Incamake
Connectionist Temporal Classification (CTC) nuburyo bwo gutakaza nuburyo bwa decoding butuma imiyoboro yimitsi ihindura amajwi maremare mumajwi ntamuntu uhuza amajwi kuri buri nyuguti. Byatumye imvugo irangira-iherezo kumenyekanisha bifatika mugukemura ikibazo cyubugome bukabije.
Guhuza by'agateganyo Ibyiciro byicaye mumajwi-AI akazi gahindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru.
Kwibira cyane
Imvugo ni akajagari: ijambo 'uraho' rishobora kumara amajwi 40 y'amajwi, kandi ntamuntu numwe wanditse neza ikadiri ari 'h'. CTC, yatangijwe na Alex Graves mu 2006, ikuraho ibi. Umuyoboro usohora ibishoboka hejuru yinyuguti (hiyongereyeho ikimenyetso cyihariye 'ubusa' kuri buri kintu. CTC noneho isobanura guhuza byemewe nkikintu icyo aricyo cyose kumurongo-kumurongo ugwa kumurongo wanditse nyuma yamategeko abiri: guhuza inyuguti zasubiwemo, hanyuma ugasiba ubusa. Kuberako inzira nyinshi zishushanya kumyandiko imwe, CTC yerekana amahirwe ya bose ukoresheje algorithm ya dinamike-progaramu ya algorithm (imbere-inyuma-algorithm) kandi igatoza umuyoboro kugirango ugere kuri byinshi. Ikimenyetso cyambaye ubusa ni amayeri yubwenge areka icyitegererezo kivuga ngo 'nta gishya hano' kandi gitandukanya gusubiramo kwukuri nka kabiri-L muri 'muraho'.
Ubushishozi
Intego nyamukuru ya CTC ni ubwigenge buteganijwe: ukurikije amajwi, ibisohoka buri kadamu byahanuwe byigenga, nta moderi yindimi yatetse. Ibyo bituma incamake yimbere-isubira inyuma ikurikirana ariko bivuze ko CTC ikunda gutanga umusaruro ushimishije, cyane cyane (ufite ubusa, ufite inyuguti zikarishye) hamwe ninyungu zituruka kumurongo wururimi rwo hanze mugihe cya decode. Gushakisha ibiti hamwe na LM yahujwe, bakunze kwita prefix-beam decoding, bitezimbere kuburyo bugaragara kurenza umururumba wa argmax.
Kumenyera Guhuza by'agateganyo Ibyiciro
Connectionist Temporal Classification (CTC) nuburyo bwo gutakaza nuburyo bwa decoding butuma imiyoboro yimitsi ihindura amajwi maremare mumajwi ntamuntu uhuza amajwi kuri buri nyuguti. Byatumye imvugo irangira-iherezo kumenyekanisha bifatika mugukemura ikibazo cyubugome bukabije. Guhuza by'agateganyo Ibyiciro byicaye mumajwi-AI akazi gahindura imvugo, umuziki, nijwi ryitumanaho, kugerwaho, no gukora itangazamakuru. Kugirango wubake byimbitse, fata Connectionist Temporal Classification nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubikorwa, amatsinda akomeye akoresha Connectionist Temporal Classification ifata 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.
Gushyira mu bikorwa Isi
Guhuza neza wav2vec 2.0 hamwe numutwe wa CTC kugirango wubake isoko-ifunguye imvugo-y-inyandiko-mvugo mu rurimi ruke
Kubyara ijambo- na foneme-urwego rwibihe bya subtitles na karaoke ukoresheje CTC ku gahato
Igihe nyacyo cyanditse ku gikoresho aho moderi ya CTC itembera hamwe nubukererwe buke
Kumenyekanisha intoki, aho CTC isoma umurongo wo gutukana utabanje gutandukanya inyuguti zitandukanye
Uburyo bwo Gushyira mu bikorwa
Guhuza by'agateganyo Ibyiciro mubikorwa
Kuringaniza neza wav2vec 2.0 hamwe numutwe wa CTC kugirango wubake isoko-ifunguye imvugo-y-inyandiko-mvugo mu rurimi ruke.
Kuringaniza neza wav2vec 2.0 hamwe numutwe wa CTC kugirango wubake isoko-y-imvugo-y-imvugo yerekana imiterere-mvugo y’amikoro make Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Guhuza by'agateganyo Ibyiciro mubikorwa
Kubyara ijambo- na foneme-urwego rwibihe bya subtitles na karaoke ukoresheje CTC ku gahato.
Kubyara ijambo- na foneme-urwego rwibihe bya subtitles na karaoke ukoresheje CTC ku gahato guhuza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhuza by'agateganyo Ibyiciro mubikorwa
Igihe nyacyo cyanditse ku gikoresho aho moderi ya CTC itembera hamwe nubukererwe buke.
Igihe nyacyo cyanditse ku gikoresho aho moderi ya CTC igenda yandukura hamwe nubukererwe buke Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Guhuza by'agateganyo Ibyiciro mubikorwa
Kumenyekanisha intoki, aho CTC isoma umurongo wo gutukana utabanje gutandukanya inyuguti zitandukanye.
Kumenyekanisha intoki, aho CTC isoma umurongo wo gutukana utabanje gutandukanya inyuguti zinyuranye Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.
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.
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.
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.
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.