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 251–260 of 1249 papers

Title	Date	Tasks	Status	Score
Parallel WaveNet: Fast High-Fidelity Speech Synthesis	Nov 28, 2017	Speech SynthesisVocal Bursts Intensity Prediction	CodeCode Available	5
OmniDRCA: Parallel Speech-Text Foundation Model via Dual-Resolution Speech Representations and Contrastive Alignment	Jun 11, 2025	cross-modal alignmentQuestion Answering	CodeCode Available	5
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection	Jun 24, 2024	Audio Deepfake DetectionDeepFake Detection	CodeCode Available	5
Partial Rank Similarity Minimization Method for Quality MOS Prediction of Unseen Speech Synthesis Systems in Zero-Shot and Semi-supervised setting	Oct 8, 2023	PredictionSpeech Synthesis	CodeCode Available	5
Neural Voice Cloning with a Few Samples	Feb 14, 2018	Speech SynthesisVoice Cloning	CodeCode Available	5
Neural Autoregressive Flows	Apr 3, 2018	Density EstimationSpeech Synthesis	CodeCode Available	5
NVC-Net: End-to-End Adversarial Voice Conversion	Jun 2, 2021	GPUSpeech Synthesis	CodeCode Available	5
Multimodal Latent Language Modeling with Next-Token Diffusion	Dec 11, 2024	Image GenerationLanguage Modeling	CodeCode Available	5
Articulatory Feature Prediction from Surface EMG during Speech Production	May 20, 2025	Electromyography (EMG)Speech Synthesis	CodeCode Available	5
Multi-view Temporal Alignment for Non-parallel Articulatory-to-Acoustic Speech Synthesis	Dec 30, 2020	Dynamic Time WarpingMULTI-VIEW LEARNING	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