Speech Synthesis

Speech synthesis is the task of generating speech from some other modality like text, lip movements etc.

Please note that the leaderboards here are not really comparable between studies - as they use mean opinion score as a metric and collect different samples from Amazon Mechnical Turk.

( Image credit: WaveNet: A generative model for raw audio )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 176–200 of 1249 papers

Title	Date	Tasks	Status	Hype	Score
Flowtron: an Autoregressive Flow-based Generative Network for Text-to-Speech Synthesis	May 12, 2020	Speech SynthesisStyle Transfer	CodeCode Available	1	5
Diffusion-Based Mel-Spectrogram Enhancement for Personalized Speech Synthesis with Found Data	May 18, 2023	Speech EnhancementSpeech Synthesis	CodeCode Available	1	5
Neural HMMs are all you need (for high-quality attention-free TTS)	Aug 30, 2021	AllSpeech Synthesis	CodeCode Available	1	5
Diffusion-Based Voice Conversion with Fast Maximum Likelihood Sampling Scheme	Sep 28, 2021	Speech SynthesisVoice Conversion	CodeCode Available	1	5
Deep Speech Synthesis from Articulatory Representations	Sep 13, 2022	Speech Synthesis	CodeCode Available	1	5
FCTalker: Fine and Coarse Grained Context Modeling for Expressive Conversational Speech Synthesis	Oct 27, 2022	Speech Synthesistext-to-speech	CodeCode Available	1	5
Fine-Grained and Interpretable Neural Speech Editing	Jul 7, 2024	Data AugmentationSpeech Synthesis	CodeCode Available	1	5
Deep Speech Synthesis from MRI-Based Articulatory Representations	Jul 5, 2023	Computational EfficiencyDenoising	CodeCode Available	1	5
Natural TTS Synthesis by Conditioning WaveNet on Mel Spectrogram Predictions	Dec 16, 2017	Speech Synthesis	CodeCode Available	1	5
OverFlow: Putting flows on top of neural transducers for better TTS	Nov 13, 2022	Normalising FlowsSpeech Synthesis	CodeCode Available	1	5
From Speaker Verification to Multispeaker Speech Synthesis, Deep Transfer with Feedback Constraint	May 10, 2020	Speaker VerificationSpeech Synthesis	CodeCode Available	1	5
Cross-speaker Emotion Transfer Based on Speaker Condition Layer Normalization and Semi-Supervised Training in Text-To-Speech	Oct 8, 2021	Emotion InterpretationExpressive Speech Synthesis	CodeCode Available	1	5
Grad-TTS: A Diffusion Probabilistic Model for Text-to-Speech	May 13, 2021	DecoderSpeech Synthesis	CodeCode Available	1	5
Cross-modal information fusion for voice spoofing detection	Feb 1, 2023	Automatic Speech Recognitionfake voice detection	CodeCode Available	1	5
Multilingual Byte2Speech Models for Scalable Low-resource Speech Synthesis	Mar 5, 2021	Speech Synthesis	CodeCode Available	1	5
Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models	May 21, 2025	Bayesian OptimizationSpeech Synthesis	CodeCode Available	1	5
Deep Learning Based Assessment of Synthetic Speech Naturalness	Apr 23, 2021	Deep LearningPrediction	CodeCode Available	1	5
Multilingual Text-to-Speech Synthesis for Turkic Languages Using Transliteration	May 25, 2023	Speech Synthesistext-to-speech	CodeCode Available	1	5
HyperTTS: Parameter Efficient Adaptation in Text to Speech using Hypernetworks	Apr 6, 2024	Domain AdaptationSpeech Synthesis	CodeCode Available	1	5
APNet2: High-quality and High-efficiency Neural Vocoder with Direct Prediction of Amplitude and Phase Spectra	Nov 20, 2023	Speech Synthesis	CodeCode Available	1	5
Imaginary Voice: Face-styled Diffusion Model for Text-to-Speech	Feb 27, 2023	Speech Synthesistext-to-speech	CodeCode Available	1	5
UMETTS: A Unified Framework for Emotional Text-to-Speech Synthesis with Multimodal Prompts	Apr 29, 2024	Contrastive LearningSpeech Synthesis	CodeCode Available	1	5
Deep Learning Enabled Semantic Communications with Speech Recognition and Synthesis	May 9, 2022	Deep LearningSemantic Communication	CodeCode Available	1	5
ADAPTERMIX: Exploring the Efficacy of Mixture of Adapters for Low-Resource TTS Adaptation	May 29, 2023	Speech Synthesistext-to-speech	CodeCode Available	1	5
Attentron: Few-Shot Text-to-Speech Utilizing Attention-Based Variable-Length Embedding	Aug 12, 2020	Speech Synthesistext-to-speech	CodeCode Available	1	5

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All datasets LibriTTS North American English LJSpeech Mandarin Chinese Blizzard Challenge 2013

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	PeriodWave-Turbo-L	PESQ	4.45	—	Unverified
2	BigVGAN-v2	PESQ	4.36	—	Unverified
3	EVA-GAN-big	PESQ	4.35	—	Unverified
4	PeriodWave + FreeU	PESQ	4.25	—	Unverified
5	RFWave	PESQ	4.23	—	Unverified
6	BigVSAN (w/ snakebeta)	PESQ	4.12	—	Unverified
7	BigVSAN	PESQ	4.12	—	Unverified
8	EVA-GAN-base	PESQ	4.03	—	Unverified
9	BigVGAN	PESQ	4.03	—	Unverified
10	Vocos	PESQ	3.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Tacotron 2	Mean Opinion Score	4.53	—	Unverified
2	WaveNet (Linguistic)	Mean Opinion Score	4.34	—	Unverified
3	WaveNet (L+F)	Mean Opinion Score	4.21	—	Unverified
4	Tacotron	Mean Opinion Score	4	—	Unverified
5	HMM-driven concatenative	Mean Opinion Score	3.86	—	Unverified
6	LSTM-RNN parametric	Mean Opinion Score	3.67	—	Unverified
7	means	Mean Opinion Score	0	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BDDM vocoder	Mean Opinion Score	4.48	—	Unverified
2	DiffWave LARGE	Mean Opinion Score	4.44	—	Unverified
3	Neural HMM	Mean Opinion Score	3.24	—	Unverified
4	Neural HMM Ablation with 1 state per phone	Mean Opinion Score	2.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	WaveNet (L+F)	Mean Opinion Score	4.08	—	Unverified
2	LSTM-RNN parametric	Mean Opinion Score	3.79	—	Unverified
3	HMM-driven concatenative	Mean Opinion Score	3.47	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SampleRNN (2-tier)	NLL	1.39	—	Unverified
2	SampleRNN (3-tier)	NLL	1.39	—	Unverified