AI Text to SpeechName

Kokoro ndi 82 miliyoni paramita malemba-ku-kulankhula chitsanzo chomwe punches bwino pamwamba pa khalidwe lake la thupi. Ngakhale ndi ochepa kukula, amatulutsa mawu owoneka bwino ndi owoneka bwino. Kokoro amathandiza mabungwe ambiri kuphatikizapo Chijeremani, Chijeremani, Chijeremani, ndi Korean ndi mitundu yosiyanasiyana ya mawu owoneka bwino.

Piper ndi makina otsika mtengo a mawu ochokera ku mawu omwe adapangidwa ndi Rhasspy omwe amagwiritsa ntchito VITS ndi larynx architectures. Imayenda kwathunthu pa CPU, zomwe zimapangitsa kuti ikhale yabwino kwa zida za edge, zowongolera zanyumba, ndi mapulogalamu omwe akufuna TTS osagwirizana. Ndi mawu oposa 100 m'zinenero 30 +, Piper imabweretsa mawu owoneka bwino panthawi ya real-time ngakhale pa Raspberry Pi 4.

VITS (Variational Inference with adversarial learning for end-to-end Text-to-Speech) ndi njira yofanana yoyambira kumapeto kwa TTS yomwe imapanga mawu owoneka bwino kwambiri kuposa mamodeli anthawi zonse awiri. Imagwiritsa ntchito kutengera kwa maonekedwe osiyanasiyana omwe amawonjezeredwa ndi kuwongolera kwa magazi ndi njira yophunzitsa yotsutsana, yomwe imakwaniritsa kuwonjezeka kwakukulu kwa chilengedwe.

MeloTTS ndi MyShell.ai ndi TTS library yokhala ndi mabuku ambiri omwe amathandizira Chijeremani (cha America, cha British, cha Indian, cha Australia), Chisipanishi, Chifalansa, Chijeremani, cha Japanese, ndi cha Korean. Ndiyabwino kwambiri, yopanga malemba panthawi yoyenera kwambiri pa CPU yokha. MeloTTS idapangidwa kuti igwiritse ntchito kupanga ndipo imathandizira kuzindikira kwa CPU ndi GPU.

Bark ndi Suno ndi transformer-ogwirizana malemba-ku-audio model kuti angayambitse kwambiri realistic, mawu ambirimbiri monganso ena audio monga nyimbo, fumbi m'mbuyo, ndi zotsatira za mawu.It angayambitse nonverbal kulankhulana monga kuseka, kupweteka, ndi kugwa. Bark amathandiza zoposa 100 speaker presets ndi 13 + zinenero.

Bark Small ndi mtundu wosinthidwa wa Bark model womwe umagulitsa zina mwa zinthu za audio kuti zikhale ndi kuthekera kofulumira kwambiri komanso zofunikira za kukumbukira.Izi zimasunga kulimba kwa Bark kuti zikhale ndi mawu ndi maganizo, kuseka, ndi mabungwe ambiri.

CosyVoice 2 ya Tongyi Lab ya Alibaba imakwaniritsa mtundu wa mawu ogwirizana ndi munthu ndi latency yayikulu kwambiri, zomwe zimapangitsa kuti zikhale zosavuta kugwiritsa ntchito nthawi yambiri. Imagwiritsa ntchito njira yomaliza ya quantum kwa synthesization ya streaming ndipo imathandizira kujambula mawu opanda malire, synthesization yosiyanasiyana ya zinenero, komanso kuwongolera maganizo olimba.

Dia ndi Nari Labs ndi 1.6B paramita malemba-ku-kulankhula model anapanga mosamala kuti atenge mauthenga ambiri-wolankhula. Ikhoza kupanga zokambirana zowoneka bwino pakati pa olankhula awiri ndi zoyenera turn-kutenga, prosody, ndi kusonyeza chisoni. Dia ndi yabwino kwa kulenga podcast-style zinthu, audiobook mauthenga, ndi interactional conversational AI.

Parler TTS ndi mtundu wa mawu-ku-mawu womwe umagwiritsa ntchito mawu ofotokoza mawu kuti ayang'ane mawu omwe amapangidwa. M'malo mosankha kuchokera ku mawu omwe amakonzedwa, mumafotokoza mawu omwe mukufuna (mwachitsanzo, "mawu a mkazi wotentha ndi mawu a British, akulankhula mofulumira komanso mosawoneka bwino") ndipo Parler imapanga mawu omwe amagwirizana ndi mawu omwe amafotokozedwa. Izi zimapangitsa kuti ikhale yosinthika kwambiri kwa ntchito zopanga.

GLM-TTS ndi pulogalamu yosintha mawu kukhala mawu yomwe imagwiritsa ntchito zida za Llama ndi njira yosagwirizana ya flow matching. GLM-TTS imathandiza Chijeremani ndi Chisipanishi ndi kufalitsa mawu kuchokera pa 3-10 masekondi a mawu.

IndexTTS-2 ndi njira yosinthira mawu kukhala mawu yomwe imagwira ntchito bwino kwambiri pakupanga mawu opanda kanthu ndi kuwongolera maganizo mosasamala kanthu. Ikhoza kupanga mawu ndi maganizo osiyanasiyana monga osangalala, okhumudwa, okhumudwa kapena okhumudwa popanda kufunikira kuphunzira mawu osiyanasiyana.

Spark TTS ya SparkAudio ndi mtundu wa mawu-ku-mawu womwe umaphatikizapo kufalitsa mawu ndi kuwongolera maganizo ndi mtundu wa mawu. Pogwiritsa ntchito masekondi 5 okha a ma audio, imatha kufalitsa mawu ndipo imapanga mawu ndi maganizo, magwiridwe antchito ndi mitundu yosiyanasiyana, popeza imasunga chidziwitso cha mawu chofalitsidwa. Spark TTS imagwiritsa ntchito njira yoyang'anira yomwe imayang'aniridwa ndi uthenga.

GPT-SoVITS imaphatikizapo kujambula kwa mawu a GPT ndi SoVITS (Singing Voice Inference via Translation and Synthesis) kwa kujambula mawu kwamphamvu kwa ma shots ochepa. Ndi 5 masekondi ochepa a audio yolemba, imatha kujambula mawu moyenera ndikupanga mawu atsopano poteteza mfundo zosiyanasiyana za wokamba.

Orpheus ndi mtundu waukulu wa kulemba-ku-kulankhula womwe umakwaniritsa chidziwitso cha chisoni pamalingaliro a munthu. Kuphunzira pa maola oposa 100,000 a deta yosiyanasiyana ya mawu, imagwira bwino ntchito popanga mawu ndi chisoni chachilengedwe, kutanthauzira, ndi mitundu yolankhula.

Chatterbox by Resemble AI ndi njira yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo yokhayo.

Tortoise TTS ndi njira yosinthira malemba kukhala mawu yokhala ndi mawu ambiri yomwe imadalira khalidwe la mawu kuposa kuthamanga kwake. Imagwiritsa ntchito kapangidwe kake ka DALL-E kuti ipange mawu okongola kwambiri ndi prosody yabwino komanso kufanana kwa omvera. Ngakhale kuti ndi yocheperako kuposa njira zina zambiri, Tortoise imapanga mawu ofanana kwambiri ndi mawu omwe ali m'makompyuta aulere.

StyleTTS 2 imakwaniritsa TTS synthesization ya munthu-level pogwiritsa ntchito kulumikizana kwa mtundu ndi kuphunzitsa kwa otsutsana pogwiritsa ntchito mapangidwe a mawu akuluakulu. Amapanga mawu owoneka bwino kwambiri pakati pa mapangidwe a mawu a munthu mmodzi, opikisana ndi zolemba za munthu.

OpenVoice ya MyShell.ai imalola kujambula mawu mwamsanga ndi kuwongolera kwa granular pamtundu wa mawu, chisoni, kuyankhula, ritmu, kuletsa, ndi kuyankhula. Itha kujambula mawu kuchokera ku audio clip yafupi ndi kutulutsa mawu m'zinenero zambiri poteteza chidziwitso cha wolankhula. OpenVoice imagwiranso ntchito ngati wosintha mawu, kulola kusintha kwa mawu panthawi ya real-time.

Qwen3-TTS ndi 1.7 biliyoni paramita malemba-ku-kulankhula mtundu kuchokera Qwen Alibaba's timu. It supports atatu modes: preset mawu ndi kuwongolera maganizo (9 okamba), mawu kloning kuchokera 3 masekondi okha a audio, ndi khalidwe lapadera mawu design mode kumene inu kufotokoza mawu mukufuna mu chilankhulo chachilengedwe.It amaphatikizapo 10 mabungwe a zinenero ndi khalidwe labwino ndi zomvetsera zachilengedwe.

Sesame CSM (Conversational Speech Model) ndi 1 billion parameter model yopangidwa mwapadera kuti ipange uthenga wolankhulana. Imakhala ndi mapangidwe achilengedwe a uthenga wa munthu kuphatikizapo nthawi yosintha, mayankho a backchannel, mayankho a maganizo, ndi uthenga wolankhulana. CSM imapanga audio yomwe imawoneka ngati uthenga wa munthu wachilengedwe kuposa uthenga wopangidwa.

Kitten TTS by KittenML is an ultra-lightweight text-to-speech model built on ONNX. With variants from 15M to 80M parameters (25-80 MB on disk), it delivers high-quality voice synthesis on CPU without requiring a GPU. Features 8 built-in voices, adjustable speech speed, and built-in text preprocessing for numbers, currencies, and units. Ideal for edge deployment and low-latency applications.