InoteveraGaidhi rinotevera
Music Auto-Tagging
AI Yenyaya
Chidzidzo cheAI yeRuzha
Mimhanzi Tagging neTransformers
Mimhanzi tagging inopa zita rimwe chete kana anopfuura anotsanangura kuchikamu chekuteerera.
Teerera kugwaro iriAI-yakarondedzerwa · ~2 min
Pa peji ino2 min verenga
Pfupiso
Masisitimu ekutsvagisa anosiyana mukumiririra kwekuisa, kutarisa, mavara, uye ekuongorora mabasa.
Kudzika Kwakadzika
Mimhanzi tagging ibasa rekuisa mazita akawanda nekuti mavara akawanda anogona kushanda pachikamu chimwe. Iyo AST bepa rinoshandisa log-Mel spectrograms yakakamurwa kuita zvigamba zve convolution-isina, kutarisisa-kwakavakirwa odhiyo classifier. MERT inoshandisa zvakanangwa nevadzidzisi zvemanyepo mumutauro wemasiki-mutauro-yekuenzanisira-maitiro ekudzidzisa chinangwa uye mishumo yekuongorora mumabasa gumi nemana ekunzwisisa mimhanzi. Kufanodzidzira kwayo kunoderedza odhiyo kune 5-sekondi zvikamu, saka mhedzisiro yayo hairatidze yakananga modhi yekorasi uye vhesi maminetsi akaparadzana. MagnaTagATune imwe dataset inoshandiswa kutsvaga mimhanzi-tagging. CLAP imhando yakasiyana-siyana yekuteerera-zvinyorwa yakaongororwa pamabasa akati wandei ari pasi; zero-kupfura mhedzisiro zvinoenderana nemazita uye evaluation setup.
Kuitwa muNyika yeChokwadi
Enzanisa spectrogram-based uye waveform-based tagging modhi pane imwechete yakanyorwa dataset.
Ongorora fungidziro dzemavara mazhinji nechiyero chemetric senge avhareji chaiyo chaiyo.
Kupatsanura wega-wega anotarisisa pretraining kubva kuzasi-tuning yakanaka paunenge uchinyora modhi.
Tarisa nguva uye sampling protocol inoshandiswa nemuenzaniso wega wega.
Ramangwana reMumhanzi Tagging neTransformers
Anogona kutsvagisa nzira anosanganisira kuyedza kureba-icho mimhanzi inomiririra uye kuongorora kuchinjisa ma tag, madheti, uye marudzi. Iyi mibvunzo yakavhurika yekuongorora kwete zvikumbiro pamusoro pekugamuchirwa kwazvino kana kuita.
Kuzvishandisa
Nei zvichikosha
- Svika uye svika. Inonatsiridza kusvikika kuburikidza nekunyora, kurondedzera, uye mazwi ekubatanidza.
- Mutengo uye bhajeti. Zvikwata zveMedia zvinogona kutumira odhiyo yakakwenenzverwa nekukurumidza nemabhajeti madiki.
- Kumhanya uye chiyero. Masisitimu anotarisana nevatengi anogona kugadzirisa kutaurirana kwekutaura pamwero mukuru.
Chenjera
- Kushandisa izwi zvisizvo uye njodzi dzekuedzesera dzinowedzera kana chibvumirano chisipo.
- Kururama kunogona kudonha mumitauro, mataurirwo, kana nharaunda dzine ruzha.
- Synthetic audio inogona kukanganisa kutaura kwechokwadi isina mavara akajeka.
Matanho anotevera
- Wana mvumo yakajeka yekutora inzwi, kugadzira, uye kushandisa zvakare.
- Yedza mhando pavatauri vakasiyana uye mamiriro ekumashure.
- Tsanangura apo munhu anofanira kuongorora kana kubvumidza zvabuda.
- Label synthetic odhiyo uye chengetedza marekodhi ekuzvidavirira.
Ramba Uchiongorora
Tsamba yemahara
Tora iyo yemazuva ese AI pfupiso
Nhatu dzakasimbiswa dzeAI nyaya mangwanani ega ega pakati pevhiki, dzakanyorwa neChirungu chakajeka. Yemahara zvachose, hapana ads.
Imwe email zuva rega rega revhiki. Bvisa kunyoresa kamwe chete. Hatimbotengese kana kugovera kero yako.
Zviedze iwe pachako
Take the Music Tagging with Transformers quiz
Mhinduro yepakarepo pamhinduro yega yega, uye chitupa chinogovaniswa chine ID inobatika kana wapedza kosi.
Tsigira dzidzo yemahara yeAI. AI Understanding ndeye 501(c)(3) isingabatsiri - hapana ads, hapana paywall, zvachose. Ita chipo
Mibvunzo inowanzo bvunzwa
Chii chinonzi Music Tagging neTransformers?
Mimhanzi tagging inopa zita rimwe chete kana anopfuura anotsanangura kuchikamu chekuteerera. Masisitimu ekutsvagisa anosiyana mukumiririra kwekuisa, kutarisa, mavara, uye ekuongorora mabasa.
Sei mimhanzi yekumaka ichibatwa sedambudziko re-multi-label?
Rwiyo runogona kuve rwedombo, rune simba, uye runofambiswa negitare panguva imwe chete, saka ma tag akawanda anoshanda kune imwe track.
Mune iyo Audio Spectrogram Transformer bepa, ndeipi inomiririra inomiririra yakakamurwa kuita zvigamba?
AST inoshanda pazvigamba zve spectrogram; kunyanya, inoshandisa log-Mel spectrogram semumiriri wayo wekuisa. Uyu mubvunzo unotariswa kune yakataurwa nzira yeAST, kwete ese ma tagger ekushandura.
Sei mimhanzi yekumaka modhi inoshandisa sigmoid inobuda pane tag pane imwe softmax?
Softmax inomanikidza mikana yekuunganidza kune imwe (sarudzo imwechete); sigmoid inoita kuti tag yega yega ive yechokwadi yakazvimirira.
Ndeipi basa rekuzvitarisira wega pretraining yemamodheru akaita seMERT?
Kufanogadzirira pakufanotaura kwemasked audio pamusoro pekorasi hombe isina kunyorwa inovaka mamiririro gare gare akakwenenzverwa pane akamaka data.
Nderipi dhatabheti rinowanzoshandiswa kugadzira-tune uye benchmark mimhanzi tagger?
MagnaTagATune uye Miriyoni Rwiyo Dataset ndiwo akajairwa tagged mimhanzi mabhenji; MNIST uye ImageNet mifananidzo seti.
Ramba uchidzidza
Mazano anoenderana
Mamwe madhairekitori akasarudzirwa nyaya iyi