Ibyiciro byumuziki
Ibyiciro bya muzika ni umurimo wo kwigisha mudasobwa kumva indirimbo no guhanura imiterere yayo - rock, jazz, hip-hop, classique.
Incamake
It powers playlist curation, recommendation, and music library organization at massive scale.
Kwibira cyane
Ibyiciro byumuziki byiciro bihindura amajwi mbisi mubirango byubwoko. Sisitemu yo hambere yakozwe n'intoki nka Mel-frequency cepstral coefficient (MFCCs), centride ya centride, igipimo cya zeru, na tempo, hanyuma ikabagaburira ibyiciro nka mashini za vector. Dataset izwi cyane ya GTZAN (clips 1.000 mirongo itatu nisegonda kumoko 10) yabaye igipimo gisanzwe, nubwo ubu inengwa inzira zanditse nabi no gusubiramo abahanzi. Uburyo bugezweho bwo kwiga bwimbitse buhindura amajwi mumashusho ya mel-spectrogramu no guhugura imiyoboro yimitsi ihindagurika, cyangwa gukoresha moderi zisubirwamo kandi zihindura ibintu bisoma urutonde rwamajwi. Ikibazo nyamukuru ni uko injyana ari umuco kandi umuco - indirimbo imwe irashobora kuba 'indie folk-rock,' kandi imipaka iri hagati ya subgenres itagaragara, bigatuma abantu badashobora kumenya neza ukuri.
Ubushishozi
Ibyiciro byinshi bigezweho ntibikora kumurongo wibanze. Babanje kubara mel-spekrogramu - ishusho yigihe-inshuro aho umurongo uhagaritse ukoresha igipimo cya mel igipimo cyerekana guhuza abantu. CNN noneho iranyerera muyungurura hejuru yiyi shusho, ikagaragaza imiterere nkimpinduramatwara ya percussive yingoma cyangwa ibice bihuza gitari zigoretse. Umuyoboro uhuza ibyo biranga hamwe na softmax layer itanga ibishoboka mubyiciro byubwoko, ugahitamo hejuru.
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.
Ejo hazaza h'umuziki Ubwoko
Umwanya urimo uhinduka kuva kumurongo umwe ukomeye werekeza kuri label nyinshi hamwe no gushiramo-gushushanya, aho inzira ibona byoroshye kuvanga imiterere hiyongereyeho umwuka, ibikoresho, nibirango byigihe. Moderi yamajwi yiyobowe na miriyoni yindirimbo zidashyizweho ikimenyetso (nka CLAP-yuburyo bwahujwe na majwi-yanditsemo amajwi) bigabanya gukenera amakuru yanditseho intoki kandi bigafasha ibibazo bya genre-shoti kubibazo byanditse. Witegereze kwishyira hamwe hamwe na sisitemu yo gutanga ibyifuzo hamwe na tagisi zimenyekanisha umuco zubaha uturere duto kandi tugaragara.
Gushyira mu bikorwa Isi
Spotify na Apple Music auto-taging tracks zo kubaka amaradiyo yubwoko hamwe nibyifuzo byuburyo bwa 'Menya Icyumweru'.
Amasomero yemewe yumuziki amasomero areka abakora firime bashakisha imiziki yimiterere kubwoko, imiterere, na tempo kumatangazo yamamaza na firime.
Porogaramu ya DJ ihita ikusanya icyegeranyo cyumuziki kubwoko na BPM kugirango itange inzira zijyanye no kuvanga.
Streaming ibikoresho byisesengura bikurikirana uburyo gukundwa kwubwoko bigenda bihindagurika mugihe ndetse no mukarere kubirango byanditse.
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
Ibisobanuro byumuziki
Ibibazo bikunze kubazwa
What is Music Genre Classification?
Ibyiciro bya muzika ni umurimo wo kwigisha mudasobwa kumva indirimbo no guhanura imiterere yayo - rock, jazz, hip-hop, classique. Iha imbaraga zo gukina kurutonde, ibyifuzo, hamwe nububiko bwibitabo byumuziki murwego runini.
Niki mel-spectrogramme, ikunze gukoreshwa nkiyinjiza muburyo bwimiterere yimiterere yimitsi?
Mel-spekrogramu yerekana uburyo imbaraga mumirongo itandukanye ihinduka mugihe, hamwe na axe yumurongo ugenda ugera ku gipimo cya mel gihuye nimyumvire yabantu.
Nibihe bipimo ngenderwaho bya dataset birimo clips 1.000 mirongo itatu nigice zamoko 10?
GTZAN, yateranijwe na George Tzanetakis, kuva kera ni cyo gipimo ngenderwaho gisanzwe cyo gushyira mu byiciro, nubwo ubu cyanenzwe kubeshya abahanzi kandi bagasubiramo.
Ni ukubera iki kugera ku njyana itunganijwe neza?
Ubwoko ni umuco, ibitekerezo byuzuye; indirimbo zihuza imiterere kandi abantu ubwabo ntibavuga rumwe kuri label, igisubizo kimwe rero gikwiye akenshi ntikibaho.
Ni ubuhe buryo bwakozwe n'intoki bwakoreshejwe cyane muri sisitemu yo mu bwoko bwa mbere?
MFCCs ifata amajwi ya timbral, yerekana amajwi kandi yari ikintu cyingenzi kubatandukanya nka SVM mbere yo kwiga byimbitse.
Niki software ya softmax kumpera yubwoko bwa classifier itanga?
Softmax ihindura amanota mabi y'urusobe mubishoboka byose hamwe bigera kumurongo umwe mubyiciro byose byubwoko, kandi ikirenga cyatoranijwe nkubuhanuzi.