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 1076–1100 of 1249 papers

Title	Date	Tasks	Status	Hype
完全基於類神經網路之語音合成系統初步研究 (A Preliminary Study on Fully Neural Network-based Speech Synthesis System) [In Chinese]	Nov 1, 2017	Speech Synthesis	—Unverified	0
SUT System Description for Anti-Spoofing 2017 Challenge	Nov 1, 2017	QuantizationSpeaker Verification	—Unverified	0
Uncovering Latent Style Factors for Expressive Speech Synthesis	Nov 1, 2017	Expressive Speech SynthesisSpeech Synthesis	—Unverified	0
JSUT corpus: free large-scale Japanese speech corpus for end-to-end speech synthesis	Oct 28, 2017	BIG-bench Machine LearningSpeech Synthesis	CodeCode Available	0
Deep Voice 3: Scaling Text-to-Speech with Convolutional Sequence Learning	Oct 20, 2017	GPUSpeech Synthesis	CodeCode Available	0
Statistical Parametric Speech Synthesis Incorporating Generative Adversarial Networks	Sep 23, 2017	Speech Synthesistext-to-speech	CodeCode Available	0
Fast and Accurate Decision Trees for Natural Language Processing Tasks	Sep 1, 2017	AttributeBIG-bench Machine Learning	—Unverified	0
Using hyperlinks to improve multilingual partial parsers	Sep 1, 2017	Machine TranslationSpeech Synthesis	CodeCode Available	0
Refer-iTTS: A System for Referring in Spoken Installments to Objects in Real-World Images	Sep 1, 2017	Referring ExpressionReferring expression generation	—Unverified	0
Lexicon for Natural Language Generation in Spanish Adapted to Alternative and Augmentative Communication	Sep 1, 2017	Speech RecognitionSpeech Synthesis	—Unverified	0
Listening while Speaking: Speech Chain by Deep Learning	Jul 16, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Hidden-Markov-Model Based Speech Enhancement	Jul 4, 2017	modelSpeech Enhancement	—Unverified	0
PyDial: A Multi-domain Statistical Dialogue System Toolkit	Jul 1, 2017	Dialogue ManagementSpeech Recognition	—Unverified	0
A Variational EM Method for Pole-Zero Modeling of Speech with Mixed Block Sparse and Gaussian Excitation	Jun 24, 2017	speech-recognitionSpeech Recognition	—Unverified	0
Deep Voice 2: Multi-Speaker Neural Text-to-Speech	May 24, 2017	Speech Synthesistext-to-speech	CodeCode Available	0
I Probe, Therefore I Am: Designing a Virtual Journalist with Human Emotions	May 18, 2017	Speech Synthesis	—Unverified	0
Building and using language resources and infrastructure to develop e-learning programs for a minority language	May 1, 2017	Language AcquisitionSpeech Synthesis	—Unverified	0
Aligning phonemes using finte-state methods	May 1, 2017	Speech SynthesisSpelling Correction	—Unverified	0
Sampling-based speech parameter generation using moment-matching networks	Apr 12, 2017	Speech Synthesis	—Unverified	0
Voice Conversion Using Sequence-to-Sequence Learning of Context Posterior Probabilities	Apr 10, 2017	speech-recognitionSpeech Recognition	—Unverified	0
Toward a Web-based Speech Corpus for Algerian Dialectal Arabic Varieties	Apr 1, 2017	Speech RecognitionSpeech Synthesis	—Unverified	0
CASSANDRA: A multipurpose configurable voice-enabled human-computer-interface	Apr 1, 2017	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0
Tacotron: Towards End-to-End Speech Synthesis	Mar 29, 2017	Audio SynthesisSpeech Synthesis	CodeCode Available	1
Deep Voice: Real-time Neural Text-to-Speech	Feb 25, 2017	Audio SynthesisBoundary Detection	CodeCode Available	0
DNN Filter Bank Cepstral Coefficients for Spoofing Detection	Feb 13, 2017	Speaker VerificationSpeech Synthesis	—Unverified	0

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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