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 1151–1175 of 1249 papers

Title	Date	Tasks	Status
Exploration strategies for articulatory synthesis of complex syllable onsets	Apr 20, 2022	Speech Synthesis	CodeCode Available
Pushing the Performance of Synthetic Speech Detection with Kolmogorov-Arnold Networks and Self-Supervised Learning Models	Jun 17, 2025	Kolmogorov-Arnold NetworksSelf-Supervised Learning	CodeCode Available
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
Speaker disentanglement in video-to-speech conversion	May 20, 2021	DisentanglementSpeech Synthesis	CodeCode Available
Towards a Real-time Measure of the Perception of Anthropomorphism in Human-robot Interaction	Jan 24, 2022	Speech Synthesis	CodeCode Available
Preparing an Endangered Language for the Digital Age: The Case of Judeo-Spanish	May 31, 2022	Machine TranslationSpeech Synthesis	CodeCode Available
Systematic Inequalities in Language Technology Performance across the World's Languages	Oct 13, 2021	Dependency ParsingMachine Translation	CodeCode Available
Phrase break prediction with bidirectional encoder representations in Japanese text-to-speech synthesis	Apr 26, 2021	Language ModelingLanguage Modelling	CodeCode Available
Systematic Inequalities in Language Technology Performance across the World’s Languages	May 1, 2022	Dependency ParsingMachine Translation	CodeCode Available
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
Parallel WaveNet: Fast High-Fidelity Speech Synthesis	Nov 28, 2017	Speech SynthesisVocal Bursts Intensity Prediction	CodeCode Available
ECAPA-TDNN for Multi-speaker Text-to-speech Synthesis	Mar 20, 2022	Speaker VerificationSpeech Synthesis	CodeCode Available
RawNet: Fast End-to-End Neural Vocoder	Apr 10, 2019	Speech Synthesis	CodeCode Available
Read the Room: Adapting a Robot's Voice to Ambient and Social Contexts	May 10, 2022	Speech SynthesisVoice Conversion	CodeCode Available
Intra- and Inter-modal Context Interaction Modeling for Conversational Speech Synthesis	Dec 25, 2024	Contrastive LearningSpeech Synthesis	CodeCode Available
One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection	Jun 24, 2024	Audio Deepfake DetectionDeepFake Detection	CodeCode Available
Evaluating context-invariance in unsupervised speech representations	Oct 27, 2022	Language Modellingspeech-recognition	CodeCode Available
DurIAN: Duration Informed Attention Network For Multimodal Synthesis	Sep 4, 2019	CPUSpeech Synthesis	CodeCode Available
Take the Hint: Improving Arabic Diacritization with Partially-Diacritized Text	Jun 6, 2023	Speech Synthesis	CodeCode Available
Recurrent Quantum Neural Networks	Jun 25, 2020	BenchmarkingBIG-bench Machine Learning	CodeCode Available
Towards Decoding Brain Activity During Passive Listening of Speech	Feb 26, 2024	Brain Computer InterfaceSpeech Synthesis	CodeCode Available
Epoch-Synchronous Overlap-Add (ESOLA) for Time- and Pitch-Scale Modification of Speech Signals	Jan 19, 2018	Speech SynthesisVoice Conversion	CodeCode Available
DiVISe: Direct Visual-Input Speech Synthesis Preserving Speaker Characteristics And Intelligibility	Mar 7, 2025	Speech Synthesis	CodeCode Available
Universal Adaptor: Converting Mel-Spectrograms Between Different Configurations for Speech Synthesis	Apr 1, 2022	Speech SynthesisVoice Conversion	CodeCode Available
OmniDRCA: Parallel Speech-Text Foundation Model via Dual-Resolution Speech Representations and Contrastive Alignment	Jun 11, 2025	cross-modal alignmentQuestion Answering	CodeCode Available

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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