Résumé
Connectionist Temporal Classification (CTC) ab fonction perte la ak ab pexem dekode buy may reso neuronal yi ñu soppi ab audio bu gudd ci bind te kenn du def loxo ngir méngale son bu nekk ak araf bu nekk. Dafa def xàmmee kàddu ci njeexte ba ci njeexte ndax saafara jafe-jafe jubluwaay bu metti bi.
Connectionist Temporal Classification mingi toog ci biir liggéey audio-IA biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media.
Plongeur bu xóot
Kaddu yi dañu jaxasoo: baat 'nanga def' mën na dem ba 40 kadre audio, te kenn mënul wax ban kadre mooy 'h' bi. CTC, bi Alex Graves dugal ci 2006, dafay moytu lii. Reseau bi dafay genne ay probabilite ci kaw araf yi (ak benn jeton 'blank') ngir kadre bu nekk. CTC dafay màndargaal njubluwaay bu baax ni bépp yoon kaadar-ci-kadre buy wàcci ci mbind miñ bëgga topp ginaaw ñaari sàrt: boole araf yu bari, ba noppi efaase barab yu amul dara. Ndax yoon yu bari dañuy méngoo ak benn mbind, CTC dafay boole probabilite yi ci ñoom ñépp ci jëfandikoo algorithm buy prograam dinaamik (algorithm biy jëm kanam-ci ginaaw) ba noppi di tàggat reso bi ngir mëna yokk limu mëna am. Token bu amul dara mooy pexe bu am xel biy may model bi mu wax 'amul lenn lu bees fii' ba noppi tàqale baamtu yu dëggu yi melni double-L ci 'nanga def'.
Gis-gis xarala
Li gëna am solo ci CTC mooy moom boppam ci anam wu am sart: buñu sukkandikoo ci audio bi, génnekaayu kadre bu nekk dañu koy seetlu moom boppam, amul benn modelu làkk buñ lakk ci. Loolu dafay tax summasioŋ bi jëm kanam-ci ginaaw nekk lu yomb waaye loolu dafay tekki ni CTC dafay génne ay génne yu gëna am doole (li gëna bari ci blank, ak ay spikes ci modelu ak màndarga yu ñaw). Seetug beam ak LM buñ boole, ñu koy faral di woowe dekodaasu prefix-beam, dafay gëna baaxal njubte gi ci dekodaasu argmax bu bëgg lu bari.
Xam xaajalug jamonoy lëkkalookat
Connectionist Temporal Classification (CTC) ab fonction perte la ak ab pexem dekode buy may reso neuronal yi ñu soppi ab audio bu gudd ci bind te kenn du def loxo ngir méngale son bu nekk ak araf bu nekk. Dafa def xàmmee kàddu ci njeexte ba ci njeexte ndax saafara jafe-jafe jubluwaay bu metti bi. Connectionist Temporal Classification mingi toog ci biir liggéey audio-IA biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media. Ngir tabax xam-xam bu xóot, jàppal Connectionist Temporal Classification ni xeetu liggéey, du benn man-man: fësal 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 Connectionist Temporal Classification dañuy jàppee kalite, latency, 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
Reglage bu baax wav2vec 2.0 ak boppu CTC ngir tabax xeetu kàddu-ci-bind bu ubbeeku ci làkk wu néew doole
Defar ay timbre yu tollu ci baat ak fonem ngir ay sous-titre ak karaoke jaaraleko ci CTC
Sous-titre ci aparey bi modelu CTC buy dawal di bind ak latency bu néew
Xamme bind ak loxo, fu CTC di jàng benn liiñ bu cursif te du njëkka xaaj araf yi
Modèlu jëfandikoo
Koneksionist xaajale ci diir ci jëf
Reglage bu baax wav2vec 2.0 ak boppu CTC ngir tabax xeetu kàddu-ci-bind bu ubbeeku ci làkk wu néew doole.
Fine-tuning wav2vec 2.0 ak boppu CTC ngir tabax xeetu wax-ci-tekst bu ubbeeku ci làkk wu néew doole. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ak topp njuumte yi ci diir bi ñuy jëlee produit yi.
Koneksionist xaajale ci diir ci jëf
Defar ay timestamp ci wàllu baat ak fonem ngir sous-titre ak karaoke jaaraleko ci CTC buñ forse.
Defar baat- ak fonem-niveau timestamps ngir sous-titre ak karaoke jaaraleko ci CTC forcé alignment Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Koneksionist xaajale ci diir ci jëf
Kapsioŋ ci saasi ci aparey bi, fu modelu CTC buy dawal di bind ak latency bu néew.
Real-time captioning ci aparey bi benn model CTC streaming di bind ak latency bu néew. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee threshold yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte ci diir bi.
Koneksionist xaajale ci diir ci jëf
Xamme bind loxo, fu CTC di jàng benn liiñ bu cursif te du njëkka segmenter benn-benn araf.
Xamme bind ak loxo, fu CTC di jàng benn liiñ bu cursive te du njëkka segmenter ay arafu benn-benn. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds yu baax ci kanam, tëye yoonu escalation nit ngir jafe-jafe yi, ba noppi topp njariñu produit ak njëgu njuumte 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.