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text to speech models

23 models · ranked by HuggingFace downloads

Kokoro-82M

Kokoro-82M is a compact 82-million-parameter text-to-speech model fine-tuned from StyleTTS2, targeting natural-sounding English speech synthesis at a size runnable on CPU or modest GPU. Released under Apache 2.0 with a HuggingFace DOI, it gained attention as a high-quality open TTS model at significantly smaller scale than most alternatives. It supports multiple English voice styles.

11,541,931 ↓ · 6,775 ♡

XTTS-v2

XTTS-v2 is Coqui's multilingual text-to-speech model supporting 17 languages with voice cloning from a short audio sample. It uses a GPT-style decoder for speech token generation, enabling zero-shot speaker cloning without fine-tuning. The model was released before Coqui's closure and remains available under a non-standard license.

7,743,285 ↓ · 3,752 ♡

Qwen3-TTS-12Hz-1.7B-CustomVoice

Qwen3-TTS-12Hz-1.7B-CustomVoice synthesizes speech waveforms from text input. It produces natural-sounding audio and supports different speaking rates or voice styles depending on the variant.

2,401,169 ↓ · 1,923 ♡

chatterbox

Chatterbox is Resemble AI's open-source text-to-speech model offering voice cloning and expressive speech synthesis. It is designed as a production-grade TTS system with controllable prosody and emotion.

1,769,335 ↓ · 1,771 ♡

audio.cpp-gguf

GGUF-format bundle of audio.cpp models covering TTS, ASR, voice conversion, source separation, and speaker diarization in a single repo. Built on a quantized ACE-Step1.5 base, targeting C++-native audio inference without Python dependencies. License is non-standard.

1,223,099 ↓ · 81 ♡

Qwen3-TTS-12Hz-0.6B-CustomVoice

Qwen3-TTS CustomVoice is the 0.6B variant of Qwen's TTS family focused on voice customization from reference audio. At 12Hz token rate and 0.6B parameters, it's designed for constrained environments where a full 1.7B TTS model is too heavy. Supports 9 languages including CJK languages and major European languages.

1,221,952 ↓ · 182 ♡

Kokoro-82M-v1.0-ONNX

Kokoro-82M is a lightweight 82M-parameter text-to-speech model converted to ONNX by the HuggingFace ONNX community, enabling browser-based and edge TTS via Transformers.js. It uses the StyleTTS2 architecture, which separates style and content representations to produce expressive speech without large acoustic models. The ONNX conversion allows direct client-side inference without a server.

1,147,219 ↓ · 253 ♡

OmniVoice

OmniVoice from k2-fsa is a multilingual speech model targeting end-to-end ASR and voice processing tasks. Published as part of the k2/Lhotse/sherpa-onnx ecosystem for server and edge speech applications.

971,887 ↓ · 1,318 ♡

Qwen3-TTS-GGUF

A GGUF quantization of Qwen3-TTS-12Hz-0.6B-Base, Alibaba's autoregressive text-to-speech model. The 12Hz framerate and 0.6B parameter count make this a compact speech synthesis model. GGUF conversion allows running inference locally without the full PyTorch stack.

897,058 ↓ · 36 ♡

F5-TTS

F5-TTS synthesizes speech waveforms from text input. It produces natural-sounding audio and supports different speaking rates or voice styles depending on the variant.

789,303 ↓ · 1,198 ♡

VibeVoice-Realtime-0.5B

VibeVoice-Realtime-0.5B synthesizes speech waveforms from text input. It produces natural-sounding audio and supports different speaking rates or voice styles depending on the variant.

586,365 ↓ · 1,279 ♡

higgs-tts-2-3b-base

Higgs-TTS-2-3B-Base is Boson AI's 3B parameter multilingual text-to-speech base model, supporting English, Chinese, German, and Korean output. Documented in arxiv:2505.23009, it uses the higgs_audio_v2 architecture and is compatible with HuggingFace Inference Endpoints. With 694 likes and 368K downloads it is one of the more popular open TTS models in its class.

540,453 ↓ · 693 ♡

Qwen3-TTS-12Hz-0.6B-Base

Qwen3-TTS-12Hz-0.6B-Base is a TTS model that generates audio directly from text tokens, enabling low-latency speech synthesis without a separate vocoder stage.

508,542 ↓ · 285 ♡

mms-tts-hat

MMS-TTS-HAT is Meta's Massively Multilingual Speech TTS model for Haitian Creole (hat), part of the MMS project targeting 1000+ languages. It uses VITS architecture for end-to-end speech synthesis. CC-BY-NC-4.0 licensed — non-commercial use only.

444,952 ↓ · 4 ♡

Kokoro-82M-bf16

Kokoro-82M-bf16 synthesizes speech waveforms from text input. It produces natural-sounding audio and supports different speaking rates or voice styles depending on the variant.

432,388 ↓ · 52 ♡

s2-pro

s2-pro is Fish Audio's multilingual text-to-speech model supporting over 80 languages with instruction-following capabilities, described in arXiv:2603.08823. It is designed for zero-shot voice cloning and cross-lingual synthesis by conditioning on speaker reference audio and natural language prompts. The license is marked 'other', meaning specific usage restrictions apply beyond standard open-source terms.

414,738 ↓ · 1,280 ♡

Qwen3-TTS-12Hz-1.7B-VoiceDesign

Qwen3-TTS VoiceDesign is a 1.7B text-to-speech model operating at 12Hz token rate, designed to support custom voice creation alongside standard TTS. It covers multiple languages and generates expressive speech from text input. Apache-2.0 licensed and part of Qwen's audio model family.

404,061 ↓ · 392 ♡

VoxCPM2

VoxCPM2 is a multilingual text-to-speech model from OpenBMB supporting over 35 languages, with explicit voice-cloning and voice-design capabilities built on a diffusion-based audio synthesis approach. It covers a wide geographic range including East Asian, Southeast Asian, European, and Middle Eastern languages. The model is released under Apache-2.0.

402,878 ↓ · 1,539 ♡

VieNeu-TTS-v3-Turbo

VieNeu-TTS-v3-Turbo is a Vietnamese-English bilingual TTS model with voice cloning, code-switching, emotion control, and 48kHz output, delivered as an ONNX + safetensors package. Trained on a 10K sample bilingual dataset (VieNeu-TTS-10k-ENVI), it targets podcast production and high-quality Vietnamese voice synthesis. Apache 2.0 license makes it freely deployable.

400,455 ↓ · 56 ♡

MOSS-TTS-v1.5

MOSS-TTS-v1.5 is an open-source text-to-speech model available on HuggingFace. Details are sourced from the public model registry.

399,298 ↓ · 201 ♡

indic-parler-tts

indic-parler-tts is a TTS model that generates audio directly from text tokens, enabling low-latency speech synthesis without a separate vocoder stage.

379,733 ↓ · 292 ♡

MOSS-TTS

MOSS-TTS is OpenMOSS's multilingual text-to-speech model supporting 20 languages including Chinese, English, German, Japanese, Korean, Russian, and Hebrew. It uses a delay-based autoregressive architecture (moss_tts_delay) for high-quality speech synthesis with natural prosody. Apache-2.0 licensing makes it a viable open alternative to commercial TTS APIs for multilingual applications.

375,194 ↓ · 411 ♡

higgs-tts-3-4b

HaiBara AI's Higgs-TTS-3 4B is a 4-billion-parameter multilingual text-to-speech model supporting expressive and controllable speech synthesis. With 669 likes it is one of the more highly regarded open TTS models, offering voice agent capabilities and prosody control.

374,490 ↓ · 697 ♡