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 621–630 of 1249 papers

Title	Date	Tasks	Status
UDDETTS: Unifying Discrete and Dimensional Emotions for Controllable Emotional Text-to-Speech	May 15, 2025	Emotional Speech SynthesisLanguage Modeling	—Unverified
完全基於類神經網路之語音合成系統初步研究 (A Preliminary Study on Fully Neural Network-based Speech Synthesis System) [In Chinese]	Nov 1, 2017	Speech Synthesis	—Unverified
A Bengali HMM Based Speech Synthesis System	Jun 16, 2014	Speech Synthesistext-to-speech	—Unverified
A Bengali Speech Synthesizer on Android OS	Jul 1, 2012	Speech Synthesis	—Unverified
Accelerating Autoregressive Speech Synthesis Inference With Speech Speculative Decoding	May 21, 2025	Speech Synthesis	—Unverified
Accelerating Codec-based Speech Synthesis with Multi-Token Prediction and Speculative Decoding	Oct 17, 2024	Speech Synthesis	—Unverified
Accent Conversion in Text-To-Speech Using Multi-Level VAE and Adversarial Training	Jun 3, 2024	Speech Synthesistext-to-speech	—Unverified
Accent conversion using discrete units with parallel data synthesized from controllable accented TTS	Sep 30, 2024	Data AugmentationSpeech Synthesis	—Unverified
Accented Text-to-Speech Synthesis with Limited Data	May 8, 2023	Speech Synthesistext-to-speech	—Unverified
Accurate synthesis of Dysarthric Speech for ASR data augmentation	Aug 16, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified

Show:10 25 50

← PrevPage 63 of 125Next →

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