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 1201–1225 of 1249 papers

Title	Date	Tasks	Status
Multimodal Latent Language Modeling with Next-Token Diffusion	Dec 11, 2024	Image GenerationLanguage Modeling	CodeCode Available
Mlphon: A Multifunctional Grapheme-Phoneme Conversion Tool Using Finite State Transducers	Sep 5, 2022	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Comparison of Speech Representations for Automatic Quality Estimation in Multi-Speaker Text-to-Speech Synthesis	Feb 28, 2020	Speech Synthesistext-to-speech	CodeCode Available
Mixed-Precision Training for NLP and Speech Recognition with OpenSeq2Seq	May 25, 2018	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	CodeCode Available
Improving Self-Supervised Learning-based MOS Prediction Networks	Apr 23, 2022	PredictionQuantization	CodeCode Available
Articulatory Feature Prediction from Surface EMG during Speech Production	May 20, 2025	Electromyography (EMG)Speech Synthesis	CodeCode Available
MelNet: A Generative Model for Audio in the Frequency Domain	Jun 4, 2019	Audio GenerationMusic Generation	CodeCode Available
Maximizing Mutual Information for Tacotron	Aug 30, 2019	AttributeSpeech Synthesis	CodeCode Available
SampleRNN: An Unconditional End-to-End Neural Audio Generation Model	Dec 22, 2016	Audio GenerationSpeech Synthesis	CodeCode Available
Speech waveform synthesis from MFCC sequences with generative adversarial networks	Apr 3, 2018	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available
SaSLaW: Dialogue Speech Corpus with Audio-visual Egocentric Information Toward Environment-adaptive Dialogue Speech Synthesis	Aug 13, 2024	Speech SynthesisSpoken Dialogue Systems	CodeCode Available
The Emotional Voices Database: Towards Controlling the Emotion Dimension in Voice Generation Systems	Jun 25, 2018	Speech Emotion RecognitionSpeech Synthesis	CodeCode Available
Location-Relative Attention Mechanisms For Robust Long-Form Speech Synthesis	Oct 23, 2019	FormSpeech Synthesis	CodeCode Available
Improving Generalization Ability of Countermeasures for New Mismatch Scenario by Combining Multiple Advanced Regularization Terms	May 18, 2023	Speech Synthesis	CodeCode Available
Spoken Question Answering and Speech Continuation Using Spectrogram-Powered LLM	May 24, 2023	Language ModellingQuestion Answering	CodeCode Available
SDS-200: A Swiss German Speech to Standard German Text Corpus	May 19, 2022	Speech SynthesisTranslation	CodeCode Available
Humane Speech Synthesis through Zero-Shot Emotion and Disfluency Generation	Mar 31, 2024	Language ModelingLanguage Modelling	CodeCode Available
Using generative modelling to produce varied intonation for speech synthesis	Jun 10, 2019	SentenceSpeech Synthesis	CodeCode Available
Spoof detection using time-delay shallow neural network and feature switching	Apr 16, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available
Spoofing Speaker Verification Systems with Deep Multi-speaker Text-to-speech Synthesis	Oct 29, 2019	Speaker VerificationSpeech Synthesis	CodeCode Available
Using hyperlinks to improve multilingual partial parsers	Sep 1, 2017	Machine TranslationSpeech Synthesis	CodeCode Available
High Fidelity Speech Synthesis with Adversarial Networks	Sep 25, 2019	Generative Adversarial NetworkSpeech Synthesis	CodeCode Available
Self-Supervised Learning for Speech Enhancement through Synthesis	Nov 4, 2022	DenoisingSelf-Supervised Learning	CodeCode Available
Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis	Jun 12, 2018	Speaker VerificationSpeech Synthesis	CodeCode Available
What does a network layer hear? Analyzing hidden representations of end-to-end ASR through speech synthesis	Nov 4, 2019	Speaker VerificationSpeech Enhancement	CodeCode Available

Show:10 25 50

← PrevPage 49 of 50Next →

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