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 561–570 of 1249 papers

Title	Date	Tasks	Status	Hype
AiRO - an Interactive Learning Tool for Children at Risk of Dyslexia	Jun 1, 2022	Speech Synthesis	—Unverified	0
Preparing an Endangered Language for the Digital Age: The Case of Judeo-Spanish	May 31, 2022	Machine TranslationSpeech Synthesis	CodeCode Available	0
StyleTTS: A Style-Based Generative Model for Natural and Diverse Text-to-Speech Synthesis	May 30, 2022	Data AugmentationSelf-Supervised Learning	CodeCode Available	2
TranSpeech: Speech-to-Speech Translation With Bilateral Perturbation	May 25, 2022	Representation LearningRhythm	CodeCode Available	1
PaddleSpeech: An Easy-to-Use All-in-One Speech Toolkit	May 20, 2022	AllAutomatic Speech Recognition (ASR)	CodeCode Available	6
End-to-End Zero-Shot Voice Conversion with Location-Variable Convolutions	May 19, 2022	Speech SynthesisStyle Transfer	CodeCode Available	1
SDS-200: A Swiss German Speech to Standard German Text Corpus	May 19, 2022	Speech SynthesisTranslation	CodeCode Available	0
Macedonian Speech Synthesis for Assistive Technology Applications	May 18, 2022	Deep LearningPitch control	—Unverified	0
GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech	May 15, 2022	Speech SynthesisStyle Transfer	CodeCode Available	2
Real-Time Packet Loss Concealment With Mixed Generative and Predictive Model	May 11, 2022	Packet Loss ConcealmentSpeech Enhancement	CodeCode Available	3

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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