Ku-taagidda Muusiga oo leh Transformers
Calaamadaynta muusikadu waxay isticmaashaa moodooyinka beddelka si ay u dhegaysato heesta una saadaaliso calaamado qeexan sida nooca, niyadda, qalabka, iyo wakhtiga.
Dulmar
It powers search, recommendation, and auto-organization across huge music catalogs.
quusid qoto dheer
Auto-tagging music waa dhibaato kala saarista summada badan: hal waddo waxa ay noqon kartaa 'dhagax,' tamar leh,' 'guitar' iyo 'qalab' dhammaan hal mar. Transformers ayaa wax ka qabta iyaga oo maqalka u rogaya spectrogram (sawir waqti-soo noqnoqda ah) oo ku quudiya balastar iyada oo loo marayo lakabyo is-fiirsi, si la mid ah Transformer-ka aragga ayaa u daaweeya balastarrada sawirka. Qaababka ay ka midka yihiin Transformer Audio Spectrogram (AST) iyo MERT waxay bartaan qaababka fogaanta ee jidka oo dhan, iyaga oo sawiraya sida chorus ula xidhiidho aayad daqiiqado u dhexeeya. Kuwo badan ayaa loo tababaray iyaga oo malaayiin cajalado ah oo aan la calaamadayn, ka dibna si fiican loo habeeyey kaydka sumadaha sida MagnaTagaTune ama Xogta Heesta Milyanka ah. Sababtoo ah calaamaduhu maaha kuwo isdhaafsan, lakabka ugu dambeeya wuxuu isticmaalaa natiijooyinka sigmoid ee laga dhaliyay bartilmaameedyada sida celceliska saxda ah iyo ROC-AUC.
Aragtida Farsamada
Codka ceeriin waxaa loo rogaa log-Mel spectrogram, oo loo kala qaybiyay balastar is dulsaaran, oo si toos ah loogu dhejiyay codad meelaysan. Feejignaanta nafta waxay u ogolaataa balastar kasta inuu miisaamo balastar kasta oo kale, sidaa darteed dhacdooyinka muusiga ee fog ayaa saameeya sumad kasta. Si ka duwan kala soociyaasha sawirka hal-calaamadaha ah, sumadaynta muusiggu waxay khusaysaa sigmoid halkii sumad halkii ay ka ahaan lahayd hal softmax, maadaama calaamaduhu ay wada dhacaan. Tababbarka hore ee is-maamulka (saadaalinta calaamadaha maqalka daboolan) waxay ku siinaysaa matalaad xooggan ka hor inta aan si fiican loo hagaajin qaybo yaryar oo calaamadeysan.
Saamaynta Istiraatijiyadeed
Helitaanka iyo gaarsiinta
Waxay wanaajisaa marin u helida iyada oo loo marayo qoraal-qorid, sheeko, iyo is-dhexgalyo cod.
Qiimaha iyo miisaaniyada
Kooxaha warbaahintu waxay ku soo rari karaan codka sifaysan si degdeg ah iyagoo wata miisaaniyado yaryar.
Xawaaraha iyo miisaanka
Nidaamyada u jeedda macmiisha waxay ka baaraandegi karaan isdhexgalka hadalka si weyn.
Mustaqbalka Muusigga Ku-taagidda Transformers
Calaamadaynta waxay ku milmaysaa fahamka luqadda dabiiciga ah si aad u baadho 'riyo lo-fi leh vinyl crackle si aad wax u barato' halkii aad ka heli lahayd badhamada nooca go'an. Moodooyinka qoraalka-maqalka ah ee is burinaya sida CLAP waxay toosiyaan muusiga iyo sharraxaadaha hal meel, taas oo awood u siinaysa summada eber ee aan weligood lagu arag tababarka. Filo in ka sii qanisan, calaamado granular badan, si fiican u maaraynta noocyada fiyuuska, iyo calaamadaynta qalabka sirta. Xuquuqaha iyo doodaha sifaynta ee ku saabsan tababarka ku saabsan buugaagta xuquuqda daabacaada ayaa qaabayn doona xogta moodooyinkani isticmaali karaan.
Dhaqangelinta Adduunka-dhabta ah
Nooc-soo-saar toos ah iyo summada niyadda si adeegyada qulqulka ay u dhisaan liisaska 'fiirsashada' ama ' jimicsiga'
U ogolaanta maktabadaha muusiga inay korka kacaan raadadka 'gitaarka codka sare leh' ee tafatirayaasha fiidyaha ee raadinaya shatiga isku dhejinta
Xoojinta matoorada talo bixinta ee hela heeso soniyeed la mid ah oo ka baxsan waxa isticmaalayaashu si cad u qiimeeyeen
Abaabulka ururinta muunada soo saaraha iyadoo la isticmaalayo qalab la ogaaday, fure, iyo waqti si toos ah
Khatarta & Dariiqyada Ilaalada
Si xun u isticmaalka codka iyo khataraha is-yeelyeelku way kordhaan marka oggolaanshaha la waayo.
Saxnimadu waxay hoos ugu dhici kartaa lahjadaha, lahjadaha, ama jawiga buuqa badan.
Maqalka synthetic waxaa lagu khaldi karaa hadal dhab ah iyada oo aan si cad loo calaamadin.
Qorshe Hawleedka Dhaqangelinta
Hel ogolaansho cad oo ku saabsan qabashada codka, xidhitaanka, iyo dib u isticmaalka
Tijaabi tayada ku hadasha kala duwan iyo xaaladaha asalka.
Qeex marka bani'aadamku ay tahay inuu dib u eego ama oggolaado wax soo saarka.
Ku calaamadee codka synthetic oo xafid diiwaannada la-xisaabtanka.
Sii wad Sahaminta
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Hagaha xiga
Muusiga oo si otomaatig ah u calaamadinaysa
Su'aalaha soo noqnoqda
What is Music Tagging with Transformers?
Calaamadaynta muusiggu waxay isticmaashaa moodooyinka beddelka si ay u dhegaysato heesta oo ay u saadaaliso calaamado sharraxaya sida nooca, niyadda, aaladaha, iyo tempo. Waxa ay awood u siisaa raadinta, talo bixinta, iyo abaabulka otomaatiga ah ee kataloogyada muusiga ee waaweyn.
Waa maxay sababta calaamadaynta muusiga loola dhaqmo sidii dhibaato calaamado badan leh?
Heestu waxay noqon kartaa dhagax weyn, tamar leh, iyo gitaar lagu wado isku mar, sidaa darteed calaamado badan ayaa lagu dabaqaa hal waddo.
Waa maxay matalaadda wax gelinta ee ay isticmaalaan tagers-ka beddelka sida caadiga ah?
Maqalka waxa loo rogaa spectrogram-ka-soo noqnoqda, ka dibna la dhejiyay oo lagu quudin jiray is-fiirsi sida dhejisyada sawirka.
Waa maxay sababta moodooyinka sumadaynta muusiggu u isticmaalaan wax soo saarka sigmoid halkii sumad halkii ay ka isticmaali lahaayeen softmax?
Softmax waxay xooga saartaa itimaalka in lagu soo koobo hal (doorasho kali ah); sigmoid waxay u ogolaataa sumad kasta inay si madaxbanaan run u noqoto.
Waa maxay doorka tababbarka is-hor-u-socodka ah ee moodooyinka sida MERT?
Kahortababar ku saabsan saadaasha maqalka ee waji-xidhan ee korka weyn ee aan la calaamadin waxay dhistaa matalaad ka dib si fiican loo habeeyey xogta summadaysan.
Waa kuwee xog-ururinta si caadi ah loo isticmaalo si loo hagaajiyo loona cabbiro summada muusigga?
MagnaTagaTune iyo Xogta Heesaha Milyan waa jaangooyooyinka muusigga ee sumadeysan; MNIST iyo ImageNet waa sawiro sawir leh.