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.
Résumé
It set the state of the art for speaker verification and remains the workhorse behind voice ID systems today.
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.
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 ECAPA-TDNN
Gëstu dafay dem ci front-ends yu ñuy saytu seen bopp yu melni WavLM ak wav2vec 2.0 di dundal ECAPA-style back-ends, luy dagg done yiñ soxla ba noppi yokk doole ci bruit ak clips yu gàtt. Xaarandi lëkkaloo bu gëna dëgër ak anti-spoofing suko defee benn xeetu xàmmee ak gëmloo waxkat bi, xeetu distiye yu gëna ndaw ngir jëfandikoo ci aparey bi, ak liggéey bu gëna dëgër ngir wàññi njuumte yi ci aksan yi, at yi, ak làkk yi ginaaw bi biometrik baat di yaatal ci bànk ak jëfandikoo.
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.
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
Xamme akord audio
Laaj yi ñuy faral di laaj
What is ECAPA-TDNN Speaker Recognition?
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.
Lan mooy génnug njëkk ci xeetu ECAPA-TDNN ngir benn clip diskur buñ jox?
ECAPA-TDNN dafay xayma kàddu yu am guddaay bu mën soppiku ci benn vecteur bu am guddaay bu takku buy màndargaal màndarga baatu waxkat bi.
naka lañuy méngale ñaari ECAPA-TDNN ngir xam ndax bokk nañu ci benn waxkat?
Ginaaw ñu dindie embeddings yi, nuru cosine (wala poñ bu méngoo bu melni PLDA) dafay natt ni ñaari emprent baat yi jegee.
Lan lay def 'pooling statistique attentif'?
Liggéeyu lim ak xayma yi dafay jox poñ yi ñu jàng ci kadre yi ba noppi boole leen ci moyenne pondérée ak deviation standard, di fësal kaadar yiy joxe leeral.
Ban setu done lañu gëna jëfandikoo ngir tàggat ak méngale xeetu kàddu ECAPA-TDNN?
VoxCeleb, di clip yu bari yuñ jëlee ci wideo ngir waxtaan ak nit ñu siiw, mooy corpus biñ gëna jëfandikoo ngir tàggat ak jàngat sistem yiy saytu kàddukat yi.
Lan la bloku 'SE' (Fësal-Yeexal) jàppale ci architecture bi?
Squeeze-Excitation blocs yi dañu jàng scale chaine bu nekk ci jëfandikoo ay leeral yu mat sëkk, loolu mooy tax reso bi gëna fësal chaine yi gëna am njariñ.