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 301–325 of 1249 papers

Title	Date	Tasks	Status	Score
Learning latent representations for style control and transfer in end-to-end speech synthesis	Dec 11, 2018	Speech SynthesisStyle Transfer	CodeCode Available	5
JSUT corpus: free large-scale Japanese speech corpus for end-to-end speech synthesis	Oct 28, 2017	BIG-bench Machine LearningSpeech Synthesis	CodeCode Available	5
Deep Voice 3: Scaling Text-to-Speech with Convolutional Sequence Learning	Oct 20, 2017	GPUSpeech Synthesis	CodeCode Available	5
Jejueo Datasets for Machine Translation and Speech Synthesis	Nov 27, 2019	Machine TranslationSpeech Synthesis	CodeCode Available	5
Investigation of enhanced Tacotron text-to-speech synthesis systems with self-attention for pitch accent language	Oct 29, 2018	Speech Synthesistext-to-speech	CodeCode Available	5
DeepTalk: Vocal Style Encoding for Speaker Recognition and Speech Synthesis	Dec 9, 2020	Speaker RecognitionSpeech Synthesis	CodeCode Available	5
Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesis	Dec 25, 2024	Contrastive LearningSpeech Synthesis	CodeCode Available	5
Deep Residual Neural Networks for Audio Spoofing Detection	Jun 30, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available	5
Independent and automatic evaluation of acoustic-to-articulatory inversion models	Nov 15, 2019	speech-recognitionSpeech Recognition	CodeCode Available	5
Improving Generalization Ability of Countermeasures for New Mismatch Scenario by Combining Multiple Advanced Regularization Terms	May 18, 2023	Speech Synthesis	CodeCode Available	5
Improving Self-Supervised Learning-based MOS Prediction Networks	Apr 23, 2022	PredictionQuantization	CodeCode Available	5
Integrated Speech and Gesture Synthesis	Aug 25, 2021	Speech Synthesistext-to-speech	CodeCode Available	5
Language Technology Programme for Icelandic 2019-2023	Mar 20, 2020	Machine Translationspeech-recognition	CodeCode Available	5
Deep Voice 2: Multi-Speaker Neural Text-to-Speech	May 24, 2017	Speech Synthesistext-to-speech	CodeCode Available	5
DeepGesture: A conversational gesture synthesis system based on emotions and semantics	Jul 3, 2025	Gesture GenerationMotion Synthesis	CodeCode Available	5
Deep Voice: Real-time Neural Text-to-Speech	Feb 25, 2017	Audio SynthesisBoundary Detection	CodeCode Available	5
JSSS: free Japanese speech corpus for summarization and simplification	Oct 5, 2020	FormSpeech Synthesis	CodeCode Available	5
DelightfulTTS: The Microsoft Speech Synthesis System for Blizzard Challenge 2021	Oct 25, 2021	Speech Synthesistext-to-speech	CodeCode Available	5
Hierarchical Generative Modeling for Controllable Speech Synthesis	Oct 16, 2018	AttributeSpeech Synthesis	CodeCode Available	5
Half-Truth: A Partially Fake Audio Detection Dataset	Apr 8, 2021	Speech Synthesis	CodeCode Available	5
GELP: GAN-Excited Linear Prediction for Speech Synthesis from Mel-spectrogram	Apr 8, 2019	Speech Synthesistext-to-speech	CodeCode Available	5
Generating Data with Text-to-Speech and Large-Language Models for Conversational Speech Recognition	Aug 17, 2024	Language ModelingLanguage Modelling	CodeCode Available	5
High Fidelity Speech Synthesis with Adversarial Networks	Sep 25, 2019	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available	5
FastLTS: Non-Autoregressive End-to-End Unconstrained Lip-to-Speech Synthesis	Jul 8, 2022	Lip to Speech SynthesisSpeech Synthesis	CodeCode Available	5
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency Generation	Mar 31, 2024	Language ModelingLanguage Modelling	CodeCode Available	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