FastSpeech TTS Models Voice AI Tools

PyTorch implementations and variants of FastSpeech and FastSpeech2 architectures for neural text-to-speech synthesis. Does NOT include other TTS architectures (Transformer-TTS, Glow-TTS), vocoder implementations, or non-FastSpeech based speech synthesis models.

There are 74 fastspeech tts models tools tracked. 3 score above 50 (established tier). The highest-rated is TensorSpeech/TensorFlowTTS at 60/100 with 3,995 stars.

Get all 74 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=voice-ai&subcategory=fastspeech-tts-models&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	TensorSpeech/TensorFlowTTS :stuck_out_tongue_closed_eyes: TensorFlowTTS: Real-Time State-of-the-art...	60	Established	3,995	Python
2	lucasnewman/nanospeech A simple, hackable text-to-speech system in PyTorch and MLX	52	Established	186	Python
3	Tomiinek/Multilingual_Text_to_Speech An implementation of Tacotron 2 that supports multilingual experiments with...	50	Established	844	Python
4	keonlee9420/STYLER Official repository of STYLER: Style Factor Modeling with Rapidity and...	48	Emerging	160	Python
5	jxzhanggg/nonparaSeq2seqVC_code Implementation code of non-parallel sequence-to-sequence VC	48	Emerging	248	Python
6	rishikksh20/FastSpeech2 PyTorch Implementation of FastSpeech 2 : Fast and High-Quality End-to-End...	48	Emerging	233	Jupyter Notebook
7	yl4579/PL-BERT Phoneme-Level BERT for Enhanced Prosody of Text-to-Speech with Grapheme Predictions	48	Emerging	268	Python
8	saiteja-talluri/Speech2Face Implementation of the CVPR 2019 Paper - Speech2Face: Learning the Face...	47	Emerging	178	Python
9	roatienza/efficientspeech PyTorch code implementation of EfficientSpeech - to be presented at ICASSP2023.	47	Emerging	180	Jupyter Notebook
10	rishikksh20/AdaSpeech AdaSpeech: Adaptive Text to Speech for Custom Voice	47	Emerging	162	Jupyter Notebook
11	atomicoo/tacotron2-mandarin Tensorflow implementation of Chinese/Mandarin TTS (Text-to-Speech) based on...	47	Emerging	131	Python
12	keonlee9420/Expressive-FastSpeech2 PyTorch Implementation of Non-autoregressive Expressive (emotional,...	46	Emerging	318	Python
13	ORI-Muchim/Efficient-Speech Lightweight Korean TTS Model based on FastSpeech2	46	Emerging	14	Python
14	neosapience/mlp-singer Official implementation of MLP Singer: Towards Rapid Parallel Korean Singing...	46	Emerging	118	Python
15	atomicoo/FCH-TTS A fast Text-to-Speech (TTS) model. Work well for English, Mandarin/Chinese,...	46	Emerging	281	Python
16	CSTR-Edinburgh/magphase MagPhase Vocoder: Speech analysis/synthesis system for TTS and related applications.	45	Emerging	80	Python
17	KevinMIN95/StyleSpeech Official implementation of Meta-StyleSpeech and StyleSpeech	45	Emerging	252	Python
18	NATSpeech/NATSpeech A Non-Autoregressive Text-to-Speech (NAR-TTS) framework, including official...	45	Emerging	1,006	Python
19	caizexin/tf_multispeakerTTS_fc the Tensorflow version of multi-speaker TTS training with feedback constraint	43	Emerging	40	Python
20	Rongjiehuang/GenerSpeech PyTorch Implementation of GenerSpeech (NeurIPS'22): a text-to-speech model...	43	Emerging	330	Python
21	Rongjiehuang/Multi-Singer PyTorch Implementation of Multi-Singer (ACM-MM'21)	42	Emerging	139	Python
22	keonlee9420/Daft-Exprt PyTorch Implementation of Daft-Exprt: Robust Prosody Transfer Across...	42	Emerging	55	Python
23	keonlee9420/FastPitchFormant PyTorch Implementation of NCSOFT's FastPitchFormant: Source-filter based...	42	Emerging	73	Python
24	mush42/optispeech A lightweight end-to-end text-to-speech model	42	Emerging	128	Python
25	keonlee9420/StyleSpeech PyTorch Implementation of Meta-StyleSpeech : Multi-Speaker Adaptive...	42	Emerging	197	Python
26	neosapience/editts Official implementation of EdiTTS: Score-based Editing for Controllable...	42	Emerging	121	Python
27	ranchlai/mandarin-tts Chinese Mandarin tts text-to-speech 中文 (普通话) 语音合成 , by fastspeech 2 ,...	42	Emerging	484	Python
28	Labmem-Zhouyx/CDFSE_FastSpeech2 The Official Implementation of “Content-Dependent Fine-Grained Speaker...	40	Emerging	87	Python
29	yui-mhcp/text_to_speech (Multi Speaker) Text-To-Speech (TTS) project	40	Emerging	10	Python
30	hwRG/End-to-End-TTS-Fine-Tune Use FastSpeech2 and HiFi-GAN to easily perform end-to-end Korean speech synthesis.	40	Emerging	29	Python
31	lucasnewman/vocos-mlx Implementation of 'Vocos: Closing the gap between time-domain and...	40	Emerging	24	Python
32	gmltmd789/UnitSpeech An official implementation of "UnitSpeech: Speaker-adaptive Speech Synthesis...	39	Emerging	138	Jupyter Notebook
33	Executedone/Chinese-FastSpeech2 基于标贝数据继续训练，同时对原本的FastSpeech2模型做了改进，引入了韵律表征以及韵律预测模块，使中文发音更生动且富有节奏	39	Emerging	278	Python
34	lars76/fastspeech2-clean Clean and modernized implementation of FastSpeech2/LightSpeech using IPA	38	Emerging	18	Python
35	andi611/ZeroSpeech-TTS-without-T A Pytorch implementation for the ZeroSpeech 2019 challenge.	38	Emerging	112	Python
36	msalhab96/MultiSpeech pytorch implementation for MultiSpeech: Multi-Speaker Text to Speech with...	37	Emerging	21	Python
37	Adibian/ResGrad Unofficial implementation of ResGrad: Residual Denoising Diffusion...	37	Emerging	20	Python
38	tuanh123789/AdaSpeech An implementation of Microsoft's "AdaSpeech: Adaptive Text to Speech for...	37	Emerging	98	Python
39	ga642381/FastSpeech2 Multi-Speaker Pytorch FastSpeech2: Fast and High-Quality End-to-End Text to...	36	Emerging	99	Python
40	rishikksh20/LightSpeech LightSpeech: Lightweight and Fast Text to Speech with Neural Architecture Search	36	Emerging	94	Python
41	adasegroup/OSM-one-shot-multispeaker Framework for one-shot multispeaker system based on Deep Learning	34	Emerging	19	Python
42	OpenTSLab/BELLE Official implementation of BELLE "Bayesian Speech Synthesizers Can Learn...	34	Emerging	7	Python
43	akashmjn/cs224n-gpu-that-talks Attention, I'm Trying to Speak: End-to-end speech synthesis (CS224n '18)	34	Emerging	52	Jupyter Notebook
44	ShivamRajSharma/Transformer-Text-To-Speech Pytorch implementation of Transformer-TTS for converting text into speech.	34	Emerging	19	Python
45	deepkyu/ml-talking-face Cloned repository from Hugging Face Spaces (CVPR 2022 Demo)	34	Emerging	53	Python
46	eazhary/dctts2 Deep Convolution Text to Speech	33	Emerging	34	Python
47	lucasnewman/e2-tts-mlx Implementation of E2-TTS, "Embarrassingly Easy Fully Non-Autoregressive...	33	Emerging	21	Python
48	revsic/tf-glow-tts Tensorflow implementation of Glow-TTS	33	Emerging	7	Python
49	revsic/tf-mlptts Tensorflow implementation of MLP-Mixer based TTS	33	Emerging	6	Python
50	hwRG/FastSpeech2-Pytorch-Korean-Multi-Speaker Multi-Speaker FastSpeech2 applicable to Korean. Description about train and...	33	Emerging	8	Python
51	mush42/leanspeech Unofficial pytorch implementation of LeanSpeech: The Microsoft Lightweight...	32	Emerging	4	Python
52	yanghaha0908/FastHuBERT Official implementation for Fast-HuBERT: An Efficient Training Framework for...	32	Emerging	97	Python
53	dacson/Demo-of-Text-to-Speech-based-on-Deep-Learning text to speech for mandarin,	31	Emerging	3	—
54	erogol/ddc-samples 🐸💬 Coqui TTS Double Decoder Consistency samples	31	Emerging	2	HTML
55	xcmyz/FastSpeech2 The Implementation of FastSpeech2 Based on Pytorch.	31	Emerging	52	Python
56	X-LANCE/VoiceFlow-TTS [ICASSP 2024] This is the official code for "VoiceFlow: Efficient...	31	Emerging	372	Python
57	AppleHolic/FastSpeech2 Refactored version of https://github.com/ming024/FastSpeech2	31	Emerging	14	Python
58	QinHsiu/BiCLTTS Bi-level Cntrastive Learning for Text-to-Speech	29	Experimental	1	Python
59	X-LANCE/UniCATS-CTX-txt2vec [AAAI 2024] CTX-txt2vec, the acoustic model in UniCATS	29	Experimental	64	Python
60	aqibahmad/speech2face A PyTorch implementation of MIT CSAIL's Speech2Face research paper from IEEE...	29	Experimental	14	Python
61	ssmlkl/MnTTS2 This is the experimental description of MnTTS2.	28	Experimental	11	Jupyter Notebook
62	monatis/german-tts German Tacotron 2 and Multi-band MelGAN in TensorFlow with TF Lite inference support	28	Experimental	26	Jupyter Notebook
63	carankt/FastSpeech2 Implementation of FastSpeech 2	26	Experimental	7	Jupyter Notebook
64	WWWWxp/M3-TTS Pytorch Implementation of the paper "M3-TTS: Multi-modal DiT Alignment &...	26	Experimental	118	Python
65	ssumin6/Korean-TTS-Server Korean text-to-speech	25	Experimental	5	Python
66	erogol/TTS_tf WIP Tensorflow implementation of https://github.com/mozilla/TTS	24	Experimental	15	Python
67	clarenceluo78/singer-adaptive-svc This repository is the implementation of project Converting to Realistic...	24	Experimental	5	Python
68	Orca0917/TransformerTTS Unofficial PyTorch implementation of Transformer-TTS, a Transformer-based...	22	Experimental	10	Python
69	keonlee9420/Deep-Learning-TTS-Template This is a template for the Non-autoregressive Deep Learning-Based TTS model...	21	Experimental	14	Python
70	kowaalczyk/reformer-tts An adaptation of Reformer: The Efficient Transformer for text-to-speech task.	21	Experimental	10	Python
71	zabir-nabil/fast-wavenet-mel2wav Dummy Implementation, Will update later	17	Experimental	1	Jupyter Notebook
72	asiff00/TTS-Training-Blueprint Intuitive understanding of Autoregressive TTS Models	16	Experimental	11	Python
73	gateoneh92/Flow-Matching-TTS ⚡ Non-autoregressive TTS using Conditional Flow Matching - 5-20x faster than...	14	Experimental	1	Python
74	davidalvarezdlt/samplernn_pase Implementation of the paper "Problem-agnostic speech embeddings for...	11	Experimental	2	Python

Comparisons in this category

TensorFlowTTS and FCH-TTS (60 vs 46) TensorFlowTTS and tacotron2-mandarin (60 vs 47) FastSpeech2 and Expressive-FastSpeech2 (48 vs 46)