Etiketu misik ak ay transformatër
Etiketu music dafay jëfandikoo model transformateur ngir déglu way wi ak seetlu etiketu tegtal yu melni genre, humeur, jumtukaay ak tempo.
Résumé
It powers search, recommendation, and auto-organization across huge music catalogs.
Plongeur bu xóot
Etiketu music ci boppam, jafe-jafe la ci xaaj etiket yu bari: benn way mën nekk 'rock', 'energetik,' 'gitaar,' ak 'instrumental' ñoom ñépp benn yoon. Transformer yi dañu koy xeex ci soppi audio bi ci spectrogram (nataalu fréquence temps) ba noppi diko jox ay patch ci ay couche yuy bàyyi xel ci seen bopp, lu melni Transformer Vision di def ay patch nataal. Modèle yu melni Transformateur Spectrogram Audio (AST) ak MERT dañuy jàng motif yu sori ci piste bi yépp, di jàpp ni refrain bi di jëflante ak benn versi ci ay simili yu wuute. Ñu bari deñu leen tàggat seen bopp ci ay milioŋ ciy klip yuñ etiketewul, ba noppi ñu defar leen ci ay done yuñ etikete lu melni MagnaTagATune wala Million Song Dataset. Ndax etiket yi bokku ñu, couche bu mujj bi dafay jëfandikoo ay sorti sigmoid yuñ poñ ci benchmark yu melni moyenne precision ak ROC-AUC.
Gis-gis xarala
Audio bu ñor dañu koy soppi def ko spectrogram log-Mel, ñu xaaj ko ay pàcc yuy jaxasoo, ba noppi ñu boole ci encodage positionnel. Foofu sa bopp dafay may patch bu nekk mu diis beneen patch bu nekk, kon xew-xew yu sori yi ci music dañu am njeexital ci tag bu nekk. Etiketu musical wuute na ak benn etiketu nataal, ndax etiketu music dafay jëfandikoo benn sigmoid ci etiket bu nekk, du benn softmax, ndax etiket yi dañuy boole. Pretraining buñuy saytu seen bopp (di wax luy waaja am ci ay token audio yuñ maske) dafay joxe gis-gis yu am doole balaa ñuy fine-tuning ci ensemble yu gëna ndaw.
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 etiketu misik ak Transformer
Etiketu dafay boole xam làkk wiñ nàmp suko defee nga mëna seetee 'lo-fi bu am gént ak crackle vinyl ngir jàng' ci barabu butoŋu genre bu takku. Modèle audio-tekst yu wuute yu melni CLAP dañuy méngale music ak tegtal yi ci benn barab, loolu mooy tax tag zero-shot yi ñu musul gis ci tàggat yaram. Xaarandil etiket yu gëna riis, gëna leer, gëna mëna jëfandikoo genre fusion yi, ak etiketu aparey ngir nëbbëtu. Yelleef ak yelleefu waxtaan yi wër tàggat ci katalog copyright mooy tëral ban done model yii mëna jëfandikoo.
Doxal ci àdduna dëgg
Defar genre ak etiketu humeur ci boppam suko defee sarwiisu streaming yi mëna defar ay limu 'focus' wala 'workout'
Bayyi bibliotek yu misik yi ñu wane ay 'gitaar akustik yu neex' ngir editëru wideo yiy seet lisaas ngir senkronise
Powering motëri recommandé yiy gis sonically nuru way yu weesu li jëfandikukat yi joxe
Yamale dajalu misaalu liggéeykat ci jumtukaay buñ gis, butoŋu ak tempo ci saasi
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
Etiketu music ci boppam
Laaj yi ñuy faral di laaj
What is Music Tagging with Transformers?
Etiketu music dafay jëfandikoo model transformateur ngir déglu way wi ak seetlu etiketu tegtal yu melni genre, humeur, jumtukaay ak tempo. Dafay may seetlu, xalaat, ak defar boppam ci biir katalogu music yu mag yi.
Lan moo waral ñuy jàppee etiketu music ni jafe-jafe etiket yu bari?
Benn way mën na nekk rock, energie, ak gitaar ci benn yoon, kon tag yu bari dañuy tënku ci benn way.
Ban misaalu dugal la etiketu transformatër yi di faral di jëfandikoo?
Audio bi dañu koy soppi def ko spectrogram fréquence temps, ginaaw ga ñu patch ko ba noppi dugal ko ci seetlu sa bopp ni patch nataal.
Lan moo waral modelu etiketu music yi di jëfandikoo benn sorti sigmoid ci etiket bu nekk ci barabu benn softmax?
Softmax dafay forse probabilite yi ñu boole ci benn (benn tànneef); sigmoid dafay may tag bu nekk nekk dëgg ci boppam.
Lan mooy njeextalu tàggat yaram bu ñuy saytu seen bopp ci xeetu model yu melni MERT?
Tàggat bu njëkk ci wax luy waaja am ci audio bu maske ci kaw corpus yu yaatu yuñu etiketewul dafay tabax ay représentation yuñ defaree ci done yuñ etikete.
Ban setu done lañuy faral di jëfandikoo ngir defar etiketu musical yi?
MagnaTagATune ak ay milioŋ ciy way yuñ dajale dañuy màndargaal misik yuñ etikete; MNIST ak ImageNet dañuy boole nataal.