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 961–970 of 1249 papers

Title	Date	Tasks	Status
An Adaptive Learning based Generative Adversarial Network for One-To-One Voice Conversion	Apr 25, 2021	Generative Adversarial NetworkSpeech Synthesis	—Unverified
An Algorithm Based on Empirical Methods, for Text-to-Tuneful-Speech Synthesis of Sanskrit Verse	Sep 15, 2014	Speech Synthesistext-to-speech	—Unverified
Analysing Shortcomings of Statistical Parametric Speech Synthesis	Jul 28, 2018	Speech Synthesis	—Unverified
Analysis and Synthesis of Hypo and Hyperarticulated Speech	Jun 7, 2020	Speech Synthesis	—Unverified
Analysis of artifacts in EEG signals for building BCIs	Sep 18, 2020	Brain Computer InterfaceDynamic Time Warping	—Unverified
Analysis of Voice Conversion and Code-Switching Synthesis Using VQ-VAE	Mar 28, 2022	Speech SynthesisVoice Conversion	—Unverified
Analytic Study of Text-Free Speech Synthesis for Raw Audio using a Self-Supervised Learning Model	Dec 4, 2024	Self-Supervised LearningSpeech Synthesis	—Unverified
Analyzing Speech Unit Selection for Textless Speech-to-Speech Translation	Jul 8, 2024	Automatic Speech RecognitionEmotion Recognition	—Unverified
An Analysis of the Effect of Emotional Speech Synthesis on Non-Task-Oriented Dialogue System	Jul 1, 2018	Dialogue ManagementEmotional Speech Synthesis	—Unverified
An analysis on the effects of speaker embedding choice in non auto-regressive TTS	Jul 19, 2023	Representation LearningSpeech Synthesis	—Unverified

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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