu ay génne. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim.
Etiketu audio synthetik te nga denc dokimaa ci fimu bawoo ngir mëna lim. Japp jéego bu nekk ni buntu firnde: sudee mattul kritër yi, noppali génne gi, tëj bërëb bi, ba noppi nga yaatal jëfandikoo gi.