Buɗe-Unmix Rabewar Kiɗa
Open-Unmix (UMX) shine tsarin ilmantarwa mai zurfi mai buɗewa wanda ke raba waƙa zuwa sassanta: murya, ganguna, bass, da sauran kayan kida.
Dubawa
It matters as a reproducible, reference-quality baseline that made music source separation accessible to researchers, musicians, and hobbyists.
Zurfafa nutsewa
An sake shi a cikin 2019 ta Stoter, Uhlich, Liutkus, da Mitsufuji, Open-Unmix an gina shi da gangan azaman madaidaiciyar tushe, ingantaccen tushe a cikin PyTorch (tare da tashoshin TensorFlow da NNabla). Yana horar da ƙira ɗaya a kowane tushe mai niyya akan girman sikirin cakuduwar. Babban LSTM mai hawa biyu mai hawa uku ne wanda aka nannade da cikakken yadudduka masu alaƙa, wanda ke annabta abin rufe fuska don tushen manufa. Saboda yana aiki akan girma, yana sake yin amfani da lokacin cakuda kuma yana sake gina tushe ta hanyar juzu'in STFT, wanda aka zaɓa tare da tacewa ta Wiener multichannel. An horar da shi akan buɗaɗɗen saitin bayanai na MUSDB18, baya bin manyan makin jagorori; Manufarta ita ce bayyanawa da sake haifuwa, yana ba al'umma amintaccen batu na kwatanta da tushe don ginawa.
Fahimtar Fasaha
Kowane kara yana da nasa hanyar sadarwa da ke aiki akan ma'aunin girman shigarwar. Matsakaicin adadin mitoci kuma an rage girman girma ta madaidaicin Layer, LSTM na bidirectional yana ɗaukar mahallin ɗan lokaci a cikin kwatance biyu, kuma ƙarin yadudduka masu yawa suna faɗaɗa baya zuwa cikakken ƙudurin mitar don samar da abin rufe fuska mai laushi. Haɓaka abin rufe fuska ta wurin girman cakuda yana haifar da ƙimantawa; An sake yin amfani da ainihin lokaci, kuma tace Wiener na iya haɗawa da tace duk mai tushe don sakamako mai tsabta.
Dabarun Tasiri
Shiga ku isa
Yana inganta samun dama ta hanyar rubutu, ba da labari, da mu'amalar murya.
Kudin da kasafin kuɗi
Ƙungiyoyin kafofin watsa labaru na iya jigilar sauti mai gogewa cikin sauri tare da ƙaramin kasafin kuɗi.
Gudu da sikelin
Tsarin fuskantar abokin ciniki na iya aiwatar da hulɗar magana a mafi girman ma'auni.
Makomar Buɗe-Unmix Waƙar Rabewar Kiɗa
Open-Unmix an cim ma shi da ɗanyen inganci ta nau'ikan waveform kamar Demucs da tsarin tsarin spectrogram-waveform, amma rawar da yake takawa a matsayin bayyananniyar magana, mai iya yin ɓarna yana kiyaye shi dacewa don koyarwa da saurin samfuri. Yi tsammanin ci gaba da amfani a cikin ilimi kuma azaman tushen duban tsafta, yayin da faffadar filin ke matsawa zuwa ga samari masu ƙarfi da masu rarraba wutar lantarki da kuma raba ƙarin, nau'ikan kayan aiki masu inganci.
Aiwatar da Gaskiyar Duniya
Ciro keɓewar waƙar murya don yin ƙaraoke ko sigar kayan aiki na waƙa.
Fitar da ganga ko bass mai tushe don remixing da samfurin ta masu samarwa.
Yin hidima azaman tushen bincike da za'a iya maimaitawa don kimanta sabbin samfuran rabuwa akan MUSDB18.
Bari ɗaliban kiɗa su ware kayan aiki ɗaya don nazarin ɓangaren sa a cikin cakuɗe.
Hatsari & Tsare-tsare
Rashin amfani da murya da haɗarin kwaikwaya yana ƙaruwa lokacin da aka rasa izini.
Daidaituwa na iya faɗuwa cikin lafuzza, yaruka, ko mahalli masu hayaniya.
Ana iya kuskuren sauti na roba don ingantacciyar magana ba tare da bayyananniyar lakabi ba.
Taswirar Hanya
Sami tabbataccen izini don ɗaukar murya, cloning, da sake amfani.
Gwajin ingantattun masu magana daban-daban da yanayin baya.
Ƙayyade lokacin da dole ne ɗan adam ya duba ko ya amince da abubuwan da aka fitar.
Yi lakabin sauti na roba da kuma adana bayanan da aka tabbatar don yin lissafi.
Ci gaba da Bincike
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Open-Unmix Music Separation quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Jagora na gaba
Rabuwar Kiɗa
Tambayoyin da ake yawan yi
What is Open-Unmix Music Separation?
Open-Unmix (UMX) shine tsarin ilmantarwa mai zurfi mai buɗewa wanda ke raba waƙa zuwa sassanta: murya, ganguna, bass, da sauran kayan kida. Yana da mahimmanci a matsayin abin da za'a iya sakewa, ingantaccen tushe mai inganci wanda ya sanya rarrabuwar tushen kiɗa ga masu bincike, mawaƙa, da masu sha'awar sha'awa.
Me Open-Unmix ke yi?
Open-Unmix shine tsarin rarrabuwar tushen kiɗan da ke raba cakuɗe zuwa kayan aiki ɗaya da sautin murya.
Wace hanyar sadarwa ce ta jijiyoyi a jigon Open-Unmix?
Buɗe-Unmix yana annabta abin rufe fuska ta amfani da LSTM bidirectional wanda aka nannade da cikakken haɗin yadudduka.
A kan wane wakilci Open-Unmix ke aiki?
Yana aiki akan girman spectrograms, tsinkayar abin rufe fuska da sake amfani da yanayin cakuda don sake ginawa.
Wanne kundin bayanai aka horar da Open-Unmix?
Open-Unmix yana amfani da buɗaɗɗen saitin rarrabuwar kiɗa na MUSDB18 don horo da ƙima.
Menene babban burin ƙira na Open-Unmix?
An gina shi azaman bayyananne, ingantaccen rubuce-rubuce, madaidaicin tushe maimakon babban akwatin baƙar fata.