Inzira-ebyiri RNN Gutandukana
Dual-Path RNN (DPRNN) nuburyo bwo gutandukanya amajwi bwubatswe bugabanya urutonde rurerure cyane rwibintu byamajwi mubice bigufi byuzuzanya kandi bikabitunganya munzira ebyiri zisimburana kuburyo imiyoboro isubirwamo ishobora kwerekana imiterere yaho ndetse nimiterere yisi.
Incamake
It matters because it made high-quality separation of long recordings practical.
Kwibira cyane
Imiyoboro isubirwamo irwana nurutonde rurerure cyane, kandi amajwi-yumwanya wamajwi ku gipimo cyo hejuru cyerekana icyitegererezo hamwe nintambwe ibihumbi mirongo. DPRNN (2020, Luo, Chen, Yoshioka) ikemura iki kibazo muguhindura urutonde rwimiterere ya 2D ya gride yuzuye. Ihinduranya ibice bibiri bya RNN: imiterere-yimbere ya RNN yerekana igihe gito, imiterere yaho muri buri gice, hamwe na moderi hagati ya RNN yerekana igihe kirekire biterwa nigice. Gutondekanya byinshi muribi byerekezo-byombi bireka icyitegererezo cyo gufata imiterere ikurikirana imvugo yose mugihe buri muntu RNN yigeze abona gusa gucungwa, munsi-yuburebure bwidirishya. Yajugunywe murwego rwa Conv-TasNet nkumusimbura wa TCN itandukanya, DPRNN yatanze inyungu nini mubwiza bwo gutandukana hamwe nibintu byoroheje bibarwa.
Ubushishozi
Uburyo bwingenzi ni segmentation wongeyeho guhinduranya. Urutonde rurerure rw'uburebure L rwiziritse muri matrix ya K ibice by'uburebure S (hamwe na 50% byuzuye). Imbere-ibice RNN ikora kuri S (hafi), hanyuma inter-chunk RNN ikomeza K (isi), buri kimwe mubyerekezo byombi. Kuberako buri RNN itunganya intambwe ya S cyangwa K gusa, optimizasiyo igumaho kandi umurima wakira neza uhinduka urukurikirane rwuzuye nyuma yo guhagarika bike. Kurengana-ongera byubaka urukurikirane.
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 Kabiri-Inzira RNN Gutandukana
Igitekerezo cya kabiri cya DPRNN cyahindutse icyitegererezo cyarenze selile yihariye ya RNN. Intsinzi ikomeye ya SepFormer yahinduye RNNs ya Transformers imbere muburyo bumwe / inter chunk, kandi TF-GridNet yaguye inzira-ebyiri itunganyirizwa mugihe ndetse ninshuro. Tegereza ibice-na-bisimburana kugirango bikomeze kuba inyubako isanzwe yo kwerekana amajwi maremare-yerekana amajwi, bigenda bihuzwa nubwitonzi kandi bigashyirwa mubikorwa birenze imvugo kumuziki no gutandukanya amajwi rusange.
Gushyira mu bikorwa Isi
Gutandukanya abavuga icyarimwe icyarimwe mumateraniro ndende cyangwa amajwi yafashwe.
Guha imbaraga umugongo / inter-chunk umugongo nyuma wahinduwe na SepFormer kugirango leta igezweho.
Gutandukanya amajwi yintego yo kwandikirana mu majwi, urusaku rwinshi.
Gusukura amajwi maremare nk'inyigisho cyangwa ibiganiro nyunguranabitekerezo aho abavuga baganira.
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
Moderi ya RNN-Transducer
Ibibazo bikunze kubazwa
What is Dual-Path RNN Separation?
Dual-Path RNN (DPRNN) nuburyo bwo gutandukanya amajwi bwubatswe bugabanya urutonde rurerure cyane rwibintu byamajwi mubice bigufi byuzuzanya kandi bikabitunganya munzira ebyiri zisimburana kuburyo imiyoboro isubirwamo ishobora kwerekana imiterere yaho ndetse nimiterere yisi. Nibyingenzi kuko byatumye ubuziranenge bwo gutandukanya inyandiko ndende zifatika.
Ni ikihe kibazo Dual-Path RNN ikemura cyane cyane?
DPRNN itunganya gahunda ndende cyane-indangarubuga zikurikiranye mo ibice kugirango RNN ibashe gukemura ibibazo byaho ndetse nisi yose bitarinze kuniga.
Ni izihe 'nzira' ebyiri mu Nzira-ebyiri RNN?
RNN imwe itunganya muri buri gice kuburyo bwaho; izindi nzira zinyuze mubice byimiterere ndende.
Nigute ibintu birebire bikurikirana byateguwe mbere yuburyo bubiri?
DPRNN ikubye urukurikirane rurerure muri matrisa yuzuye ibice bityo buri RNN itunganya gusa idirishya rigufi.
Ni ubuhe buryo buriho DPRNN yamanuwe nk'umusimbura utandukanya?
DPRNN yasimbuye TCN itandukanya imbere mu muyoboro wa Conv-TasNet, ikomeza kodegisi yize na decoder.
Nubuhe buryo bwakurikiyeho bwagumije DPRNN yuburyo bubiri-ariko busimbuza RNNs na Transformers?
SepFormer yongeye gukoresha intra / inter-chunk yuburyo bubiri ariko ihinduranya selile zisubiramo kugirango uhindure wenyine.