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 711–720 of 1249 papers

Title	Date	Tasks	Status	Hype
Controllable Context-aware Conversational Speech Synthesis	Jun 21, 2021	Speech Synthesis	—Unverified	0
Glow-WaveGAN: Learning Speech Representations from GAN-based Variational Auto-Encoder For High Fidelity Flow-based Speech Synthesis	Jun 21, 2021	Speech Synthesis	—Unverified	0
Non-native English lexicon creation for bilingual speech synthesis	Jun 21, 2021	Speech Synthesistext-to-speech	—Unverified	0
UniTTS: Residual Learning of Unified Embedding Space for Speech Style Control	Jun 21, 2021	Expressive Speech SynthesisSpeech Synthesis	—Unverified	0
Advances in Speech Vocoding for Text-to-Speech with Continuous Parameters	Jun 19, 2021	Speech Synthesistext-to-speech	—Unverified	0
EMOVIE: A Mandarin Emotion Speech Dataset with a Simple Emotional Text-to-Speech Model	Jun 17, 2021	Emotional Speech SynthesisEmotion Classification	—Unverified	0
WaveGrad 2: Iterative Refinement for Text-to-Speech Synthesis	Jun 17, 2021	Speech Synthesistext-to-speech	CodeCode Available	1
A Flow-Based Neural Network for Time Domain Speech Enhancement	Jun 16, 2021	Density EstimationSpeech Enhancement	—Unverified	0
Ctrl-P: Temporal Control of Prosodic Variation for Speech Synthesis	Jun 15, 2021	Speech Synthesistext-to-speech	—Unverified	0
RyanSpeech: A Corpus for Conversational Text-to-Speech Synthesis	Jun 15, 2021	speech-recognitionSpeech Recognition	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