Ubuyobozi bwa Audio AI

Akayunguruzo na PLP Ibiranga

Ibiranga Filterbank hamwe na Perceptual Linear Prediction (PLP) nuburyo bwo kuvuga mu ncamake ibimenyetso byerekana imvugo muburyo bworoshye, bwumvikana mubisobanuro byerekana imashini yiga imashini ishobora gukoresha.

Incamake

Ibiranga Filterbank hamwe na Perceptual Linear Prediction (PLP) nuburyo bwo kuvuga mu ncamake ibimenyetso byerekana imvugo muburyo bworoshye, bwumvikana mubisobanuro byerekana imashini yiga imashini ishobora gukoresha. Ntacyo bitwaye kuko bareka abamenya kuvuga bakibanda kubice byabantu bumvikana neza bumva, bakajugunya ibintu bidafite akamaro.

Filterbank na PLP Ibiranga bicaye mubikorwa byamajwi-AI bihindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru.

Kwibira cyane

Guhindura amajwi mbisi mubiranga, ibimenyetso bigabanyijemo ibice bigufi hanyuma bikanyuzwa muri banki yungurura ibintu byungurujwe ku gipimo cya mel, bigana ugutwi kutumva kumurongo. Guteranya ingufu muri buriyungurura bitanga log-mel filterbank ibiranga, ibyiganjemo ibitekerezo byimbitse bigezweho. PLP, yakozwe na Hynek Hermansky, yongeraho psychoacoustics nyinshi: ikoresha amabya manini manini manini, umurongo ungana-ugabanya umurongo uremereye nkuko ugutwi ubikora, hamwe na cube-mizi ubukana-bw-ijwi ryinshi, hanyuma bigahuza na pole-pole (guhanura umurongo) kugirango yorohereze urwego. Igisubizo ni gito-cyerekana guhagararirwa gukomera kubavuga no gutandukanya imiyoboro. MFCCs ni mubyara wa hafi wongeyeho cosine ihinduka kugirango yangize umusaruro wa filteri ya banki.

Ubushishozi

Igitekerezo cyingenzi nugushishoza kurugero: umurongo wa hertz usubizwa mumunzani cyangwa umunzani kuburyo gushungura bigufi kumurongo muto kandi mugari hejuru murwego rwo hejuru, bihuye na cochlear. Uburinganire-buke bwa PLP bwibanze hamwe na cube-imizi yo kwikuramo uburyo uburyo bwo gutwi kwamatwi kutagira umurongo. Intambwe yanyuma yo guhanura-ihuza ibahasha itunganijwe neza, ifata imiterere-yijwi ryamajwi mugihe uhagarika imvugo ihuza itandukaniro hagati yabavuga.

Kumenya Filterbank na PLP Ibiranga

Ibiranga Filterbank hamwe na Perceptual Linear Prediction (PLP) nuburyo bwo kuvuga mu ncamake ibimenyetso byerekana imvugo muburyo bworoshye, bwumvikana mubisobanuro byerekana imashini yiga imashini ishobora gukoresha. Ntacyo bitwaye kuko bareka abamenya kuvuga bakibanda kubice byabantu bumvikana neza bumva, bakajugunya ibintu bidafite akamaro. Filterbank na PLP Ibiranga bicaye mubikorwa byamajwi-AI bihindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru. Kugirango wubake byimbitse, fata ibiranga Filterbank na PLP nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.

Mu myitozo, amakipe akomeye akoresha Filterbank na PLP Ibiranga ubuziranenge, ubukererwe, no kwemererwa nkibice byingenzi byingamba zo kohereza. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.

Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mugihe kimwe, gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.

Ingaruka z'Ingamba

Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi.

Itezimbere kugerwaho binyuze mu kwandukura, kuvuga, no guhuza amajwi. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto.

Amatsinda yibitangazamakuru arashobora kohereza amajwi yihuse hamwe na bije nto. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini.

Sisitemu ireba abakiriya irashobora gutunganya imikoranire ivugwa murwego runini. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.

Kazoza ka Filterbank na PLP Ibiranga

Imiyoboro yimbitse yimitsi iragenda ikunda log-mel ya filterbanks yibikorwa bya PLP cyangwa MFCC ikora cyane, kuberako umuyoboro wiga guhinduka kwarwo kuruta gushushanya intoki. Imipaka irashobora kwigishwa imbere irangira nka SincNet na wav2vec ikora kumashanyarazi mbisi. Biracyaza, mel filterbanks ikomeza kugaragara nkibintu bihamye, byinjiza amafaranga make, kandi amahame yo gushishoza inyuma ya PLP akomeje kumenyesha uburyo injeniyeri zishushanya kandi zigasobanura ibyo byerekanwa byize.

Gushyira mu bikorwa-Isi

Kubara 40 log-mel filterbank ibiranga kumurongo nkibyinjijwe mumvugo-ku-mwandiko urusobe rw'imitsi

Gukoresha ibiranga PLP mumajwi-akomeye yama majwi sisitemu yimodoka

Imiyoboro yo kumenyekanisha imvugo ishingiye kubintu bigaragara neza

Ijambo ryibanze kugaragara kubikoresho bifite imbaraga nkeya aho comptabilite ya filterbank igabanya kubara

Uburyo bwo Gushyira mu bikorwa

Akayunguruzo na PLP Ibiranga imyitozo

Kubara 40 log-mel filterbank ibiranga kumurongo nkibyinjijwe mumvugo-ku-mwandiko urusobe rw'imitsi.

Kubara 40 log-mel filterbank ibiranga kuri buri kintu nkicyinjijwe mumvugo-y-umwandiko-miyoboro y'urusobe rw'amakipe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.

Akayunguruzo na PLP Ibiranga imyitozo

Gukoresha ibiranga PLP mumajwi-akomeye yama majwi sisitemu yimodoka.

Gukoresha ibiranga PLP mumajwi-akomeye yama majwi ya sisitemu yimodoka Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.

Akayunguruzo na PLP Ibiranga imyitozo

Imiyoboro yo kumenyekanisha imvugo ishingiye kubintu bigaragara neza.

Imiyoboro yo kumenyekanisha abavuga ishingiye kubintu bigaragara byerekana ko amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byigihe.

Akayunguruzo na PLP Ibiranga imyitozo

Ijambo ryibanze kugaragara kubikoresho bifite imbaraga nkeya aho comptabilite ya filterbank igabanya kubara.

Ijambo ryibanze kugaragara kubikoresho bidafite ingufu nke aho ibiranga comptabilite ya comptabilite bigabanya kubara Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.

Ingaruka & Kurinda

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Gukoresha nabi amajwi no kwigira ibyago byiyongera mugihe uruhushya rubuze.

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Ukuri kurashobora kugabanuka hejuru yimvugo, imvugo, cyangwa urusaku rwibidukikije.

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Amajwi yubukorikori arashobora kwibeshya kumvugo yukuri nta kirango gisobanutse.

Igishushanyo mbonera

1

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

Shaka uruhushya rusobanutse rwo gufata amajwi, gukoroniza, no gukoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

2

Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere.

Ikizamini cyiza mubiganiro bitandukanye hamwe nuburyo bwimbere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

3

Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo.

Sobanura igihe umuntu agomba gusuzuma cyangwa kwemeza ibisubizo. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

4

Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa.

Andika amajwi yubukorikori kandi ugumane inyandiko zerekana kubazwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.

Komeza Ubushakashatsi