Gis xew-xewu son
Gis-gis xew-xewu son (SED) dafay xàmmee son yiy xew ci benn stream audio ak kañ lañuy tàmbali ak kañ lañuy taxaw.
Résumé
It turns raw audio into a labeled timeline, enabling machines to understand acoustic scenes.
Plongeur bu xóot
Gis-gis xew-xewu son weesuna etiketu clip ak etiketu rek; dafay wane waxtu ndoorte ak waxtu jeexal xew-xew bu nekk, lu melni xaj buy waay diggante 2.1 ba 3.4 segond fekk oto di romb ci ginaaw. Lii ab jafe-jafe polyphonic la ndax son yu bari yuy jaxasoo mën nañu am ci benn yoon, kon model yi dañu wara jëfandikoo ay etiket yu bari ci benn yoon. Sistem yi dañu leen di faral di tàggat ci ay done yu melni AudioSet, DESED, wala UrbanSound8K. Jafe-jafe DCASE bi ñuy amal ci at mi moo jur yokkute yu bari ci wàll wi. Aplikaasioŋ yi dañu tàmbalee ci àrtu kaaraange kër yu xarañ yi ak di wottu rabi àll yi ba ci gis ay njuumte ci masin usine yi. Jafe-jafe biy wéy mooy etiket bu néew doole, fu clip tàggat yaram yi di wane ni xew-xew bi am waaye duñu wax kañ la.
Gis-gis xarala
Benn gasoduc SED dafay soppi audio bi ci spectrogram log-mel, ba noppi yóbbu ko ci reso neuronal buy dellusi (CRNN) wala, lu gëna bari, ci transformatër. Couche CNN yi dañuy jàpp motif frequency temps yi ci jamono ji couche recurrent wala attention yi dañuy modele contexte temporel, di génne probabilite ci kaadar bu nekk ngir classe event bu nekk. Ngir xam waxtu bu leer ci done yu am etiket yu néew doole, model yi dañuy jëfandikoo jàngat yu bari ak boole bàyyi xel, di génne liggéeyu niveau kadre ci etiket clip yi.
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 gis xew-xewu son
Doxalin bi mingi jubal ci xeetu fondasioŋ audio yu ñuy saytu seen bopp, ñu tàggat leen ci corpus yu mag yu amul etiketu, ginaaw ga ñu defar leen ngir ñu mëna gis ci done yu néew etiketu. Vocabulaire bu ubbeeku ak gis-gis laaj làkk, di laaj ab son bu la neex ci tegtal bind, mingi feeñ. Xaarandil jëfandikoo bu gëna seere ci aparey bi ngir am latency bu woyof, di wottu mbir yu nëbbu, ak boole bu gëna dëgër ak yeneen kaptër. Robustez ci environmaa yi am xumbaay, reverberant, àdduna dëgg mooy gëstu bi gëna am solo.
Doxal ci àdduna dëgg
Xeetu kër gu xarañ ak aparey yiy jàppale nit ñi ñu dégg, di artu jëfandikukat yi ci alarm saxaar, weer buy yàqu, wala xale buy jooy
Sistem yiy saytu bioakustik yiy gis wootu picc yi, baleine yi wala gunóor yi ngir mëna topp biodiversite bi ci àll bi
Jumtukaayi toppatoo biy seetlu son masin yu jaarul yoon ci dëru usin bi balaa aparey bi di yàqu
Reseau yiy saytu bruit yi ci dëkki taax yi, di xaaj sirene yi, fetal yi, dem bi ak dikk bi, ak tabax yi ngir waajal dëkki taax yi
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
Gis Deepfake Audio
Laaj yi ñuy faral di laaj
What is Sound Event Detection?
Gis-gis xew-xewu son (SED) dafay xàmmee son yiy xew ci benn stream audio ak kañ lañuy tàmbali ak kañ lañuy taxaw. Dafay soppi audio bu ñor bi def ko kalendriye buñ etikete, suko defee masin yi mëna dégg seen akustik.
Lan moo wuutale gis-gis xew-xewu son ak etiketu audio bu yomb?
SED dafay lokalisee xew-xew yi ci waxtu ak timestamps onset ak offset, waaye etiket yi dañuy màndargaal ndax ab son amna fenn ci clip bi.
Lan moo waral ñuy wax ni gis xew-xewu son mooy jafe-jafe polyphonic?
Audio yi ci àdduna dëgg dañuy faral di am mbir yu bari yuy jaxasoo benn yoon, kon model bi dafa wara seetlu etiketu aktif yu bari ci kaadar bu nekk.
Luy 'etiketu néew doole' ci done yiñ tàggat ci SED?
Etiket yu néew doole yi dañuy wane nekkinu xew-xew ci biir clip bi te amul waxtu ndoorte ak waxtu dellu ginaaw, loolu tax jàng bu leer ci diir bi gëna jafe.
Ban architecture neuronal lañuy gëna jëfandikoo ngir SED?
CRNNs dañuy boole ay couche CNN yuy jàpp motif frequency temps ak couche yuy dellusi yuy wane contexte temporel, muy jëmmal SED bu yàgg te leegi dafay faral di boole ay transformateur.
Ban misaalu dugal lañuy faral di dugal ci xeetu gis-gis xew-xew bu am son?
Audio dañu koy faral di soppi def ko spectrogram log-mel, di nataalu fréquence temps bi model yi di jàngat ngir motif akustik yi.