Jagorar Aikace-aikace

AI a cikin Karatun Lebe da Gane Maganar Gani

Gane magana ta gani tana amfani da AI don karanta lebe, tsinkaya kalmomin magana daga motsin bakin mutum, muƙamuƙi, da fuskar mutum, wani lokacin ba tare da wani sauti ba.

2 min karatuAn sabunta ta ƙarshe

Dubawa

It matters for noisy environments, accessibility, and combining with sound for more robust speech recognition.

Zurfafa nutsewa

Karatun lebe yana da wahala hatta ga mutane saboda sautuna da yawa suna kama da juna a lebe. Sautunan /p/, /b/, da /m/, alal misali, suna samar da rukunin 'viseme' guda ɗaya wanda ba zai iya bambanta da gani ba, don haka mahallin yana da mahimmanci. Samfuran AI kamar Google DeepMind's LipNet da kuma tsarin 'Watch, Halarci da Tadawa' na baya suna koyon taswirar jerin firam ɗin bidiyo na yanki zuwa haruffa ko kalmomi, wani lokaci suna ƙwararrun masu karanta leben ɗan adam akan ma'ajin bayanai. Tsarukan da suka fi ƙarfi sune na gani da sauti: suna haɗa bidiyon lebe tare da siginar sauti ta yadda idan hayaniya ta lalata sautin, rafi na gani ya cika rata. Ayyukan har yanzu yana faɗuwa sosai tare da ƙarancin haske, juyowar kai, rufewa kamar hannaye ko abin rufe fuska, da lasifikan da ba a san su ba.

Fahimtar Fasaha

Misali na yau da kullun yana shuka yanki kusa da bakin, sannan ya wuce tsarin firam ta hanyar ƙarshen juyi na 3D don ɗaukar gajerun tsarin motsi, sannan na'urar wuta ko mai maimaitawa wacce ke ƙirƙira yanayin mahallin ɗan lokaci mai tsayi. Ana ƙaddamar da fitarwa zuwa rubutu ta amfani da CTC ko hanyoyin da suka dogara da hankali-zuwa-jeri. Haɗin sauti da gani yana haɗa hanyoyin biyu don kowanne zai iya rama raunin ɗayan.

Dabarun Tasiri

Gina zaɓuɓɓuka

Tsarin matakin aikace-aikacen yana ƙayyade ko AI yana inganta sakamako na gaske.

Ƙungiya da aikin aiki

Kyakkyawan haɗin gwiwar aiki yana haifar da ribar yawan aiki masu amfani za su iya amincewa.

Haɗari da aminci

Abubuwan da aka yi amfani da su da kyau suna rage gajiyar canji da haɗarin aiwatarwa.

Makomar AI a cikin Karatun Lebe da Gane Maganar Ganuwa

Yi tsammanin karatun laɓɓaka za a sanya shi galibi a matsayin mai taimako ga tsarin sauti maimakon kayan aiki mai zaman kansa, inganta mataimakan murya da rubutu a wurare masu ƙarfi. Ana ci gaba da aiki akan samfura masu zaman kansu na masu magana, ƙarancin haske, da sarrafa kan na'ura don keɓantawa. Saboda karatun lebe a ɓoye yana haifar da damuwa na sa ido, tsarin mulki da yarda zai iya yin tasiri inda za'a iya tura shi gwargwadon fasahar kanta.

Aiwatar da Gaskiyar Duniya

Haɓaka daidaiton mataimakan murya a cikin mota mai hayaniya ko ɗaki mai cunkoso ta hanyar karanta laɓɓan lasifikar tare da sauti.

Taimakawa maido da magana ga mutanen da suka rasa muryarsu ta hanyar karanta motsin baki

Inganta taken atomatik lokacin da makirufo ya ɗauki hayaniyar bango mai nauyi

Binciken shari'a ko bincike na tarihi yana ƙoƙarin dawo da tattaunawa daga faifan shiru ko shuru

Hatsari & Tsare-tsare

Yin aiki da ɓaryayyen tsari na iya haɓaka matsalolin da ke akwai.

Ƙungiyoyi na iya wuce gona da iri kuma su cire hukuncin ɗan adam da ake buƙata.

Ingancin na iya motsawa idan ba a ci gaba da kimanta abubuwan da aka fitar ba.

Taswirar Hanya

1

Taswirar tsarin aiki na yanzu kuma gano matakin mafi girman juzu'i.

2

Ƙayyade wuraren bincike na ɗan adam kafin cikakken aiki da kai.

3

Horar da masu amfani akan faɗakarwa, hanyoyin haɓakawa, da ƙa'idodi masu inganci.

4

Bibiyar sakamakon matakin ɗawainiya don tabbatar da ƙima mai dorewa.

Ci gaba da Bincike

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Jagora na gaba

Gane Ƙaunar Magana

Tambayoyin da ake yawan yi

What is AI in Lip Reading and Visual Speech Recognition?

Gane magana ta gani tana amfani da AI don karanta lebe, tsinkaya kalmomin magana daga motsin bakin mutum, muƙamuƙi, da fuskar mutum, wani lokacin ba tare da wani sauti ba. Yana da mahimmanci ga mahalli masu hayaniya, samun dama, da haɗawa tare da sauti don ƙarin ƙwarewar magana mai ƙarfi.

Menene 'viseme'?

Sauti kamar /p/, /b/, da /m/ sun zama viseme ɗaya saboda bakin yana kama da shi, wanda shine dalilin da ya sa karatun lebe yake da shakku ba tare da mahallin ba.

Me yasa samfuran gani da sauti galibi suna da ƙarfi fiye da ƙirar leɓe kawai ko na sauti kawai?

Haɗa bidiyo da sauti yana ba kowane tsari damar ramawa ɗayan, don haka ƙarar ƙarar da ke lalata sauti za a iya kashe ta da leɓuna.

Menene ƙarshen juyi na 3D na gaba a cikin ƙirar karatun leɓe yana taimakawa kama?

3D convolutions suna aiwatar da firam da yawa tare, suna ɗaukar yadda baki ke motsawa cikin ɗan gajeren lokaci maimakon hoto guda ɗaya.

Wane yanayi ne ya fi zubar da daidaiton karatun lebe?

Duk wani abu da ke ɓoye ko karkatar da yankin baki, kamar rufewa ko haske mara kyau, yana rage daidaito sosai.