Résumé
SpecAugment xeetu yokk done bu yomb la waaye am doole, muy maske ak deforme spectrogramu kàddu ngir gëna dëgëral xeetu xàmmee yi. Dafa yokk njub ci benchmarks te amul benn coppite ci audio wala model bu bees.
SpecAugment ngir Xamme Kaddu mingi toog ci biir liggéeyu audio-IA biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media.
Plongeur bu xóot
SpecAugment, bi Brain (Park ak ñeneen) dugal ci 2019, dafay yokk tàggat xamme kàddu ci soppali spectrogram log-mel bi ci saasi moo gën forme onde bu ñor bi. Dafay jëfandikoo ñatti mbir: time warping, muy tàllal tuuti wala di kompresse audio bi ci axis time bi; maske fréquence, biy dindi bande chaine fréquence yi; ak maskeer waxtu, luy dindi jéego yu yàgg yi. Su SpecAugment forse model bi mu xàmmee wax doonte ay pàcc ci spectrogram bi dañu nëbbu, SpecAugment dafay nekk regularisation ba noppi moytu overfitting. Dafa yomb lool te am njariñ, di jàppale xeetu LAS ñu yegg ci njuumti yi gëna mag ci LibriSpeech ak Switchboard, te mingi wéy di nekk ingredient biñ jagleel pipeline tàggat ASR yu bees yi.
Gis-gis xarala
SpecAugment dafay dox ci spectrogram 2D melni ab nataal. Maskeer fréquence dafay dindi benn bloku chaine de fréquence mel; maskeer waxtu dindi ab bloku kadre yu bari; deformaasioŋ waxtu dafay soppi poñ biñ tànn ci axis waxtu bi ci jëfandikoo interpolaasioŋ. Mën nañu def mask yu bari ci wax ju nekk. Ndax mask yi dañuy soppeeku jamono bu nekk, model bi dafay gis xeetu wuute yu bari ci misaal bu nekk, gëna suqali generalisation te du dajale ay done yu bees.
Xam SpecAugment ngir xàmmee kàddu
SpecAugment xeetu yokk done bu yomb la waaye am doole, muy maske ak deforme spectrogramu kàddu ngir gëna dëgëral xeetu xàmmee yi. Dafa yokk njub ci benchmarks te amul benn coppite ci audio wala model bu bees. SpecAugment ngir Xamme Kaddu mingi toog ci biir liggéeyu audio-IA biy soppi kàddu, music, ak son ngir jokkoo, yombal jëfandikoo gi, ak defar media. Ngir tabax xam-xam bu xóot, jàppal SpecAugment for Speech Recognition ni xeetu liggéey, du benn man-man: leeral njariñ yi nga bëgg, leeral xalaat yi, ba noppi 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 SpecAugment ngir Xamme Kaddu 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
Yokkateg njuumti ci kàddu yi ci LibriSpeech ci maskeer bande spectrogram yi ci diiru tàggat yaram
Yamale xeetu ASR yu mujj ba ci njeexte yu melni LAS wala Conformer ngir wàññi fitting bu ëpp
Yokk ay done yu néew ngir làkk yu néew doole te doo enregistre ay audio yu bees
Defar xalaatu maske ngir saytu kàddukat yi ak xaaj xew-xewu audio
Modèlu jëfandikoo
SpecAugment ngir xàmmee kàddu ci jëf
Yokkatal njuumti ci kàddu ci LibriSpeech ci maskeer bande spectrogram yi ci diiru tàggat yaram.
Yokkateg njuumte ci baat ci LibriSpeech ci maske spectrogram bands ci diiru tàggat 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 njuumti yi ak njuumte yi ci diir bi.
SpecAugment ngir xàmmee kàddu ci jëf
Yamale xeetu ASR yu mujj ba ci njeexte yu melni LAS wala Conformer ngir wàññi fitting bu ëpp.
Yamale xeetu ASR yu mujj ba ci njeexte yu melni LAS wala Conformer ngir wàññi overfitting 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.
SpecAugment ngir xàmmee kàddu ci jëf
Yokk ay done yu néew ngir làkk yu néew doole te doo enregistre audio bu bees.
Yokk ay done yu néew ngir làkk yu néew doole te duñu enregistre ay audio yu bees. Ekip yi dañuy faral di am njariñ yu gëna baax suñu joxee ay 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 bu gàtt.
SpecAugment ngir xàmmee kàddu ci jëf
Defar xalaatu maskeer bi ngir saytu kàddukat bi ak xaaj xew-xewu audio bi.
Defar xalaatu maske ngir xool waxkat bi ak xaaj xew-xew audio Teams yi dañuy faral di am njariñ yu gëna baax suñu joxee thresholds kalite 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.