Umuziki Tagging hamwe na Transformers
Kuranga umuziki ukoresha moderi ya transformateur kugirango wumve indirimbo kandi uhanure ibirango bisobanura nka genre, imyumvire, ibikoresho, na temp.
Incamake
It powers search, recommendation, and auto-organization across huge music catalogs.
Kwibira cyane
Umuziki auto-taging nikibazo cyibirango byinshi: inzira imwe irashobora kuba 'urutare,' 'imbaraga,' 'gitari,' n 'ibikoresho' icyarimwe. Abahinduzi barayikemura muguhindura amajwi muri spekrogramu (ishusho yigihe-inshuro) no kugaburira ibice byayo binyuze murwego rwo kwiyitaho, kimwe na Vision Transformer ifata amashusho. Moderi nka Audio Spectrogram Transformer (AST) na MERT biga imiterere ndende murwego rwose, ifata uburyo chorus ifitanye isano numurongo utandukanijwe. Benshi bitwaje kwiyobora kuri miriyoni za clip zidashyizweho ikimenyetso, hanyuma ugahuza neza kuri datasets zashizweho nka MagnaTagATune cyangwa Dataset ya Million. Kuberako tagi zidatandukanye, urwego rwanyuma rukoresha ibisubizo bya sigmoid byatsinzwe kubipimo nkibipimo mpuzandengo hamwe na ROC-AUC.
Ubushishozi
Amajwi mbisi yahinduwe kuri log-Mel yerekanwe, igabanyijemo ibice byinshi, kandi yashyizwemo umurongo hamwe na kodegisi ya posisiyo. Kwiyitaho kureka buri patch ipima ikindi kintu cyose, bityo ibikorwa bya muzika bya kure bigira ingaruka kuri buri tagi. Bitandukanye na label imwe yerekana ishusho itondekanya, kuranga umuziki bikoresha sigmoid kuri tagi aho kuba softmax imwe, kuva ibirango bifatanya. Kwiyobora wenyine (guhanura ibimenyetso byerekana amajwi) byerekana imbaraga mbere yo guhuza neza kumirongo mito yanditseho.
Ingaruka z'Ingamba
Kugera no kugera
Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi.
Igiciro na bije
Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto.
Umuvuduko n'igipimo
Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini.
Kazoza k'umuziki Tagging hamwe na Transformers
Tagging ni uguhuza hamwe no gusobanukirwa ururimi karemano kugirango ubashe gushakisha 'inzozi lo-fi hamwe na vinyl crackle yo kwiga' aho kugirango utondekane neza. Moderi itandukanye yerekana amajwi-inyandiko nka CLAP ihuza umuziki nibisobanuro mumwanya umwe, ituma tagi zeru zitigeze ziboneka mumahugurwa. Witege ibirango bikize, byinshi bya granulaire, gufata neza ubwoko bwa fusion, hamwe no kumurongo wibikoresho byihariye. Uburenganzira hamwe ninshingano mpaka zijyanye namahugurwa kurutonde rwuburenganzira bwemewe bizerekana amakuru aya moderi ashobora gukoresha.
Gushyira mu bikorwa Isi
Imashini itanga amamodoka hamwe nibiranga ibihe kugirango serivise zitangirwa zishobora kubaka 'kwibanda' cyangwa 'imyitozo'
Kureka amasomero yumuziki agaragara hejuru 'upbeat acoustic gitari' inzira kubanditsi ba videwo bashakisha uruhushya rwoguhuza
Imbaraga zo gusaba moteri zisanga indirimbo zisa nkizirenze ibyo abakoresha bagaragaje neza
Gutegura icyegeranyo cyumuproducer ukoresheje ibikoresho byagaragaye, urufunguzo, na tempo mu buryo bwikora
Ingaruka & Kurinda
Gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze.
Ukuri kurashobora kugabanuka hejuru yimvugo, imvugo, cyangwa urusaku rwibidukikije.
Amajwi yubukorikori arashobora kwibeshya kumvugo yukuri nta kirango gisobanutse.
Igishushanyo mbonera
Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha.
Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.
Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.
Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
Umuziki Auto-Tagging
Ibibazo bikunze kubazwa
What is Music Tagging with Transformers?
Kuranga umuziki ukoresha moderi ya transformateur kugirango wumve indirimbo kandi uhanure ibirango bisobanura nka genre, imyumvire, ibikoresho, na temp. Iha imbaraga gushakisha, ibyifuzo, hamwe na auto-organisation kurutonde rwumuziki munini.
Ni ukubera iki kuranga umuziki bifatwa nkikibazo cya label nyinshi?
Indirimbo irashobora kuba urutare, imbaraga, hamwe na gitari icyarimwe, bityo tags nyinshi zikoreshwa kumurongo umwe.
Ni ubuhe buryo bwo kwinjiza ibintu byerekana impinduka zikoreshwa?
Ijwi ryahinduwe mugihe cyinshuro ya spekrogramu, hanyuma igashishwa kandi igaburirwa binyuze mukwiyitaho nkibishusho.
Kuki imiziki yerekana imiziki ikoresha sigmoid isohoka kuri tagi aho gukoresha softmax imwe?
Softmax ihatira amahirwe yo guteranya imwe (guhitamo rimwe); sigmoid ireka buri tagi iba yigenga.
Ni uruhe ruhare rwo kwiyobora kwiyobora kuri moderi nka MERT?
Kwitegura kubijyanye no guhanura amajwi hejuru ya corpora nini itanditseho corpora yubaka ibyerekanwe nyuma bikurikiranwa neza kumakuru yatanzwe.
Ni ubuhe bwoko bwa dataset bukoreshwa muguhuza neza no kugereranya imiziki?
MagnaTagATune na Million Indirimbo Dataset nibisanzwe byerekana ibimenyetso byumuziki; MNIST na ImageNet ni amashusho.