Ubuyobozi bwa Audio AI

Ibyiciro bya Acoustic

Ibyiciro bya Acoustic (ASC) bitoza imashini kugirango bamenye ibidukikije byafashwe amajwi, umuhanda uhuze, parike ituje, gari ya moshi, cafe, biturutse kumajwi.

2 min somaIbiherutse kuvugururwa

Incamake

It gives devices a sense of 'where they are' using audio alone.

Kwibira cyane

ASC isaba icyitegererezo cyo guha clip amajwi yose kumurongo umwe wikirango uhereye kumiterere rusange yijwi kuruta ibyabaye byose. Bitandukanye nijwi ryerekana amajwi, ryerekana imbwa cyangwa siren yihariye, ASC icira imvange ibidukikije, hum, reverberation, nubucucike bwamajwi arenga. Sisitemu ihindura amajwi kuri log-mel yerekanwe kandi ikayigaburira kuri CNN cyangwa guhindura amajwi, akenshi ikoresha kongera amakuru nka mixup na SpecAugment kugirango irwanye bikabije kumibare mike. Ikibazo cya DCASE ngarukamwaka cyateje imbere iterambere, cyane cyane kubibazo bikomeye nko kudahuza ibikoresho (moderi yatojwe kuri mikoro ya terefone imwe ikananirwa ku yindi) no kubaka moderi ntoya, zifite ingufu nke zikoresha ku bikoresho byo ku nkombe.

Ubushishozi

Ingorabahizi yibanze ni uko amashusho asobanurwa nigihe kirekire cyimibare, ntabwo aribintu byigihe gito, bityo moderi ikomatanya ibiranga amasegonda menshi. Kugirango ubeho ibikoresho bitandukanye byafashwe amajwi, injeniyeri bakoresha amayeri yo kurwanya imihindagurikire y'ikirere hamwe no kongera ibikoresho-bigereranya kwigana mikoro inshuro nyinshi. Sisitemu nyinshi zatsindiye sisitemu ya DCASE igereranya ikanagabanya imiyoboro yabyo kugirango yuzuze ingengo yimikorere yibuka (akenshi munsi ya 128 KB), byerekana ko ASC ishobora gukora ku gikoresho idafite gutunganya ibicu.

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 ka Acoustic Scene Itondekanya

ASC irimo kuba inyubako yibikoresho bikoresha imiterere: ibyuma byumva byikora-bihindura muri resitora, terefone zihindura imyirondoro mugihe winjiye mumodoka, namazu yubwenge yerekana ibikorwa bidafite kamera (kubungabunga ubuzima bwite). Ubushakashatsi burimo gusunika ku masasu make yo guhuza ibidukikije bishya, gukomera kuri mikoro iyo ari yo yose, hamwe na moderi ikora neza. Hamwe na majwi yibikorwa byerekana, ASC izaha imashini zikize, zihora zimenya ibibakikije.

Gushyira mu bikorwa Isi

Ibikoresho byo kumva byerekana resitora yuzuye urusaku nicyumba gituje no guhindura urusaku mu buryo bwikora

Terefone zigendanwa zihindura 'umwirondoro' cyangwa 'hanze' umwirondoro ushingiye kumajwi y'ibidukikije

Kurinda ubuzima bwite sisitemu yubwenge-murugo yerekana ibikorwa byibyumba bivuye kumajwi kuruta amashusho

Ibikoresho byo gufata amajwi hamwe na bioacoustics ibikoresho byo gutondekanya amasaha yafashwe ukurikije ubwoko bwimiturire

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

1

Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha.

2

Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.

3

Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.

4

Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.

Komeza Ubushakashatsi

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Guhuza by'agateganyo Ibyiciro

Ibibazo bikunze kubazwa

What is Acoustic Scene Classification?

Ibyiciro bya Acoustic (ASC) bitoza imashini kugirango bamenye ibidukikije byafashwe amajwi, umuhanda uhuze, parike ituje, gari ya moshi, cafe, biturutse kumajwi. Iha ibikoresho kumva 'aho biri' ukoresheje amajwi yonyine.

Nigute ibyiciro bya acoustique bitandukaniye hamwe nijwi ryamenyekanye?

ASC iranga ibintu byose bidukikije (urugero, 'umuhanda', 'parike'), mugihe amajwi yerekana ibintu byerekana amajwi kugiti cye nka siren cyangwa igituba.

Ni ikihe kibazo 'ibikoresho bidahuye' muri ASC?

Mikoro zitandukanye zifite ibisubizo bitandukanye byinshyi, kuburyo moderi yatojwe igikoresho kimwe akenshi itesha agaciro amajwi yaturutse mubindi, ikibazo gikomeye ASC.

Nibihe byinjira byerekana bisanzwe kuri moderi ya ASC?

Kimwe na majwi menshi ya AI, ASC ihindura clips muri log-mel spectrogrammes CNNs cyangwa transformateur zishobora gutunganya.

Kuki moderi ya ASC yerekana ibiranga amasegonda menshi kuruta umwanya umwe?

Indangamuntu igaragara ituruka muri rusange hamwe nibidukikije mugihe, bityo moderi ikusanya amakuru muri clip yose.

Nibihe bibazo byubushakashatsi byatumye iterambere ryinshi muri ASC?

Buri mwaka DCASE (Gutahura no gutondekanya ibintu bya Acoustic Scenes and Events) Ikibazo nicyo gipimo nyamukuru gitera ASC imbere.