Kodi ndi chiyani Text to Speech (TTS)?

Kuchokera pa synthesizers a robotic amakono mpaka pa netiweki ya neuronal ya lero yomwe imawoneka kuti siyingathe kudziwika ndi anthu, TTS yasintha momwe timagwirira ntchito ndi ukadaulo, kugwiritsa ntchito zinthu, komanso kupangitsa kuti zidziwitso zikhale zopezeka.

Zamakono Chikumbutso Momwe Zimagwira Ntchito Ma netiweki a Neural Evolution

Matanthauzidwe Ofunikira mu Text to Speech

Kumvetsetsa zigawo zomanga za synthesizer ya mawu yamakono

Kodi TTS amatanthauza chiyani

TTS imatanthauza Text-to-Speech - ukadaulo womwe umasintha malemba olemba kukhala mawu olankhula pogwiritsa ntchito mawu omwe amapangidwa ndi kompyuta.

Momwe Neural TTS Works

TTS yamakono imagwiritsa ntchito ma netiweki a ma neurons kuti ifufuze malemba, ikuyembekezera maonekedwe a mawu, ndipo imapanga ma waveforms a audio omwe amawoneka ngati anthu.

Nkhani ya Speech Synthesis

Kuyambira zaka za m'ma 1960, machitidwe ogwiritsira ntchito malamulo mpaka zaka za m'ma 1990, kuphatikizidwa kwa machitidwe mpaka masiku ano, machitidwe a TTS adasintha kwambiri m'zaka za m'ma 2000.

Ma Models a AI amakono

Maphunziro amakono monga Kokoro, Bark, ndi CosyVoice 2 amagwiritsa ntchito ma transducers, diffusion, ndi variational inference kuti akwaniritse kumvetsetsa kwa munthu.

Zogwiritsa ntchito zofala

TTS imagwira ntchito yowerenga ma screen, GPS navigation, virtual assistants, audiobooks, bots antchito, e-learning platforms, ndi kulenga zinthu.

Open Source vs Commercial

Open-source models (MIT, Apache 2.0) amapereka ufulu, wokhala ndi TTS, pomwe ntchito zamalonda zimapatsa oyang'anira API ndi SLAs ndi thandizo.

TTS Models Zopezeka pa TTS.ai

Kuyambira mofulumira komanso mofulumira mpaka mawu a neural a studio-quality

KokoroKokoro

Free

Lightweight 82M parameter model delivering studio-quality speech with blazing-fast inference.

Fast 5/5

Oyenera kwa: State-of-the-art ochepa chitsanzo - amasonyeza mmene mbali neural TTS wafika

_Phunzirani Kokoro

BarkBark

Standard

Transformer-based text-to-audio model that generates realistic speech, music, and sound effects.

Slow 4/5

Oyenera kwa: Model ya transformer-based yomwe ikuwonetsa chitukuko cha audio kudzera pakulankhula

_Phunzirani Bark

CosyVoice 2CosyVoice 2

Standard

Alibaba's scalable streaming TTS with human-parity naturalness and near-zero latency.

Medium 5/5 Chizindikiro cha mawu

Oyenera kwa: Kutumiza TTS ndi kapangidwe ka munthu-parity ndi zero-shot cloning

_Phunzirani CosyVoice 2

ChatterboxChatterbox

Premium

State-of-the-art zero-shot voice cloning with emotion control from Resemble AI.

Medium 5/5 Chizindikiro cha mawu

Oyenera kwa: Cloning ya mawu opanda kanthu yomwe ikuwonetsa malire a sinthesis ya mawu

_Phunzirani Chatterbox

Tortoise TTSTortoise TTS

Premium

Multi-voice text-to-speech focused on quality with autoregressive architecture.

Slow 5/5 Chizindikiro cha mawu

Oyenera kwa: Autoregressive architecture yopatsa chidwi chabwino kwambiri cha audio

_Phunzirani Tortoise TTS

Momwe Neural TTS Works

Mphamvu yamakono ya synthesizer ya mawu m'maphunziro anayi

1

Kumvetsa mfundo zazikulu

TTS amasintha mawu olemba m’mawu olankhula. Makompyuta amakono amagwiritsa ntchito ma netiweki a ma neuron omwe amaphunzira maola ambirimbiri olemba mawu a munthu.

2

Kafukufuku Zosiyana Models

Mtundu uliwonse wa TTS umagwiritsa ntchito kapangidwe kake kosiyana (transformer, diffusion, variational) ndi mphamvu zosiyanasiyana pakupanga, khalidwe, ndi zinthu.

3

Yambitsani nokha

Njira yabwino kwambiri yomvetsa TTS ndi kugwiritsa ntchito.Phunzirani ma template athu aulere pamwambapa - pezani chilichonse cha mawu ndikuwuzani m'masekondi.

4

Kuphatikiza mu Maprojekti Anu

Pamene mupeza mtundu womwe mumafuna, kugwiritsa ntchito API yathu kuti muphatikizire TTS m'mapulogalamu anu, zinthu, kapena ntchito yopanga masamba.

M'mbuyomu za Text to Speech

Kuchokera pa makina olankhula amagetsi kupita ku ma netiweki a neural

Masiku Oyamba (1950s-1980s)

Chilankhulo choyamba chopangidwa ndi kompyuta chimachokera ku 1961, pamene IBM

Zodziwika bwino: Votrax (zaka za m'ma 1970), DECtalk (zaka za m'ma 1984, inagwiritsa ntchito Stephen Hawking), Apple

Sinthesi ya Concatenative (1990s-2000s)

Concatenative TTS amalemba mawu a munthu woyenera akulankhula mamiliyoni a fonema kugwirizana, kenako amapanga limodzi mfundo segments pa runtime. Izi anapanga zambiri zowoneka bwino mawu koma anafunika massive deta malo (kanthawi zambiri 10-20 maola a zolemba pa mawu).

Kugwiritsa ntchito: AT & T Natural Voices, Nuance Vocalizer, Google Translate TTS.

Statistical / Parametric (2000s-2010s)

M'malo mwa kusindikiza zolemba, ma modeli a parametric amaphunzira kuwonetsera kwa statistic ya mawu. Ma Models a Hidden Markov (HMMs) ndi ma network a posteriori a Deep Neural amapanga ma parameters a mawu (pitch, duration, spectral features) omwe amaperekedwa ndi vocoder.

Mapangidwe ofunikira: HTS, Merlin, machitidwe oyamba a DNN.

Neural TTS (2016-Panthawi ino)

Nthawi yamakono yayamba ndi WaveNet (DeepMind, 2016), yomwe idapanga zitsanzo za audio ndi zitsanzo pogwiritsa ntchito ma netiweki a ma neurons.Izi zidatsatira Tacotron (Google, 2017), zomwe zidaphunzira kujambula masamba otseguka ku spectrograms.

Kusintha kwakukulu: WaveNet, Tacotron, FastSpeech, VITS, Bark, Kokoro.

Momwe Modern Neural TTS Amagwira Ntchito

Mbiri ya m'mbuyo mwa mawu a AI omwe amawoneka bwino

Text Analysis & Normalization

Text raw ndi kutsukidwa ndi normalized: ziwerengero kukhala mawu (\

Acoustic Model (Text kuti Spectrogram)

Model akustika (kanthawi kochepa Transformator kapena autoregressive netiweki) amatenga phoneme ndondomeko ndi kuyembekezera mel spectrogram - chiwonetsero chazithunzi cha mmene audio

Vocoder (Spectrogram kuti Audio)

Ma vocoders oyamba monga Griffin-Lim anapanga zinthu za robotic. Ma vocoders amakono a neural (HiFi-GAN, BigVGAN, Vocos) amapanga ma audio a 24kHz kapena 44.1kHz a 24kHz kapena 44.1kHz omwe amatenga zidziwitso zazikulu za mawu achilengedwe, kuphatikizapo ma sounds of breath and subtle lips movements.

End-to-End Models

Models zaposachedwapa monga VITS, Kokoro, ndi Bark zimapita mosalekeza kuchokera ku malemba kupita ku mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu m'malo mwa mawu.

TTS Njira Kuyerekezera

Momwe zigawo zisanu za TTS technology zimayerekezera

Mtundu Era Chilungamo Kusinthasintha Mphamvu Zofunikira
Formant Synthesis
Modeling Frequency Rule-ogwirizana
1960s-1990s Palibe
Concatenate
Zigawo za audio zophatikizidwa
1990s-2010s 10-20 + maola
Parametric (HMM / DNN)
Models zachidule za mawu
2000s-2016 Maola 1-5
Neural End-to-End
Deep kuphunzira (VITS, Kokoro, Bark)
2016-Present Mphindi kuti masabata

Zogwiritsa ntchito za TTS

Kuti malemba kuti mawu ndi kugwiritsa ntchito lero

Kupezeka

Owerenga mazenera, zida zothandizira, ndi zida za anthu omwe ali ndi vuto la kuona kapena vuto la kuphunzira amadalira TTS kuti apange zinthu za digito zopezeka kwa aliyense.

Kulenga Masamba

YouTubers, podcasters, ndi opanga ma media a anthu amagwiritsa ntchito TTS kwa voiceovers, kufotokoza, ndi kupanga zinthu zosinthika pazinthu.

Virtual Assistants

Siri, Alexa, Google Assistant, ndi ma chatbots othandizira makasitomala onse amagwiritsa ntchito TTS kuti anene mayankho osavuta kwa ogwiritsa ntchito.

Funso Lofunsidwa Kawirikawiri

Mafunso omwe amafunsidwa kwambiri pazosintha mawu kukhala mawu

TTS imatanthauza Text-to-Speech. Ndi njira yosinthira malemba a m'mawu omvetsera pogwiritsa ntchito mawu opangidwa ndi AI. M'mabuku a zasayansi, mawu amenewa amagwiritsa ntchito "kusintha mawu" (speech synthesis).

Makompyuta amakono a TTS amagwira ntchito m'madera atatu: kuyankha mawu (kuyankha mawu, kuyankha mawu, kuyankha mawu), kuyankha mawu (kuyankha mawu, kuyankha mawu, kuyankha mawu, kuyankha mawu), ndi kuyankha mawu (kuyankha mawu, kuyankha mawu).

Neural TTS imapanga mawu kuchokera pansi pogwiritsa ntchito kuphunzira mozama, ndipo imatulutsa mawu owoneka bwino, owoneka bwino komanso owoneka bwino kwambiri ndi mawu owoneka bwino komanso owoneka bwino.

SSML (Speech Synthesis Markup Language) ndi XML- yochokera ku mawu olemba omwe amalola kuti muyang'ane momwe ma TTS amalemba malemba. Mukhoza kufotokoza nthawi yoletsa, kufotokoza, kulemba, kusintha kwa maganizo, ndi kuchuluka kwa mawu pogwiritsa ntchito ma tag a SSML m'malemba anu.

TTS imagwiritsa ntchito kupezeka (owerenga mazenera kwa ogwiritsa ntchito omwe ali ndi vuto la kuona), othandizira opanda zingwe (Siri, Alexa, Google Assistant), kupanga mabuku oimba, e-kuphunzira, GPS navigation, ma IVR a makasitomala, kupanga masamba, ndi mapulogalamu ophunzira maphunziro a zilankhulo.

TTS idasintha kuchokera ku machitidwe a robotic a 1960, kupita ku concatenative synthesis mu 1990, kupita ku statistical parametric synthesis mu 2000, kupita ku neural TTS ndi WaveNet mu 2016, kupita ku transformator ya lero ndi machitidwe a diffusion omwe amakwaniritsa mtundu wa munthu.

TTS yowoneka bwino imafuna kumvetsetsa bwino mawu (rythm, stress, intonation), kumvetsetsa bwino mawu, kumvetsetsa bwino kusintha kwa mawu pakati pa fonema, komanso kumvetsetsa bwino mawu.

Zithunzi za mawu monga Chatterbox ndi CosyVoice 2 zimatha kubwezeretsa mawu okhudzana ndi 5-30 masekondi a mawu ofotokoza. Zithunzi za mawu zimatha kujambula timber, accent, ndi mtundu wa kulankhula, ngakhale kuti mfundo zachikhalidwe ndi zalamulo zimagwiritsidwa ntchito pogwiritsa ntchito mawu ena.

Ma TTS amakono amathandiza mawu oposa 30. Ena amathandiza mawu osiyanasiyana ndipo ena amagwiritsa ntchito mawu ambiri. Chingelezi ndi zinenero zomwe zimapezeka kwambiri, koma Chisipanishi, Chijeremani, Chikoreya, Chisipanishi ndi Chijeremani cha ku Europe zimathandizidwa bwino.

TTS ndi subset ya AI kulenga mawu. TTS mwachitsanzo amasintha text input kwa mawu kutuluka. AI kulenga mawu ndi tanthauzo lalikulu lomwe limaphatikizaponso mawu kloning, mawu kusintha, mawu-ku-mawu, ndi kulenga zotsatira za mawu.

Izi zimadalira zosowa zanu. Kokoro imakupatsani malire abwino kwambiri a liwiro ndi khalidwe labwino kwa kugwiritsa ntchito kwapadziko lonse. Chatterbox imatsogolera pakupanga mawu. Orpheus imagwira bwino ntchito pofotokoza maganizo. StyleTTS 2 imapanga mawu owoneka bwino kwambiri ochokera kwa munthu mmodzi. Palibe "yabwino kwambiri" yokha yomwe ingagwiritsidwe ntchito pazinthu zonse.

Yai. Mamodeli onse a TTS.ai ndi otsegulidwa ndipo amatha kukhazikitsidwa okha. Mamodeli a CPU okha monga Piper amagwira ntchito pakompyuta iliyonse. Mamodeli a GPU monga Kokoro ndi Bark amafunikira NVIDIA GPU ndi 2-8GB VRAM. Platform yathu imapatsanso kupezeka kwa othandizira kuti musakhale ndi vuto loyendetsa bizinesi yanu.
5.0/5 (1)

Kodi tingachitire chiyani kuti tisinthe? Maganizo anu amatithandiza kuchotsa mavuto.

Experience Modern TTS nokha

Phunzirani 20 + state-of-the-art AI mawu mafano kwaulere. Onani mmene mbali malemba kulankhula anafika.