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

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Showing 461–470 of 1249 papers

Title	Date	Tasks	Status
fairseq Sˆ2: A Scalable and Integrable Speech Synthesis Toolkit	Nov 1, 2021	Speech Synthesistext-to-speech	—Unverified
Fast and Accurate Decision Trees for Natural Language Processing Tasks	Sep 1, 2017	AttributeBIG-bench Machine Learning	—Unverified
Advances in Speech Vocoding for Text-to-Speech with Continuous Parameters	Jun 19, 2021	Speech Synthesistext-to-speech	—Unverified
Fast and small footprint Hybrid HMM-HiFiGAN based system for speech synthesis in Indian languages	Feb 13, 2023	Speech Synthesistext-to-speech	—Unverified
Fast Bootstrapping of Grapheme to Phoneme System for Under-resourced Languages - Application to the Iban Language	Oct 1, 2013	Speech RecognitionSpeech Synthesis	—Unverified
Fast, Compact, and High Quality LSTM-RNN Based Statistical Parametric Speech Synthesizers for Mobile Devices	Jun 20, 2016	QuantizationSpeech Synthesis	—Unverified
A Waveform Representation Framework for High-quality Statistical Parametric Speech Synthesis	Oct 6, 2015	Speech SynthesisVocal Bursts Intensity Prediction	—Unverified
AV-Flow: Transforming Text to Audio-Visual Human-like Interactions	Feb 18, 2025	Speech Synthesis	—Unverified
An explainability study of the constant Q cepstral coefficient spoofing countermeasure for automatic speaker verification	Apr 19, 2020	Speaker VerificationSpeech Synthesis	—Unverified
Accurate synthesis of Dysarthric Speech for ASR data augmentation	Aug 16, 2023	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—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