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 221–230 of 1249 papers

Title	Date	Tasks	Status	Hype
From Speaker Verification to Multispeaker Speech Synthesis, Deep Transfer with Feedback Constraint	May 10, 2020	Speaker VerificationSpeech Synthesis	CodeCode Available	1
Can Speaker Augmentation Improve Multi-Speaker End-to-End TTS?	May 4, 2020	Speech Synthesis	CodeCode Available	1
Perception of prosodic variation for speech synthesis using an unsupervised discrete representation of F0	Mar 14, 2020	ClusteringRepresentation Learning	CodeCode Available	1
A Neuro-AI Interface for Evaluating Generative Adversarial Networks	Mar 5, 2020	Speech Synthesis	CodeCode Available	1
A Resource for Computational Experiments on Mapudungun	Dec 4, 2019	Machine Translationspeech-recognition	CodeCode Available	1
WaveFlow: A Compact Flow-based Model for Raw Audio	Dec 3, 2019	GPUSpeech Synthesis	CodeCode Available	1
MelGAN: Generative Adversarial Networks for Conditional Waveform Synthesis	Oct 8, 2019	CPUGPU	CodeCode Available	1
Effective Use of Variational Embedding Capacity in Expressive End-to-End Speech Synthesis	Jun 8, 2019	Expressive Speech SynthesisSpeech Synthesis	CodeCode Available	1
Synthetic-Neuroscore: Using A Neuro-AI Interface for Evaluating Generative Adversarial Networks	May 10, 2019	Image GenerationSpeech Synthesis	CodeCode Available	1
In Other News: A Bi-style Text-to-speech Model for Synthesizing Newscaster Voice with Limited Data	Apr 4, 2019	Speech Synthesistext-to-speech	CodeCode Available	1

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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